diff --git a/conductor/tracks/video_analysis_creikey_dl_cv_20260621/artifacts/ocr.md b/conductor/tracks/video_analysis_creikey_dl_cv_20260621/artifacts/ocr.md
new file mode 100644
index 00000000..ce326c8e
--- /dev/null
+++ b/conductor/tracks/video_analysis_creikey_dl_cv_20260621/artifacts/ocr.md
@@ -0,0 +1,11198 @@
+# OCR Results
+
+## frame_00001.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00003.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00004.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00005.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00006.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00008.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00010.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00011.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00012.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00013.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00014.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00015.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00016.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00019.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00021.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00022.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00024.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00028.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00031.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00033.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00035.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00036.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00038.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00040.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00043.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00045.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00048.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00050.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00052.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00053.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00054.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00055.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00056.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00057.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00059.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00061.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00062.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00064.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00065.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00066.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00067.jpg
+
+```
+Pseudocode:
+Look for ear shapes
+with edge detection
+If pointy ear, cat
+If floppy aer, dog
+```
+
+## frame_00068.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00069.jpg
+
+```
+Image
+Program
+Look for ear shapes
+with edge detection
+Input
+If pointy ear, cat
+If floppy ear, dog
+Which class
+Output
+Is it?
+```
+
+## frame_00070.jpg
+
+```
+Machine Learning
+In ut
+00
+Machine
+Learning
+Model
+Black box
+parameters
+Out ut
+Which
+class
+Is it?
+Input
+Image
+Examples
+Image
+Program
+Setup the
+architecture,
+repeatedly
+optimize with
+respect to the
+input
+```
+
+## frame_00071.jpg
+
+```
+Why is it all python?
+Deep learning is basically a complicated build system
+The vast majority of performance is spent on numerical calculations to find the
+program, not to setup those operations or queue them for the GPU
+Briefly Talked with John Carmack at Quakecon about Julia
+According to this julia forum post, john
+carmack is using python for his current AI
+company
+Offopic
+Snowy
+Aug 2023
+I went to Quakecon this past week and John Carmack made a short appearance on Saturday. As
+part of this, you could talk with him, ask a question, Or get your photo taken.
+Some may know that Carrnack left Oculus / META a year or two ago to build a company with the
+goal of producing AGI. Through this process, he has complained a lot on Twitter about how slow
+Python is. So referencing his complaints, I asked him if he had ever considered using Julia
+instead or if he was familiar with it.
+Good news: He has heard of Julia and often runs into proponents of the language.
+Bad news: It seems he's sticking with Python
+The two primary reasons he gave I thought were ki
+1. He's a non-native Python programmer, and th
+community is hugely helpful
+2. The slowness of Python is less of a big deal v
+speed up execution by brute-force
+TBH the answer regarding brute-forcing Python to
+given how well optimized the id Tech game engines
+be well optimized and slow.)
+Coming out of this, I wonder what effort could be m
+Our own ecosystem to non-current users of Julia? T
+hunch would be all those partaking are already exis
+```
+
+## frame_00072.jpg
+
+```
+333 contributions in 2017
+Contribution settings •
+Feb
+Mar
+Apr
+May
+Jun
+Jul
+Aug
+sep
+Oct
+Nov
+Dec
+'earn how we count contributMIS
+@FRCTeam2984 @anbox
+Activity overview
+Contribute' iO creikey/operomnia,
+Less More
+599 contributions in 2020
+Feb
+Mar
+Apr
+May
+Jut
+Aug
+•o
+Sep
+settings
+Nov
+creikeyttiny_
+•kev/th
+21 other repositones
+Name for a
+"game
+engine"
+Oct
+Less
+Leun we count contributions
+@p.perwm
+Contributed to creikey/continuity-clone,
+erøikev/oroiect-orbitl.
+More Games
+Code revew
+```
+
+## frame_00073.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00074.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00077.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00078.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00080.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00083.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00086.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00089.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00090.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00091.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00095.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00096.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00097.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00100.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00105.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00106.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00107.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00110.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00113.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00118.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00119.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00121.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00123.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00126.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00128.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00131.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00136.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00137.jpg
+
+```
+ng, anim
+LLMs
+d becr
+d armat
+```
+
+## frame_00140.jpg
+
+```
+ng, anim«
+LLMs
+becq
+d armat
+```
+
+## frame_00143.jpg
+
+```
+I am a deep learning hobbyist.
+animat(
+rmaturc
+```
+
+## frame_00144.jpg
+
+```
+My first professional programming experience
+100
+WIN
+HANCE
+OVER
+TIME
+MacroHard
+100
+10
+```
+
+## frame_00145.jpg
+
+```
+My first professional programming experience
+100
+WIN
+.-CHANCE
+OVER
+TIME
+Macrohard Deep Neural Network (Tl vs DWG Game 5 Wo
+MacroHard
+100
+10
+```
+
+## frame_00146.jpg
+
+```
+My first professional programming experience
+1 4) - {946085041
+100
+WIN
+.-CHANCE
+OVER
+TIME
+Macrohard Deep Neural Network (Tl vs DWG Game 5 Wo
+MacroHard
+100
+10
+```
+
+## frame_00147.jpg
+
+```
+I implemented a paper, couldn't reproduce the results
+The published paper had a bug in it...
+I rewets /
+27.3
+Level 2: Second Round of Prediction using ML: Considering Win rates
+This instead of tortes, we replaced th«n with their rates in the particular role they played in.
+50.04%
+fqhd on May 21, 2023
+52.00%
+50.01%
+49.88%
+51.35%
+Because the test game data is used to calculate the synergy scores during the test game data evaluation, the random forest
+could be memorizing the relationship between the synergy scores and who wins then using that to overfit to test data, while
+being significantly less accurate in the real world
+That's true, I can't believe they are using data from the testing set during training. This is very dissapointing
+```
+
+## frame_00148.jpg
+
+```
+random forest
+est data, vet);
+```
+
+## frame_00152.jpg
+
+```
+random fctcst
+```
+
+## frame_00154.jpg
+
+```
+ndom forest
+```
+
+## frame_00156.jpg
+
+```
+n d fctcst
+```
+
+## frame_00159.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00163.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00165.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00168.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00170.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00174.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00178.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00179.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00182.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00183.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00184.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00186.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00189.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00191.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00193.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00194.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00196.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00197.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00199.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00201.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00205.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00207.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00209.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00212.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00213.jpg
+
+```
+)r), the random for-
+test dat'
+```
+
+## frame_00216.jpg
+
+```
+»n, the random fr-
+```
+
+## frame_00218.jpg
+
+```
+n, the random fr
+```
+
+## frame_00219.jpg
+
+```
+the random fore-
+It to test data,
+```
+
+## frame_00221.jpg
+
+```
+i, the random forcs'
+t to test data, v
+```
+
+## frame_00222.jpg
+
+```
+the random forest
+t to test data, w'
+```
+
+## frame_00224.jpg
+
+```
+the random forest
+to test data, wh'
+```
+
+## frame_00225.jpg
+
+```
+the random forest
+t to test data, V, hi'
+```
+
+## frame_00226.jpg
+
+```
+the random forest
+t to test data, v, hi!/
+```
+
+## frame_00229.jpg
+
+```
+ill -as
+the random forest
+to test data,
+```
+
+## frame_00230.jpg
+
+```
+the random forest
+to test data,
+```
+
+## frame_00232.jpg
+
+```
+the random 'forest
+```
+
+## frame_00235.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00237.jpg
+
+```
+random fotcst
+```
+
+## frame_00240.jpg
+
+```
+random f0'est
+```
+
+## frame_00242.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00244.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00245.jpg
+
+```
+Indom forest
+```
+
+## frame_00246.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00247.jpg
+
+```
+indom fcrcst
+```
+
+## frame_00250.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00254.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00258.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00260.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00265.jpg
+
+```
+orn fotcc.t
+```
+
+## frame_00268.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00270.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00272.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00275.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00277.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00280.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00282.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00284.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00285.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00289.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00291.jpg
+
+```
+ees.
+```
+
+## frame_00293.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00294.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00295.jpg
+
+```
+ees.
+```
+
+## frame_00296.jpg
+
+```
+uation, thpe—P forest
+overt;
+```
+
+## frame_00297.jpg
+
+```
+luation, thre—? forest
+```
+
+## frame_00298.jpg
+
+```
+luation, forest
+```
+
+## frame_00299.jpg
+
+```
+Ituation- forest
+```
+
+## frame_00300.jpg
+
+```
+luation
+forest
+•ohile
+```
+
+## frame_00301.jpg
+
+```
+Dluation
+forest
+```
+
+## frame_00302.jpg
+
+```
+m forest
+```
+
+## frame_00303.jpg
+
+```
+forest
+```
+
+## frame_00306.jpg
+
+```
+Ando: forest
+```
+
+## frame_00311.jpg
+
+```
+ata cvalup•iv
+•ndom )rest
+```
+
+## frame_00313.jpg
+
+```
+tata
+"dom (fest
+```
+
+## frame_00317.jpg
+
+```
+evaluatio- D
+ot tc
+```
+
+## frame_00320.jpg
+
+```
+dat evaluation forc.
+```
+
+## frame_00322.jpg
+
+```
+lata
+valuation O forda-
+```
+
+## frame_00324.jpg
+
+```
+-j
+latag aluatioo foreco.
+```
+
+## frame_00326.jpg
+
+```
+ta the
+that to ov fit '
+```
+
+## frame_00329.jpg
+
+```
+a evaluati 6, the D
+hat to ov€ it tr
+```
+
+## frame_00336.jpg
+
+```
+evaluatiq
+-nc ramps
+```
+
+## frame_00340.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00343.jpg
+
+```
+< rando-
+```
+
+## frame_00344.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00350.jpg
+
+```
+erflt tot t dj
+```
+
+## frame_00354.jpg
+
+```
+he random forest
+test data,
+```
+
+## frame_00356.jpg
+
+```
+e random foo-
+test data,
+```
+
+## frame_00357.jpg
+
+```
+random
+) test data,
+```
+
+## frame_00358.jpg
+
+```
+e random fore MS
+test data, V,
+```
+
+## frame_00359.jpg
+
+```
+e random forest
+test data,
+```
+
+## frame_00360.jpg
+
+```
+indon) forest
+it data, while
+```
+
+## frame_00363.jpg
+
+```
+Endom forest
+t data. while
+```
+
+## frame_00365.jpg
+
+```
+forest
+```
+
+## frame_00367.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00368.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00370.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00372.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00373.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00375.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00381.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00383.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00385.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00386.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00389.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00392.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00396.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00398.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00400.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00401.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00403.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00404.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00405.jpg
+
+```
+n dom foe
+```
+
+## frame_00406.jpg
+
+```
+Indom fr-
+```
+
+## frame_00407.jpg
+
+```
+indom fr
+```
+
+## frame_00409.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00411.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00413.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00415.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00416.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00417.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00418.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00419.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00420.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00421.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00422.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00423.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00424.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00425.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00426.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00427.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00428.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00431.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00433.jpg
+
+```
+;atlon, thc" v
+```
+
+## frame_00435.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00438.jpg
+
+```
+ever fit tc
+```
+
+## frame_00439.jpg
+
+```
+uation, thc
+```
+
+## frame_00441.jpg
+
+```
+uation, the ram 'V
+```
+
+## frame_00443.jpg
+
+```
+uation, the ran?
+irfit to t/
+```
+
+## frame_00445.jpg
+
+```
+rflt to te
+```
+
+## frame_00447.jpg
+
+```
+uation, thc randm
+```
+
+## frame_00450.jpg
+
+```
+uation. the random
+'at to test
+```
+
+## frame_00451.jpg
+
+```
+uation, the random
+```
+
+## frame_00454.jpg
+
+```
+uat10n, the random
+F •o test C/
+```
+
+## frame_00459.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00463.jpg
+
+```
+'Or), the random forcs--
+irfit to test data
+```
+
+## frame_00464.jpg
+
+```
+on, the random foro--
+r fit to test data,
+```
+
+## frame_00465.jpg
+
+```
+on, the random foroe
+r fit to test data,
+```
+
+## frame_00467.jpg
+
+```
+the random forest
+to test data, !e
+```
+
+## frame_00473.jpg
+
+```
+be random forest
+```
+
+## frame_00474.jpg
+
+```
+random fctcst
+```
+
+## frame_00477.jpg
+
+```
+random forest
+```
+
+## frame_00479.jpg
+
+```
+random fogcst
+```
+
+## frame_00480.jpg
+
+```
+random forest
+```
+
+## frame_00482.jpg
+
+```
+random fc,ecst
+```
+
+## frame_00484.jpg
+
+```
+random foecst
+```
+
+## frame_00485.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00487.jpg
+
+```
+random tctc:
+```
+
+## frame_00488.jpg
+
+```
+random
+```
+
+## frame_00493.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00499.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00503.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00508.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00510.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00512.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00515.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00517.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00522.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00524.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00527.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00529.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00530.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00533.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00534.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00538.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00540.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00542.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00543.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00545.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00550.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00552.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00555.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00557.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00560.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00562.jpg
+
+```
+eva!uation. the ran'
+It to oarflt to te
+```
+
+## frame_00565.jpg
+
+```
+va!uation. the rand-
+to oarflt to test
+```
+
+## frame_00570.jpg
+
+```
+l!uatton. the randcm '
+(herf,t to test dj
+```
+
+## frame_00571.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00576.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00581.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00584.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00591.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00604.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00607.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00609.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00613.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00615.jpg
+
+```
+Tree I
+Random Forest
+Tree 3
+Tree 2
+Majority voting
+Final nrpdiction
+Class 1
+Class 2
+Class 3
+Class 4
+4
+```
+
+## frame_00616.jpg
+
+```
+"Deep Learning"
+Class 4
+```
+
+## frame_00617.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00618.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00619.jpg
+
+```
+Hidden
+"Neural Network"
+Input
+Output
+```
+
+## frame_00620.jpg
+
+```
+Hidden
+"Neural Network"
+Input
+Output
+```
+
+## frame_00621.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00623.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00625.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00628.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00631.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00633.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00635.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00637.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00639.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00641.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00642.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00644.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00646.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00649.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00650.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00652.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00655.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00659.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00661.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00664.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00667.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00668.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00670.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00671.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00672.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00675.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00677.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00678.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00681.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00682.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00684.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00687.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00688.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00690.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00692.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00694.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00699.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00702.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00707.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00708.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00710.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00712.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00714.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00719.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00721.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00723.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00725.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00726.jpg
+
+```
+W — weight matrix, has all the weights
+dimensions (output neuron index, input neuron index)
+w
+* x2
+bias
+ao = sin(
+This would be the code for the activation for neuron 0
+"a0"
+If there were 3 input neurons (every input neuron goes
+into every output neuron at each layer)
+With a sinusoidal activation function
+```
+
+## frame_00727.jpg
+
+```
+The weights and the biases are
+automatically tuned to make your machine
+learning program more correct by gradieqt
+descent
+W — weight
+dime
+w
+at ix, has all the weights
+utput neuron index, input neuron index)
+```
+
+## frame_00728.jpg
+
+```
+Hidden
+"Neural Network"
+Really just a diagram for the expression
+Output = Activation(W2 * Activation(W1 * Input +
+W2, WI, Bl, and B2 automatically learned from
+training data
+Matrix WI
+Each row is 0!
+Each column
+So here woulc
+Output
+```
+
+## frame_00729.jpg
+
+```
+Each layer of a neural network = a node in a transform
+hierarchy
+There must be nonlinearities or else it
+can all be multiplied out to a single
+transform
+Label
+Title
+Node
+esm
+Scene
+Static
+Nodes
+Walk• Blocks
+Sprites
+Node
+Menu
+Node
+Menu
+way
+Score
+eee
+```
+
+## frame_00730.jpg
+
+```
+Both compute graphs
+Shader -> operates on Vertices
+Neural network -> c
+image, or some sta
+want
+```
+
+## frame_00731.jpg
+
+```
+Which
+direction
+"Does it look
+minimizes
+good?"
+error on
+training?
+```
+
+## frame_00732.jpg
+
+```
+"Does it look
+good?"
+Ot Cost
+Cost
+Which
+direction
+minimizes
+error on
+training?
+```
+
+## frame_00733.jpg
+
+```
+Talk codebase: github.com/creikey/ai
+Ch
+Jtion
+nizes
+```
+
+## frame_00734.jpg
+
+```
+"Deep learning libraries" or "autograd" let you perform some arbitrary computations,
+then calculates the "gradients" for each of the parameters (automatically with an
+algorithm),
+allowing you to nudge each float in the parameters towards some kind of number
+which does better at the task at hand
+nodes
+It finds this gradient
+with the chain rule
+15
+b
+x
+Operations
+Output = 15
+```
+
+## frame_00735.jpg
+
+```
+for
+Tensor is an "n
+dimensional matrix"
+15
+(int i =
+0; i < test _ count; i++) {
+x = ten_index(temp_arena, X _ test, i) ;
+Tensor
+y = ten_index(temp_arena, y _ test, i) ;
+Tensor
+= ten_new(temp_arena, ) ;
+hidden
+Tensor
+Used to store an array
+of matrices in the
+context of deep
+learning usually
+= C); j < hidden_size; j++) {
+for (int j
+for (int k =
+0; k < input _ size; k++) {
+hidden.data[j) x.data[kJ * Wl.data[k * hidden_size + j];
+hidden.data [j] bl.data(j];
+ten_relu ( hidden) ;
+= ten_new(temp_arena, ) ;
+Tensor logits _ tensor
+for (int j
+= 0; j < num_classes; j++) {
+O; k < hidden _ size; k++) {
+for (int k =
+hidden. data [kJ * W2.data[k * num_classes + j J;
+logits _ tensor. data [j] b2.data[jJ;
+int label
+int pred =
+if (pred
+= ten_argmax(y);
+ten_argmax( logits _ tensor) ;
+label) test_correct++;
+```
+
+## frame_00736.jpg
+
+```
+. d num
+```
+
+## frame_00739.jpg
+
+```
+ta (k) W2.dÄta[k num_c
+```
+
+## frame_00741.jpg
+
+```
+ta(k) * W2.data(k * num c
+```
+
+## frame_00744.jpg
+
+```
+a (k) * W2.data(k num_cl
+```
+
+## frame_00750.jpg
+
+```
+(k) * W2.dat [k num cla
+```
+
+## frame_00756.jpg
+
+```
+(l * W2.dat,Ä • nun clas
+```
+
+## frame_00759.jpg
+
+```
+* W2.data
+num class
+```
+
+## frame_00762.jpg
+
+```
+* W2.dataLl
+nun class
+```
+
+## frame_00765.jpg
+
+```
+* W2.data(k
+nun classe
+4
+```
+
+## frame_00770.jpg
+
+```
+*
+W2.data[k
+um_ctasses
+```
+
+## frame_00773.jpg
+
+```
+Q. data (k
+classes
+```
+
+## frame_00775.jpg
+
+```
+'2. data [k
+```
+
+## frame_00778.jpg
+
+```
+classes +
+```
+
+## frame_00781.jpg
+
+```
+. data (k •
+asses + j
+```
+
+## frame_00782.jpg
+
+```
+data (k •
+lasses + j
+```
+
+## frame_00784.jpg
+
+```
+data tk • nu
+asses + j I
+```
+
+## frame_00788.jpg
+
+```
+• nun lasses + j)
+data (k
+```
+
+## frame_00789.jpg
+
+```
+lasses + j)
+```
+
+## frame_00791.jpg
+
+```
+• nun -lasses + j)
+```
+
+## frame_00794.jpg
+
+```
+iata(k
+•
+num
+sses
+```
+
+## frame_00797.jpg
+
+```
+asses + j)
+lata(k • nun
+```
+
+## frame_00800.jpg
+
+```
+lata(k • nun sses + j)
+```
+
+## frame_00803.jpg
+
+```
+Asses + j) •
+ata(k • nun
+```
+
+## frame_00805.jpg
+
+```
+lata (k
+•
+num
+sses + j);
+```
+
+## frame_00807.jpg
+
+```
+ata(k
+asses + j)
+```
+
+## frame_00808.jpg
+
+```
+ata(k
+Uses +
+```
+
+## frame_00809.jpg
+
+```
+lata(k • nuj-
+—esses + j);
+```
+
+## frame_00811.jpg
+
+```
+ata(k
+lasses + j I •
+```
+
+## frame_00813.jpg
+
+```
+ata(k n,
+n lasses + j I •
+```
+
+## frame_00816.jpg
+
+```
+lata(k
+classes + j);
+```
+
+## frame_00818.jpg
+
+```
+—v _ classes + j)
+lata(k •
+```
+
+## frame_00821.jpg
+
+```
+data (k
+un_classes + j)
+```
+
+## frame_00823.jpg
+
+```
+data (v
+nun _ classes + j
+```
+
+## frame_00824.jpg
+
+```
+• data (V num_classes + j
+```
+
+## frame_00827.jpg
+
+```
+• num classes +
+```
+
+## frame_00829.jpg
+
+```
+* W2.data[k
+nun _ c I asses
+```
+
+## frame_00831.jpg
+
+```
+at a (k
+W/
+•
+nun
+clas'l
+```
+
+## frame_00833.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00835.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00836.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00838.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00841.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00844.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00845.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00847.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00849.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00850.jpg
+
+```
+Talk codebase right now has hand coded gradient calculation for
+a two layer perceptron that classifies digits, super primitive tech.
+There is no working autograd yet.
+I intend to expand on it until you can run Ilms similar to llama.cpp,
+but also allow you to train them, make fine tunes, make your own
+neural networks
+Think of tinygrad but for C
+```
+
+## frame_00851.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00852.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00853.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00854.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00855.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00856.jpg
+
+```
+00 i 4.69
+too / 900
+cxgsao
+```
+
+## frame_00857.jpg
+
+```
+c x / saa
+0:00 / soo
+too / 900
+```
+
+## frame_00858.jpg
+
+```
+After training an —80kb network on the
+video, it rendered this video
+```
+
+## frame_00859.jpg
+
+```
+After training an —80kb network on the
+video, it rendered this video
+```
+
+## frame_00860.jpg
+
+```
+After training an —80kb network on the
+video, it rendered this video
+II 4) 000/030
+```
+
+## frame_00861.jpg
+
+```
+After training an —80kb network on the
+video, it rendered this video
+0.30
+```
+
+## frame_00864.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00865.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00868.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00869.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00871.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00873.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00876.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00880.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00882.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00884.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00886.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00889.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00891.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00892.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00894.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00896.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00897.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00899.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00901.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00902.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00904.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00907.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00909.jpg
+
+```
+4)
+```
+
+## frame_00912.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00915.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00916.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00918.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00920.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00922.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00927.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00930.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00934.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00936.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00940.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00944.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00946.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00948.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00950.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00953.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00955.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00959.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00961.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00965.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00968.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00969.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00972.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00974.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00976.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00977.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00979.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00982.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00984.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00985.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00989.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00991.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00994.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00995.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00997.jpg
+
+```
+(no text extracted)
+```
+
+## frame_00999.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01002.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01008.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01009.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01012.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01014.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01016.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01019.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01020.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01022.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01025.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01028.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01030.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01031.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01036.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01040.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01042.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01045.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01046.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01047.jpg
+
+```
+Mark I Per
+implementati
+on machine
+he percc
+```
+
+## frame_01054.jpg
+
+```
+Mark I Pee
+implementa
+tron machinc
+the perc
+```
+
+## frame_01061.jpg
+
+```
+tron machir
+Mark I p
+implemen
+alaorith
+of the per
+```
+
+## frame_01066.jpg
+
+```
+eptron machi
+Mark I
+impleme
+oo
+of the pe
+```
+
+## frame_01071.jpg
+
+```
+Mark
+imple
+alaorit4
+oo
+ceptron mach
+n of the pc
+```
+
+## frame_01082.jpg
+
+```
+Mar
+Imp
+erceptron ma
+ion of the
+```
+
+## frame_01086.jpg
+
+```
+Perceptron m
+tion of th
+```
+
+## frame_01089.jpg
+
+```
+YJ Perceptron rx
+of th
+```
+
+## frame_01091.jpg
+
+```
+I Perceptron n
+of tt
+```
+
+## frame_01093.jpg
+
+```
+I Perceptron r
+tation of t
+```
+
+## frame_01099.jpg
+
+```
+to
+I Perceptror
+nentation c
+It—was.
+```
+
+## frame_01102.jpg
+
+```
+e to
+I Perceptrc
+nentation
+t—was
+```
+
+## frame_01107.jpg
+
+```
+ce to
+rk I Percepti
+entatior
+```
+
+## frame_01110.jpg
+
+```
+ce to
+rk I Percep
+entatio
+```
+
+## frame_01112.jpg
+
+```
+ce to
+rk I Percep
+```
+
+## frame_01115.jpg
+
+```
+Ice to
+(k I Percep
+2 ntatio
+```
+
+## frame_01116.jpg
+
+```
+Boom 1
+"GOFAI"
+Winter 1
+Boom 2
+"Expert Systems"
+knowledge
+engineering
+Boom 3
+"Machine Learning"
+Winter 2
+heuristic
+search
+Gneral Problem Solver
+Samuels' Checkers Program
+MIT, CMU, Simon. Newell.
+Stanford McCarthy, Minsky
+DENDRAL MYCIN
+PROLOG Lisp
+AMI, JSAI
+FGCS, SCI, MCC, Alvey, ESPRIT
+Feigenbaum, Brooks
+1960s
+1970s
+1980s
+1990s
+2000s
+2010s
+Social excitement
+and concern
+Success of
+AlphaGo,
+Libratus, etc...
+Deep Learning
+Autonomous
+Vehicles
+Autonomous
+Weapons
+"Al for Social Good"?
+e to
+'ark I Perceptrc
+mentation
+m. It was
+```
+
+## frame_01117.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01118.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01119.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01120.jpg
+
+```
+cao / 027
+```
+
+## frame_01123.jpg
+
+```
+Bought
+Sold
+```
+
+## frame_01124.jpg
+
+```
+Market Summary > NVIDIA Corp
+164,92
+USD
++154.72 (1,516.86%) t past 5 years
+11 Jul, 16:00 GMT-4 • Disclaimer
+50
+1M
+YTD
+Sold
+Mkt cap
+PIE ratio
+Div yield
+Max
+200
+150
+100
+50
+Open
+High
+Low
+Bought
+163,72
+167,89
+163,47
+6M
+2022
++ Follow
+2025
+2023
+4,02T
+53,12
+0,024 %
+2024
+52-v
+52-v
+Qtrl)
+More about NVIDIA Corp
+```
+
+## frame_01125.jpg
+
+```
+Two grifts orbiting each other
+Fake money pumps the Al
+Capital flees to bitcoin instead of US-related assets
+No more easy capital = no more Al
+Deflationary doom spiral where GDP becomes
+1/10th what it is now
+Market Summary > Ether
+2 961,42USD
++2.784.04 (1 all time
+13 Jul. 2147 UTC •
+ID 50 1M 6M YTD
+5 000
+4 000
+3 ooo
+2 ooo
+1 000
+2020
+5Y
+Max
+2023
+HEM, THER
+```
+
+## frame_01126.jpg
+
+```
+Just like crypto, a single relatively short and
+simple whitepaper is the source of trillions of
+speculation
+```
+
+## frame_01127.jpg
+
+```
+Just like crypto, a single relatively short and
+simple whitepaper is the source of trillions of
+speculation
+Adi S
+Ali
+MUCI Head
+Atterwcn
+Positioml
+Erx:oding
+Yvuts
+Output
+Probabilites
+Add Nc' e
+Atterton
+Nx
+Ncv.,
+Masked
+Atter*xr-,
+Positional
+Encoding
+OJtvut
+CRAputs
+Ishtted rigVit)
+BITCOIN
+ELECTRONIC
+CASH SYSTEM
+Abstract. A purely peer-to-peer version of electronic cash would allow online
+paymeats to he sent directly from one party to another without going through a
+financ•a/ institucion. Digital signatures provide part of the solution. hut the main
+benefits are lost if a truced third party is 'tilt required to proent double-spending.
+Figure 1: Ihe Transformer - model architecture.
+```
+
+## frame_01128.jpg
+
+```
+2.5%
+Innovators
+13.5%
+Early
+Adopters
+Early
+Majority
+Late
+Majority
+Laggards
+```
+
+## frame_01129.jpg
+
+```
+164.92
+2.5%
+Satoshi
+13.5%
+Developers
+You are HERE
+Grifters
+16%
+Lagga
+```
+
+## frame_01130.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01131.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01132.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01134.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01136.jpg
+
+```
+16
+```
+
+## frame_01137.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01139.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01143.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01144.jpg
+
+```
+16%
+```
+
+## frame_01146.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01149.jpg
+
+```
+You kind of can't manually program an understanding of english, you
+have to automatically produce it from data
+Individual Object Intangible Represented Thing
+Event Stuff Intangible Object Collection
+Process
+Something Existing
+Intelligence
+Intangible Stuff
+Internal Machine Thing
+TangibleObject
+Relationship
+Attribute Value Slot
+Attribu
+CompositeTangible& IntangibleObject
+TangibleStuff
+Inner workings of an attempt to
+manually program intelligence called
+"Cyc", ongoing since 1984
+Hand coded by experts with millions of
+assertions
+Reasoning not even really
+understandable
+```
+
+## frame_01150.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01154.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01155.jpg
+
+```
+ven
+```
+
+## frame_01157.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01160.jpg
+
+```
+ally
+```
+
+## frame_01162.jpg
+
+```
+ally
+```
+
+## frame_01166.jpg
+
+```
+eally
+```
+
+## frame_01167.jpg
+
+```
+really
+```
+
+## frame_01170.jpg
+
+```
+really
+```
+
+## frame_01174.jpg
+
+```
+-eally
+```
+
+## frame_01176.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01177.jpg
+
+```
+eally
+```
+
+## frame_01178.jpg
+
+```
+pall y
+```
+
+## frame_01180.jpg
+
+```
+eve
+```
+
+## frame_01182.jpg
+
+```
+Ot eve
+ble
+```
+
+## frame_01183.jpg
+
+```
+Ot
+ble
+```
+
+## frame_01186.jpg
+
+```
+Ot even
+```
+
+## frame_01188.jpg
+
+```
+Ot even
+ble
+```
+
+## frame_01189.jpg
+
+```
+Ot even
+ble
+```
+
+## frame_01190.jpg
+
+```
+Ot even
+```
+
+## frame_01192.jpg
+
+```
+Ot even
+le
+```
+
+## frame_01194.jpg
+
+```
+Ot even
+```
+
+## frame_01196.jpg
+
+```
+Ot even r (
+```
+
+## frame_01198.jpg
+
+```
+even r €
+```
+
+## frame_01200.jpg
+
+```
+even re
+```
+
+## frame_01202.jpg
+
+```
+even r (-1
+```
+
+## frame_01203.jpg
+
+```
+even
+```
+
+## frame_01204.jpg
+
+```
+even r l.
+```
+
+## frame_01208.jpg
+
+```
+even
+```
+
+## frame_01211.jpg
+
+```
+ever
+```
+
+## frame_01213.jpg
+
+```
+ving
+r is auton
+```
+
+## frame_01214.jpg
+
+```
+ving
+s qui
+cy is auton
+```
+
+## frame_01216.jpg
+
+```
+ving
+s qui
+Ise it
+y is auton
+```
+
+## frame_01218.jpg
+
+```
+ving p
+s quic
+u se It
+is auton
+sif
+```
+
+## frame_01221.jpg
+
+```
+ving po
+is auton
+s quick
+.use it
+```
+
+## frame_01222.jpg
+
+```
+ving poli
+s auton
+s quickl
+.use
+```
+
+## frame_01224.jpg
+
+```
+ving poli
+quickh
+use it's
+s autom
+```
+
+## frame_01227.jpg
+
+```
+ving poli
+auto n
+ed
+s quickly
+sii
+```
+
+## frame_01230.jpg
+
+```
+ling policyo(
+s quickly
+auto
+sit
+```
+
+## frame_01236.jpg
+
+```
+ing policy
+Itom
+b)
+s quickly to
+```
+
+## frame_01240.jpg
+
+```
+ing policy i:
+tonu
+sit!
+s quickly to
+```
+
+## frame_01242.jpg
+
+```
+ing policy is
+onu
+sit!
+s quickly to
+```
+
+## frame_01245.jpg
+
+```
+Ing policy is
+quickly to
+se II
+sitc
+```
+
+## frame_01247.jpg
+
+```
+ng policy is
+quickly to r
+i itc
+```
+
+## frame_01250.jpg
+
+```
+lg policy is al
+quickly to n
+```
+
+## frame_01252.jpg
+
+```
+g policy is au
+quickly to nc
+ati
+```
+
+## frame_01254.jpg
+
+```
+Echo Dot (2nd Gen)
+Siri
+amazon
+viessage ChatGPT
+Search
+Siri and Amazon Alexa are
+symbolic, many if statements
+Often frustratingly unintelligent
+Has to be manually
+programmed
+ChatGPT is statistical, an
+automatic program created by
+processing the internet
+)licy is
+:kly to n€
+autom
+maticall'
+tuation
+```
+
+## frame_01255.jpg
+
+```
+Sidenote:
+Deep learning models don't "learn", that's like saying when you're a game
+developer you're creating a "universe"
+It's like, kind of I guess if you do your job really well that's what it feels like
+But your anthropomorphizing something really mechanical and
+straightforward cheating your understanding
+ssing the i
+rnet
+```
+
+## frame_01256.jpg
+
+```
+Picture data
+*frtruoon
+Another copyright sidenote:
+Neural networks "learning" from data so
+no copyright necessary
+=> this is like saying the jpg
+compression of raw images "learned"
+patterns from the original so no need to
+copyright
+The more generic patterns learned, the
+less the copyright seems necessary to
+(maybe)
+DCT coefficients
+hortzord
+auuuuuu•
+Examples
+red field mean
+modified values f
+```
+
+## frame_01257.jpg
+
+```
+Picture data
+*frtruoon
+Another copyright sidenote:
+Neural networks "learning" from data so
+no copyright necessary
+=> this is like saying the jpg
+compression of raw images "learned"
+patterns from the original so no need to
+copyright
+The more generic patterns learned, the
+less the copyright seems necessary to
+(maybe)
+DCT coefficients
+hortzord
+auuuuuu•
+Examples
+red field mea
+modified values
+Ill
+```
+
+## frame_01258.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01260.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01262.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01264.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01266.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01267.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01272.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01275.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01276.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01278.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01280.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01283.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01286.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01288.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01290.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01292.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01294.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01298.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01300.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01301.jpg
+
+```
+But what about past states?
+Past state can inform the nature of present state
+If somebody was performing badly on your team in the
+past, this should inform your current prediction
+```
+
+## frame_01302.jpg
+
+```
+This is why they are "learned programs"
+Hidden state of a recurrent neural network is like RAM
+The perceptron that updates the hidden state from new information is the
+same as storing a processed form of information
+And the perceptron that outputs the prediction from the hidden state is like a
+learned "rendering" of the state
+```
+
+## frame_01303.jpg
+
+```
+RNN
+tanh
+LSTM
+I was able to use GRUs to predict who would win
+a league of legends match with 86% accuracy
+halfway through the game on professional
+matches
+(whoever had more gold only predicted it with
+73% accuracy)
+1
+GRU
+ton h
+Could I
+the gar
+unpred
+who's
+```
+
+## frame_01304.jpg
+
+```
+Each perceptron layer is very roughly analogous to another "if' statement in the
+program, another branch.
+Example: XOR cannot be learned by a perceptron with nd hidden layers, it needs
+at least 1
+Input
+layer
+Hidden
+layer 1
+o
+Hidden
+layer 2
+O
+Hidden
+layer 3
+O
+00
+Adding more resolution to
+this boundary
+or a
+re to sc
+Hidden Output
+layer
+layer 4
+O
+—-9 Output
+"pla
+```
+
+## frame_01305.jpg
+
+```
+This is why it's called "deep" learning
+Because the layers are deep.
+Problems with just adding more layers to solve more complex problems:
+• Adds a lot of new parameters
+• The gradients seem to vanish and get too small
+```
+
+## frame_01306.jpg
+
+```
+This is why it's called "deep" learning
+Because the layers are deep.
+Problems with just adding more layers to solve more complex problems:
+• Adds a lot of new parameters
+• The gradients seem to vanish and get too small
+Input
+sente
+Feattre Extractbn
+Classificatbn
+Translation?
+Sentiment?
+Next word?
+ot
+```
+
+## frame_01307.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01311.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01312.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01314.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01321.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01325.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01329.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01331.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01333.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01336.jpg
+
+```
+Transf
+```
+
+## frame_01338.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01340.jpg
+
+```
+rransf
+```
+
+## frame_01343.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01347.jpg
+
+```
+nsf.
+```
+
+## frame_01350.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01351.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01354.jpg
+
+```
+Transf
+ees.
+```
+
+## frame_01356.jpg
+
+```
+wansf
+```
+
+## frame_01361.jpg
+
+```
+Transf
+```
+
+## frame_01362.jpg
+
+```
+Transf.
+```
+
+## frame_01365.jpg
+
+```
+Transf
+```
+
+## frame_01370.jpg
+
+```
+Transf.
+```
+
+## frame_01377.jpg
+
+```
+Transf.
+```
+
+## frame_01384.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01388.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01391.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01393.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01397.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01400.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01402.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01404.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01405.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01407.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01410.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01412.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01414.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01417.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01418.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01420.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01422.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01424.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01427.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01431.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01433.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01436.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01440.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01444.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01448.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01451.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01452.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01454.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01458.jpg
+
+```
+Tran
+```
+
+## frame_01461.jpg
+
+```
+Tranq
+```
+
+## frame_01464.jpg
+
+```
+Trans
+```
+
+## frame_01466.jpg
+
+```
+Trans/
+```
+
+## frame_01468.jpg
+
+```
+Transf
+```
+
+## frame_01471.jpg
+
+```
+Transf.
+```
+
+## frame_01475.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01476.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01479.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01482.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01484.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01485.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01486.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01488.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01489.jpg
+
+```
+Tran q f.
+```
+
+## frame_01492.jpg
+
+```
+Transf
+```
+
+## frame_01494.jpg
+
+```
+Transf.
+```
+
+## frame_01497.jpg
+
+```
+Transf.
+```
+
+## frame_01499.jpg
+
+```
+Tra n sf.
+```
+
+## frame_01501.jpg
+
+```
+Transf.
+```
+
+## frame_01503.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01504.jpg
+
+```
+Transf
+```
+
+## frame_01505.jpg
+
+```
+Tranqf.
+```
+
+## frame_01506.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01509.jpg
+
+```
+Transf.
+```
+
+## frame_01510.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01513.jpg
+
+```
+Transf.
+```
+
+## frame_01515.jpg
+
+```
+Transf.
+```
+
+## frame_01516.jpg
+
+```
+Transf.
+```
+
+## frame_01517.jpg
+
+```
+Transf.
+```
+
+## frame_01521.jpg
+
+```
+Transf.
+```
+
+## frame_01524.jpg
+
+```
+Trans f.
+```
+
+## frame_01525.jpg
+
+```
+ransf.
+```
+
+## frame_01527.jpg
+
+```
+No
+```
+
+## frame_01528.jpg
+
+```
+Transf.
+```
+
+## frame_01530.jpg
+
+```
+Transf.
+EZE*
+```
+
+## frame_01533.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01537.jpg
+
+```
+Transf.
+```
+
+## frame_01541.jpg
+
+```
+JOS
+```
+
+## frame_01544.jpg
+
+```
+Transf.
+```
+
+## frame_01548.jpg
+
+```
+Transf.
+```
+
+## frame_01554.jpg
+
+```
+Trans
+```
+
+## frame_01557.jpg
+
+```
+Tran
+```
+
+## frame_01559.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01561.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01565.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01567.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01568.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01569.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01571.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01575.jpg
+
+```
+c. e ntenco
+```
+
+## frame_01578.jpg
+
+```
+•ontenc„O
+```
+
+## frame_01582.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01587.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01589.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01593.jpg
+
+```
+F' •nnco
+```
+
+## frame_01596.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01600.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01608.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01613.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01619.jpg
+
+```
+Tra
+```
+
+## frame_01621.jpg
+
+```
+Tra
+```
+
+## frame_01624.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01625.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01626.jpg
+
+```
+Trai
+```
+
+## frame_01627.jpg
+
+```
+Trat
+```
+
+## frame_01628.jpg
+
+```
+Trai
+```
+
+## frame_01630.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01636.jpg
+
+```
+Tra
+```
+
+## frame_01640.jpg
+
+```
+Trat
+```
+
+## frame_01642.jpg
+
+```
+Trai
+```
+
+## frame_01644.jpg
+
+```
+Trai
+```
+
+## frame_01647.jpg
+
+```
+rat
+```
+
+## frame_01653.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01654.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01655.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01657.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01658.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01660.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01662.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01663.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01665.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01667.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01668.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01670.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01672.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01677.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01680.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01684.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01689.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01691.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01694.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01695.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01698.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01702.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01704.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01707.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01710.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01711.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01713.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01715.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01716.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01717.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01720.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01722.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01725.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01727.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01729.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01732.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01733.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01734.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01735.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01736.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01738.jpg
+
+```
+Tra
+```
+
+## frame_01740.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01744.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01749.jpg
+
+```
+Tran,
+```
+
+## frame_01751.jpg
+
+```
+Trans
+```
+
+## frame_01753.jpg
+
+```
+Isaosq
+```
+
+## frame_01754.jpg
+
+```
+stans
+```
+
+## frame_01756.jpg
+
+```
+Transf.
+```
+
+## frame_01759.jpg
+
+```
+Trans f.
+```
+
+## frame_01761.jpg
+
+```
+rans'
+```
+
+## frame_01764.jpg
+
+```
+ransf
+```
+
+## frame_01768.jpg
+
+```
+Transf.
+```
+
+## frame_01771.jpg
+
+```
+Transf.
+```
+
+## frame_01773.jpg
+
+```
+Trans f.
+```
+
+## frame_01774.jpg
+
+```
+Transf.
+```
+
+## frame_01776.jpg
+
+```
+Transf.
+```
+
+## frame_01777.jpg
+
+```
+Transf.
+```
+
+## frame_01781.jpg
+
+```
+Transf.
+```
+
+## frame_01784.jpg
+
+```
+Transf.
+```
+
+## frame_01787.jpg
+
+```
+Transf.
+```
+
+## frame_01791.jpg
+
+```
+Trans f.
+```
+
+## frame_01792.jpg
+
+```
+Transf
+```
+
+## frame_01797.jpg
+
+```
+Transf.
+```
+
+## frame_01798.jpg
+
+```
+Transf.
+```
+
+## frame_01799.jpg
+
+```
+Transf.
+```
+
+## frame_01800.jpg
+
+```
+Transf
+```
+
+## frame_01801.jpg
+
+```
+another
+Transf.
+```
+
+## frame_01805.jpg
+
+```
+Transf.
+another
+```
+
+## frame_01806.jpg
+
+```
+Transf.
+another
+```
+
+## frame_01812.jpg
+
+```
+another
+Transf.
+```
+
+## frame_01816.jpg
+
+```
+Transf
+```
+
+## frame_01818.jpg
+
+```
+Transf.
+```
+
+## frame_01821.jpg
+
+```
+Transf.
+```
+
+## frame_01822.jpg
+
+```
+Transf.
+```
+
+## frame_01824.jpg
+
+```
+Transf.
+```
+
+## frame_01825.jpg
+
+```
+Transf.
+```
+
+## frame_01831.jpg
+
+```
+Transf.
+```
+
+## frame_01833.jpg
+
+```
+Transf.
+```
+
+## frame_01836.jpg
+
+```
+Transf •
+```
+
+## frame_01844.jpg
+
+```
+800!
+```
+
+## frame_01850.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01857.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01858.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01860.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01863.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01864.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01865.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01871.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01874.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01876.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01878.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01879.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01881.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01884.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01887.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01889.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01891.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01893.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01894.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01898.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01899.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01902.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01905.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01907.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01911.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01914.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01916.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01921.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01923.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01925.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01927.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01929.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01932.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01934.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01936.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01938.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01941.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01943.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01944.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01947.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01950.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01952.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01955.jpg
+
+```
+Tranbf
+```
+
+## frame_01957.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01958.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01960.jpg
+
+```
+Tra n f s
+```
+
+## frame_01961.jpg
+
+```
+Tran's
+```
+
+## frame_01966.jpg
+
+```
+word'
+```
+
+## frame_01968.jpg
+
+```
+sentjmer
+Next Svor«
+Part-of-sv
+```
+
+## frame_01970.jpg
+
+```
+Next wo
+Part-of-s
+```
+
+## frame_01971.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01973.jpg
+
+```
+Transf.
+Nox
+parl
+```
+
+## frame_01975.jpg
+
+```
+Transf.
+```
+
+## frame_01976.jpg
+
+```
+(no text extracted)
+```
+
+## frame_01980.jpg
+
+```
+mother
+Transf.
+```
+
+## frame_01984.jpg
+
+```
+another
+Transf.
+```
+
+## frame_01987.jpg
+
+```
+another
+Transf.
+```
+
+## frame_01992.jpg
+
+```
+Transf.
+```
+
+## frame_01993.jpg
+
+```
+Transf.
+```
+
+## frame_01995.jpg
+
+```
+Transf.
+```
+
+## frame_01997.jpg
+
+```
+Transf.
+```
+
+## frame_01999.jpg
+
+```
+Transf.
+```
+
+## frame_02000.jpg
+
+```
+Isaosf
+```
+
+## frame_02002.jpg
+
+```
+Transf.
+```
+
+## frame_02004.jpg
+
+```
+Transf.
+```
+
+## frame_02007.jpg
+
+```
+another
+Transf.
+```
+
+## frame_02014.jpg
+
+```
+another
+```
+
+## frame_02016.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02019.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02022.jpg
+
+```
+another
+```
+
+## frame_02025.jpg
+
+```
+nother
+```
+
+## frame_02027.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02029.jpg
+
+```
+Tra
+Son
+Noxt
+part •
+```
+
+## frame_02033.jpg
+
+```
+Noxt
+Tra
+```
+
+## frame_02039.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02042.jpg
+
+```
+Next
+```
+
+## frame_02043.jpg
+
+```
+Son
+```
+
+## frame_02046.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02048.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02050.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02057.jpg
+
+```
+Transf
+```
+
+## frame_02061.jpg
+
+```
+O
+(a) Standard Neural Net
+(b) After applying dropout.
+Some deep learning techniques are a little silly.
+"Dropout" means randomly turn off some neurons during training
+It's supposed to help prevent memorizing the training data
+```
+
+## frame_02062.jpg
+
+```
+ning
+```
+
+## frame_02063.jpg
+
+```
+Transformer Neural
+Networks...
+Lees 90!
+i Vanet
+early Explained
+36:15
+Inside an
+LLM
+27:14
+Attention
+mechanisms
+th
+ning
+```
+
+## frame_02064.jpg
+
+```
+Transformer Neural
+Networks...
+Lees 90!
+iVQnet
+early Explained
+36:15
+Inside an
+LLM
+27:14
+Attention
+mechanisms
+-•:+h PIQ!h
+me hanisms
+```
+
+## frame_02065.jpg
+
+```
+mechnnism
+Witt—o ath
+```
+
+## frame_02066.jpg
+
+```
+mechnnism:
+ath
+```
+
+## frame_02067.jpg
+
+```
+mechanisms
+with uh
+```
+
+## frame_02075.jpg
+
+```
+mechanisms
+with Sh
+```
+
+## frame_02077.jpg
+
+```
+mecharisms
+with
+```
+
+## frame_02079.jpg
+
+```
+mechanisms
+with Ath
+```
+
+## frame_02080.jpg
+
+```
+meennisms
+VO nath
+oes.
+```
+
+## frame_02084.jpg
+
+```
+me kanisms
+math
+oes.
+```
+
+## frame_02089.jpg
+
+```
+mec
+wit
+•nism:
+nath
+```
+
+## frame_02090.jpg
+
+```
+mec
+wit
+-nism
+nath
+```
+
+## frame_02093.jpg
+
+```
+mec
+wi
+-nisms
+,nath
+```
+
+## frame_02095.jpg
+
+```
+mec
+wif..nath
+```
+
+## frame_02096.jpg
+
+```
+mec
+wif .nath
+```
+
+## frame_02099.jpg
+
+```
+pth math
+```
+
+## frame_02103.jpg
+
+```
+echanisms
+'ith math
+```
+
+## frame_02108.jpg
+
+```
+mechanism
+with math
+```
+
+## frame_02110.jpg
+
+```
+mechanism
+with math
+```
+
+## frame_02114.jpg
+
+```
+mechanisa
+with matt
+```
+
+## frame_02116.jpg
+
+```
+mechanis
+with mat
+```
+
+## frame_02118.jpg
+
+```
+mechanis
+dll
+with ma
+```
+
+## frame_02123.jpg
+
+```
+mechan
+with m
+```
+
+## frame_02124.jpg
+
+```
+mechan
+with m
+```
+
+## frame_02129.jpg
+
+```
+mechar
+with
+```
+
+## frame_02132.jpg
+
+```
+mecha
+with
+```
+
+## frame_02135.jpg
+
+```
+mechk
+with
+```
+
+## frame_02139.jpg
+
+```
+9,
+mech
+wit
+```
+
+## frame_02142.jpg
+
+```
+mecl
+witt
+```
+
+## frame_02143.jpg
+
+```
+in co
+```
+
+## frame_02145.jpg
+
+```
+Add
+```
+
+## frame_02147.jpg
+
+```
+Add
+in co
+```
+
+## frame_02148.jpg
+
+```
+Add
+in co
+```
+
+## frame_02150.jpg
+
+```
+Add p
+n co
+```
+
+## frame_02153.jpg
+
+```
+Add pc
+n co
+```
+
+## frame_02155.jpg
+
+```
+Side note:
+There are many "hyperparameters"
+Numbers the engineer has to tune, that
+aren't automatically tuned by default (you
+can run a search on them but this is slow)
+So many and they have to be right or the
+model is dumb and doesn't generalize
+OpenAl to achieve SOTA results dedicates
+millions of dollars of gpus towards "yolo
+runs" where experienced researchers pick
+these numbers based on vibes
+Add pos
+CO
+```
+
+## frame_02156.jpg
+
+```
+Side note:
+There are many "hyperparameters"
+Numbers the engineer has to tune, that
+aren't automatically tuned by default (you
+can run a search on them but this is slow)
+So many and they have to be right or the
+model is dumb and doesn't generalize
+OpenAl to achieve SOTA results dedicates
+millions of dollars of gpus towards "yolo
+runs" where experienced researchers pick
+these numbers based on vibes
+Follow
+An incredible skill that I have witnessed, especially at OpenAl. is the
+ability to make •yolo runs" work.
+The traditional advice in academic research is. "change one thing at a
+time." This ap&oach forces you to understand the effect of each
+component in your model, and therefore is a reliable way to make
+something work. I personally do this quite religiously. However, the
+downside is that it takes a long time, especially if you want to
+understand the interactive effects among components.
+A •yolo run" directly implements an ambitious new model without
+extensively de-ri$king individual components. The researcher doing the
+yolo run relies primarily on intuition to set hyperparameter values, decide
+what parts of the model matter. and anticipate potential problems.
+These choices are non-obvious to everyone else on the team.
+Yolo runs are hard to get right because many things have to go correctly
+for it to work, and even a single bad hyperparameter can cause your run
+to fail. It is probabilistically unlikely to guess rnost or all of them
+Yet multiple times I have seen someone make a yolo run work on the first
+or second try, resulting in a SOTA model. Such yolo runs are very
+impactful, as they can leapfrog the team forward when everyone else is
+stuck.
+I do not know how these rese•
+built up from decades of runn
+what matters to make a langu
+bit of divine benevolence. But
+do this are surely IO-IOOx Al r
+GPUs as they want and be
+AM Feb 13.2024
+Add pos
+```
+
+## frame_02157.jpg
+
+```
+Side note:
+There are many "hyperparameters"
+Numbers the engineer has to tune, that
+aren't automatically tuned by default (you
+can run a search on them but this is slow)
+So many and they have to be right or the
+model is dumb and doesn't generalize
+OpenAl to achieve SOTA results dedicates
+millions of dollars of gpus towards "yolo
+runs" where experienced researchers pick
+these numbers based on vibes
+Follow
+An incredible skill that I have witnessed, especially at OpenAl. is the
+ability to make •yolo runs" work.
+The traditional advice in academic research is. "change one thing at a
+time." This ap&oach forces you to understand the effect of each
+component in your model, and therefore is a reliable way to make
+something work. I personally do this quite religiously. However, the
+downside is that it takes a long time, especially if you want to
+understand the interactive effects among components.
+A •yolo run" directly implements an ambitious new model without
+extensively de-ri$king individual components. The researcher doing the
+yolo run relies primarily on intuition to set hyperparameter values, decide
+what parts of the model matter. and anticipate potential problems.
+These choices are non-obvious to everyone else on the team.
+Yolo runs are hard to get right because many things have to go correctly
+for it to work, and even a single bad hyperparameter can cause your run
+to fail. It is probabilistically unlikely to guess most or all of them
+Yet multiple times I have seen someone make a yolo run work on the first
+or second try, resulting in a SOTA model. Such yolo runs are very
+impactful. as they can leapfrog the team forward when everyone else is
+stuck.
+Yet muftok tnes make
+I donot knowhow these reseot Such
+teun forw.
+bit of divine benevolence. ButStuCk.
+do this are surely IO-IOOx Al n
+GPUs as they want and be pro
+do not
+AM Feb 13.2024
+'"itt up O
+• hat matters to a
+Ot; my
+Mts
+```
+
+## frame_02158.jpg
+
+```
+ive scen sorneone make a yolo on th
+in a SOTA model. Such yo!o rurt
+team
+se researchers do it; my
+of running experiments
+```
+
+## frame_02163.jpg
+
+```
+seen sort-rone make a yolo on the
+n a SOTA model. yc!o runs
+japfror, the team fcrv.atd When
+researchers it; my
+running expetments.
+```
+
+## frame_02166.jpg
+
+```
+vccn someone make a ßo run on the
+SOTA model. Such "do runs
+pfrog the team tcrv€atd when
+escatchers do it; be
+1 nn!ng expenlments. /
+```
+
+## frame_02170.jpg
+
+```
+en someone make a on thc first
+SOTA model. Such runs
+(tog the team forward wpen
+catchers do It; my be'
+experiments.
+lof
+```
+
+## frame_02172.jpg
+
+```
+n someone make a ßo the first
+model. Such run
+pog the team forward When
+?atchers do it; rwy be'
+n Ing, experiments.
+```
+
+## frame_02174.jpg
+
+```
+someone make a on the first
+OTA models Such Szo rup
+the team forward whet
+-ne eise is
+archers do it: my be'
+experiments. a
+```
+
+## frame_02175.jpg
+
+```
+someone make a the first
+OTA model. Such tv
+the team forward
+orchets do It: my be'
+experiments.
+eise is
+```
+
+## frame_02176.jpg
+
+```
+someone make a on the first
+model. Such yoieo
+one else is
+the team forward whe
+Itchers do it; my be"
+ng experiments.
+```
+
+## frame_02179.jpg
+
+```
+Gornconc make a rue on the
+TA model. Such yo'o
+: the team tonvatd wh
+chers do it; my be"
+experiments. a
+- 'One
+```
+
+## frame_02182.jpg
+
+```
+)rneone make a iO!O on the first
+A model. Such
+tho team for».vd
+hers do It; my best
+experiments. a d
+Very
+```
+
+## frame_02190.jpg
+
+```
+eone make a run
+_ I the
+node). Such bdo runs
+team totsvatd *hen e
+do it;
+```
+
+## frame_02192.jpg
+
+```
+!one make a run
+iodol. Such runs a:
+team fotv•atd *hen
+do it. mc
+nenment%. o deep ut
+```
+
+## frame_02197.jpg
+
+```
+ine make a yolo nm
+doj. Such t,do runs, v,
+do it; my best is ir
+```
+
+## frame_02200.jpg
+
+```
+e make a run cn
+vm fomard bhen
+```
+
+## frame_02203.jpg
+
+```
+make a
+Such yo!o runs atc
+```
+
+## frame_02206.jpg
+
+```
+nake a yo!o run cn
+Such yo!o tuns are
+forward when
+t; my best
+ents. a deep
+```
+
+## frame_02210.jpg
+
+```
+lake a yoyo run cn the t
+Guchl yolo ate Very
+my best Guess
+c•nts. a deep
+```
+
+## frame_02213.jpg
+
+```
+ake a yolo
+;uch yolo nms ate very
+orward when
+my best
+nts. a deep understandi
+```
+
+## frame_02221.jpg
+
+```
+(e a yolo work the
+( h yolo runs ate
+a deep
+```
+
+## frame_02225.jpg
+
+```
+a yolo run work the
+yolo runs ate
+ard when ,
+a deep urde€staf
+```
+
+## frame_02227.jpg
+
+```
+a yolo run on the first
+yolo runs are
+ard when
+best Rues
+. deep u
+```
+
+## frame_02229.jpg
+
+```
+e a yolo work on the first
+h yolo runs
+ward when ev,
+y best Rue
+. a deep
+else is
+```
+
+## frame_02233.jpg
+
+```
+ke a yolo nm work on the first
+yolo rue
+y best/
+Jne else is
+Kon
+```
+
+## frame_02237.jpg
+
+```
+nake a yolo work the first
+Such yote
+forv;ard
+t; my be
+entb. a
+trycne else is
+```
+
+## frame_02241.jpg
+
+```
+e make a plo work on the first
+m forv.ard,
+ate "Tiry
+r.=eryone else is,
+```
+
+## frame_02246.jpg
+
+```
+•one make a the first
+odei. Such •
+team forv.F9
+periment
+ate
+ear-yone eLe is
+intu,tjon
+```
+
+## frame_02251.jpg
+
+```
+meonc make a yolo work on the first
+model. Sucr
+team foru
+w•rs do it; r
+experime
+runs are very
+Ven caryone else is
+is intu;tion
+Serstanding of
+```
+
+## frame_02256.jpg
+
+```
+-.omeone make a run on the first
+model. Surs
+the team fon
+tchers do it
+experim
+runs are very
+hen else is
+sss is inturaon
+nd erstandkng of
+```
+
+## frame_02258.jpg
+
+```
+someone make a Pio work on the first
+DTA model. Sur'
+the team
+rchers do
+ing experin
+runs are very
+hen everyone else is
+•ess is intuition
+'"derstandinil of
+```
+
+## frame_02260.jpg
+
+```
+n someone make a run work on the first
+iOTA ruts are very
+og the team fo'
+Jhen everyone else is
+archers do
+ning experir
+' •nderstandirul of
+```
+
+## frame_02268.jpg
+
+```
+seen someone make a yolo run work on the t i
+a SOTA model. S
+the team
+researchers d
+running expe
+oo!o runs are very
+i when everyone else i
+xt guess is intuition
+understanding o
+```
+
+## frame_02272.jpg
+
+```
+e seen someone a run work on
+in a SOTA e Ai yolo runs are very
+eapfrog the te
+gd when everyone else
+e researchers d
+f running exp(
+est guess is intuition
+understanding
+```
+
+## frame_02275.jpg
+
+```
+ve seen someone make a yolo run work on
+in a SOTA Ch yolo runs are very
+leapfrog the yard when everyone els
+eoe researchers d
+of running expl
+hcst guess is intuitior
+•ep understandin
+```
+
+## frame_02278.jpg
+
+```
+seen someone make a yolo run work on tt
+in a SOTArr- Such yolo runs are very
+)rward when everyone el
+n leapfrog the-—
+ese researchers d
+; of running exp
+best guess is intuitic
+deep understandi
+```
+
+## frame_02282.jpg
+
+```
+have seen someone make a yolo run work on
+ting in a SOTA
+an leapfrog ttv
+hese researcher
+es of running
+Such yolo runs are very
+forward when everyone
+best guess is intuit
+deep understan(
+```
+
+## frame_02286.jpg
+
+```
+I have seen someone make a yolo run work o
+Ilting in a SOTA Such yolo runs are ve
+can leapfrog tv
+i forward when everyon
+these researc'
+des of runnint
+best guess is intu
+a deep understa'
+```
+
+## frame_02294.jpg
+
+```
+tes I have seen someone make a yolo run
+esulting in a sor
+(el. Such yolo runs are
+tey can leapfroghow , forward when every
+ow these resc
+cades of run
+my best guess is it
+Is. a deep unders
+```
+
+## frame_02301.jpg
+
+```
+imes I have scen someonc make a yolo run w
+. resulting in a'
+Such yolo runs ar
+they can leapf{ _ team forward when eve
+how these
+decades of
+(t; my best guess i!
+a deep und(
+```
+
+## frame_02305.jpg
+
+```
+times I have seen someone make a yolo run
+y. resulting it
+model. Such yolo runs a
+s they can letdo eteam forward when ev
+w how thes
+decades
+s to make
+it; my best guess
+ments. a deep und
+```
+
+## frame_02309.jpg
+
+```
+e times I have seen someone make a yolo run
+try. resultir
+OTA model. Such yolo runs
+as they caret / gthe team forward when
+ow how ttv
+m decade
+•s do it; my best gues
+eriments. a deep ur
+```
+
+## frame_02311.jpg
+
+```
+times I have sccn someone make a yolo rut
+try. resulti
+SOTA model. Such yolo run
+. as they
+og the team forward when
+ow how tr
+om decad
+Sers do it; my best gue
+xperiments. a deep u
+```
+
+## frame_02312.jpg
+
+```
+plc times I have seen someone make a yolo ru
+j try. result'
+l. as they
+now how
+om decae
+SOTA model. Such yolo run
+rog the team forward when
+hers do it; my best gue
+uperiments. a deep
+```
+
+## frame_02316.jpg
+
+```
+tiple times I have seen someone make a yolo
+nd try. ree
+as th(l
+know how'
+from dec
+a SOTA rnodel. Such yolo r
+apfrog the team forward wh
+•rchers do it; my best gL
+ng experiments. a deev
+```
+
+## frame_02322.jpg
+
+```
+nultip!c times have seen someone make a yo
+9cond trye
+jctfu!.
+k.
+ot know tw
+up from de
+•ng in a SOTA model. Such yol
+leapfrog the team forward
+'searchers do it; my bes
+nning experiments. a d
+```
+
+## frame_02326.jpg
+
+```
+t multiple times I have seen someone make a
+second try
+pactful. as/'
+ck.
+not know ho
+It up from de
+•g in a SOTA model. Such y
+leapfrog the team forwar
+'searchers do it; my b«
+nning experiments. a
+```
+
+## frame_02328.jpg
+
+```
+2t multiple times j have seen someone make a
+second try
+Ipactful. asm
+uck.
+Ire.
+io not know tw
+lilt up from de ,
+g in a SOTA model. Such
+leapfrog the team forwar
+'searchers do it; my b
+nningexperiments.
+```
+
+## frame_02330.jpg
+
+```
+ct multiple times I have seen someone make
+jr second trys
+npactful. as
+tuck.
+do not know
+uilt up from dc
+t m at t orc
+in a SOTA model. Such
+leapfrog the team forwa
+searchers do it; my
+ming experiments.
+```
+
+## frame_02332.jpg
+
+```
+(ct multiple times I have seen someone make
+%econd try.
+mpactful. as •t"
+r tuck.
+do not know hæ
+»uilt up from de
+in a SOTA model. Such
+eapfrog the team forw
+earchers do it; my
+ting experiments,
+```
+
+## frame_02334.jpg
+
+```
+Yet multiple times have seen someone make
+or second try. r
+1
+impactful. as thi
+stuck.
+I do not know hm
+built up from deo
+t m at t ors
+in a SOTA model. Suct
+'apfrog the team forw
+ng experiments
+```
+
+## frame_02336.jpg
+
+```
+Yet multiple times j have seen someone mak(
+or second try. re
+impactful. as the
+stuck.
+j do not know
+built up from deg
+n a SOTA model. Suci
+apfrog the team forw
+Thers do it; m)
+g experiments
+```
+
+## frame_02337.jpg
+
+```
+Yet multiple times h*ve seen someone mal«
+or second try. ret
+a SOTA model. Suc
+impactful. as the!
+jpfrog the team fom
+j do not know tw
+built up from ded
+what mattors to
+thers do it; m)
+texperiments
+```
+
+## frame_02338.jpg
+
+```
+Yet multiple times havo someone mak(
+•OTA rnodei. Suc
+or second try. resultin
+impactful. as they cat agthe team forv,
+stuck.
+j do not know
+built up from deg
+'s do it; m)
+xerimentru
+```
+
+## frame_02347.jpg
+
+```
+multip!c times IL comeone make a
+modele Such
+.econd try. resulting in
+he team forv.tatd
+)actful. as trey can fey
+ck.
+not know '
+t up from deca
+to it; my be
+```
+
+## frame_02354.jpg
+
+```
+ultip!e times IL -omconc make a yon
+ond try. resulting in
+:tful. as
+know tp
+p from decw
+node'. Such yolo
+teun forward
+it; my best
+```
+
+## frame_02359.jpg
+
+```
+tiple times see •-«eone make a yolo
+nd try. resulting in a
+u'. as they can leap
+know ttv
+from decad
+todeL Such yolo n
+team fom.vd whe
+it; my best
+rents. a
+```
+
+## frame_02362.jpg
+
+```
+ple times I -—qmcone make a yolo r
+d try. resulting in a
+II. as they can leap
+•om decade
+Such yolo rur
+team forward
+it; my best
+nents. a deep
+```
+
+## frame_02364.jpg
+
+```
+times hxve see make a yolo
+m«lel. Such yolo run
+j try. resulting in
+team when
+. as they can
+ho,v the
+Ijm decade
+it; my cuc
+Betts. a deep u
+```
+
+## frame_02368.jpg
+
+```
+times haYC see makc a yolo run
+trodeL Such yolo runs
+as they can team forward when
+how thev
+decades
+X: my best Cuco'
+ent%. a deep un
+```
+
+## frame_02372.jpg
+
+```
+times have see mako a run
+Such yolo runs
+y. resutting fn
+team forward when ov
+they can
+these
+decades
+my best cuess
+a deep und
+```
+
+## frame_02374.jpg
+
+```
+times I •e',meone make a run
+resulting im
+Such yolo runs of
+they can lea/
+•„tcam torv•atd When evg
+how these
+decades d
+ny guess i
+deep und/
+```
+
+## frame_02381.jpg
+
+```
+in a S
+tow these rcn
+deC S'.ch yolo tuns
+•am tctv.ardi evet)
+```
+
+## frame_02385.jpg
+
+```
+yolo runs
+```
+
+## frame_02386.jpg
+
+```
+in a SOTA
+can leapfrog
+ades of
+vuch
+```
+
+## frame_02388.jpg
+
+```
+s have seen
+•e a yeo work
+```
+
+## frame_02390.jpg
+
+```
+seen
+Jiting in a SOTA
+those
+de of running
+is intu
+```
+
+## frame_02391.jpg
+
+```
+have seen
+in SOYA
+these researcher
+work o,
+is intu
+```
+
+## frame_02393.jpg
+
+```
+tin/ in a SOYA mcdel
+:an fez -e -hen e.€ryone
+e 6 of
+```
+
+## frame_02395.jpg
+
+```
+run o n
+Ving in o SOTA
+an leapfrog
+of running e.'
+e•eryono
+intur
+```
+
+## frame_02399.jpg
+
+```
+'g in a SOTA
+n leapfrog texn
+r.eryone
+of
+```
+
+## frame_02404.jpg
+
+```
+e reseatct*ts do
+tunn
+```
+
+## frame_02411.jpg
+
+```
+a SOTA Sexh
+reseatcttet% do m!
+```
+
+## frame_02416.jpg
+
+```
+ecn sort'*one make a
+SOTA Sech
+•neatchets do my
+eiso is
+```
+
+## frame_02419.jpg
+
+```
+ecn someone make a run work on the
+SOYA
+)fror, the teamw
+e.earchers do it: m
+Inning experiment
+tuns ate very
+wren eseryone eise is
+ess is intuition
+gndet%tandlru"' o f
+```
+
+## frame_02421.jpg
+
+```
+ecn Somconc m,akc run on the t it
+a SOTA
+the team
+oqearchers do it: m
+a nmnls» experimenf
+runs are very
+! wren eteryone else is
+```
+
+## frame_02423.jpg
+
+```
+seen someone make a work on the t I
+olo runs ate
+the team When everyone
+eqeatchets do it; m
+tunn;ngevpetimen;
+```
+
+## frame_02426.jpg
+
+```
+seen someone make a yolo work on thc t
+very
+wren e€eryone eise
+•apfroctheteam
+researchers do it; m
+running experimer,
+'ss is intuition
+```
+
+## frame_02427.jpg
+
+```
+e seen someone make yolo run work on thc
+in a SOTA
+very
+eapfrog teæn
+researchers do it;
+f running experimer,
+everyone elqe
+'ss is intuition
+```
+
+## frame_02429.jpg
+
+```
+seen someone makr -e on the t
+tUttS are very
+•apfroctheteunfod.$ henneryono cise
+researchers, Idc
+running exper
+intwtgon
+```
+
+## frame_02433.jpg
+
+```
+scen snap!onrtworkon thc t
+yapfrog tedu vd •ten eiso
+oannitv
+```
+
+## frame_02434.jpg
+
+```
+scen someon thc t
+n a SOYA
+-vatd "ttcn cu•ryone
+Suess jntwtton
+understanding,
+```
+
+## frame_02435.jpg
+
+```
+e seen
+in a SOYA m
+a on the
+vo!o runs ate very
+Ward *hen
+intuition
+```
+
+## frame_02439.jpg
+
+```
+seen
+1
+a joo work on thc
+nms ate very
+Vittcn cbTtyonc•
+Guess intwtion
+eep undct%tandlty
+```
+
+## frame_02444.jpg
+
+```
+ovo seen a work on t
+n/ in a SO
+g. 9,Äh tvtS ate very
+n leapfrog e,eryone e
+```
+
+## frame_02446.jpg
+
+```
+seen a ßo work on
+in/ in SO
+of tut
+Sech n.rts ate very
+ß*/hcn everyone
+```
+
+## frame_02451.jpg
+
+```
+I havo seen someone run work o n
+{ting in a SOTA
+( on feopftog the team
+these it;
+fees of tunnng
+When eve ryone
+intui
+p undert.t.jn
+```
+
+## frame_02459.jpg
+
+```
+lave ".ccn •do tun on t
+nms ate very
+jn hen meryone
+s of tunn ng
+```
+
+## frame_02464.jpg
+
+```
+jvC seen make work on th
+g in a SOTA SBE
+•s ate very
+ene«ryone
+of runn:npy
+oesv
+```
+
+## frame_02468.jpg
+
+```
+seen sorreme make a on
+) in a SOTAmodeLSxh
+leapfrog the team
+e researchers do it; my
+'f running
+ns scry
+ss is intuition
+```
+
+## frame_02472.jpg
+
+```
+scen someone make on the f
+n a SOTA SGCh
+'tite team
+researchers it; my
+is intu.tion
+```
+
+## frame_02473.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02475.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02477.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02478.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02481.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02485.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02491.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02495.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02497.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02499.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02501.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02502.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02504.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02505.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02507.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02508.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02509.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02510.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02511.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02512.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02513.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02515.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02516.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02517.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02518.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02519.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02520.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02521.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02522.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02523.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02524.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02525.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02526.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02529.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02531.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02533.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02536.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02537.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02538.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02540.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02541.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02542.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02543.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02547.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02549.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02550.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02552.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02554.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02559.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02561.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02562.jpg
+
+```
+S 4.744
+```
+
+## frame_02563.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02564.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02565.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02566.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02568.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02571.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02573.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02575.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02577.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02579.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02580.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02582.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02583.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02584.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02587.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02591.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02594.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02597.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02599.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02602.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02605.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02607.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02610.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02613.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02614.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02616.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02618.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02621.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02624.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02627.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02629.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02632.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02635.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02636.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02637.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02641.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02644.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02648.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02650.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02652.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02654.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02656.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02658.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02660.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02661.jpg
+
+```
+Applications to games
+```
+
+## frame_02662.jpg
+
+```
+Applications to games
+```
+
+## frame_02663.jpg
+
+```
+Any problem where you have input ->
+output data, and it's hard to define
+programmatically what the mapping is
+```
+
+## frame_02664.jpg
+
+```
+NERF rendering
+• Train a neural network to learn
+the density given a point in 3d
+space and a viewing angle
+New kind of rendering?
+Neural networks are bad at
+learning high frequency data
+because it would require too much
+"resolution"
+Thin metal pole = high freq detail
+So in NERF they pass the 3d
+coordinate through many sin
+waves to "encode" high frequency
+data in signal easier to learn from
+1
+```
+
+## frame_02665.jpg
+
+```
+NERF rendering
+51) Input
+Position Direction
+• Train a neural network to learn
+the density given a point in 3d
+space and a viewing angle
+New kind of rendering?
+Neural networks are bad at
+learning high frequency data
+because it would require too much
+"resolution"
+Thin metal pole = high freq detail
+So in NERF they pass the 3d
+coordinate through many sin
+waves to "encode" high frequency
+data in signal easier to learn from
+Output
+Color Density
+ooo
+0 00 0
+ooo
+Volume
+Rendering
+Ray I
+Ray
+Rendering
+0
+```
+
+## frame_02666.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02670.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02674.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02676.jpg
+
+```
+11
+```
+
+## frame_02681.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02683.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02686.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02687.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02690.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02693.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02698.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02700.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02703.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02704.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02705.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02708.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02710.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02713.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02715.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02717.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02720.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02724.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02725.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02727.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02728.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02729.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02730.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02731.jpg
+
+```
+ASH, animatable gaussian splatting
+A neural network learned skeletal deformation ->
+surface details from the subject's motion and
+many camera views
+Photorealistic human rendering in real time
+(check out the cloth deformation)
+```
+
+## frame_02732.jpg
+
+```
+Skeletal Motion
+Animatable Gaussians
+Novel View Rendering
+Novel Motion Rendering
+ASH, animatable gaussian splatting
+A neural network learned skeletal deformation ->
+surface details from the subject's motion and
+many camera views
+Photorealistic human rendering in real time
+(check out the cloth deformation)
+```
+
+## frame_02733.jpg
+
+```
+Skeletal Motion
+Animatable Gaussians
+Novel View Rendering
+Novel Motion Rendering
+ASH, animatable gaussian splatting
+A neural network learned skeletal deformation ->
+surface details from the subject's motion and
+many camera views
+Photorealistic human rendering in real time
+(check out the cloth deformation)
+```
+
+## frame_02734.jpg
+
+```
+Skeletal Motion
+Animatable Gaussians
+Novel View Rendering
+Novel Motion Rendering
+ASH, animatable gaussian splatting
+A neural network learned skeletal deformation ->
+surface details from the subject's motion and
+many camera views
+Photorealistic human rendering in real time
+(check out the cloth deformation)
+```
+
+## frame_02735.jpg
+
+```
+denois
+```
+
+## frame_02736.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02738.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02741.jpg
+
+```
+Ork den
+```
+
+## frame_02744.jpg
+
+```
+ork deno
+```
+
+## frame_02748.jpg
+
+```
+I rk denois
+```
+
+## frame_02750.jpg
+
+```
+rk denoise
+```
+
+## frame_02755.jpg
+
+```
+1k denoises
+```
+
+## frame_02757.jpg
+
+```
+denoises
+```
+
+## frame_02762.jpg
+
+```
+AlphaZero mastered Go,
+Chess, and any discrete
+game automatically with no
+human training
+A neural network goes from
+board state, to likely next
+move and win probability
+Trained via self play
+Automatic game Al? Could
+"style transfer" human play
+and have it play more like a
+dataset of people
+ALPHAGO ZERO CHEAT SHEET
+The fro,hg ppehe Zero consists of tire e stages. executed WHAT IS A • GAME STATE
+SELF PLAY
+RETRAIN NETWORK
+TI-E DEEP NEURAL hETWORK ARCHITECTURE
+Zero assesses
+EVALUATE NETWORK
+MONTE CARLO TREE SEARCH (UCTS)
+its
+```
+
+## frame_02763.jpg
+
+```
+Might be easy?
+Usually people call support
+because they want to talk
+to a person though.
+```
+
+## frame_02764.jpg
+
+```
+Might be easy?
+Usually people call support
+because they want to talk
+to a person though.
+```
+
+## frame_02765.jpg
+
+```
+More
+complicated
+```
+
+## frame_02766.jpg
+
+```
+A quick note on computer vision
+To know where a camera is in 3d space and for it to represent its environment
+somehow (called SLAM, Simultaneous Localization and Mapping), you roughly apply
+the following algorithm
+Image -> Easy to track Keypoints -> Pose estimate for the camera -> Some
+representation of the scene
+It is the OPPOSITE of the game rendering pipeline (and involves somewhat similar
+linear algebra)
+Scene representation -> triangles -> pixels
+```
+
+## frame_02767.jpg
+
+```
+Will LLMs replace knowledge work en masse someday?
+Steelman Yes:
+They already pass the turing test
+according to several studies
+Training LLMs in a reasoning
+environment is still scaling
+Because they clearly have the
+capacity to detect patterns of
+language which generalize so
+far, they will continue to detect
+more and more patterns until
+useful work can be output
+Steelman No:
+The useful work done by
+knowledge workers cannot be
+formulated as any kind of
+information processing
+(something quantum in the
+neurons?)
+LLMs cannot grow or change at
+runtime reall
+to be a know —
+```
+
+## frame_02768.jpg
+
+```
+New knowledge can't be made by
+machines?
+New Captcha
+I'm not a robot
+Please create
+New Knowledge
+Pureka...
+reCAPrCHA
+Inot grow
+eally whichkt
+nowledge
+ang
+requil
+```
+
+## frame_02769.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02770.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02772.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02773.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02775.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02777.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02778.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02781.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02784.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02785.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02787.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02789.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02791.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02794.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02800.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02802.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02806.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02808.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02811.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02812.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02814.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02817.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02819.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02827.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02831.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02836.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02838.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02841.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02843.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02844.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02845.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02846.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02847.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02849.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02850.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02855.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02858.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02862.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02863.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02865.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02869.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02871.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02874.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02882.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02883.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02885.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02890.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02891.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02895.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02896.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02898.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02900.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02902.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02904.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02906.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02907.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02908.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02909.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02910.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02911.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02912.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02914.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02915.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02916.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02917.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02918.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02919.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02920.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02921.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02922.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02924.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02926.jpg
+
+```
+43.44'/
+```
+
+## frame_02927.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02929.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02931.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02933.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02935.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02936.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02939.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02941.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02943.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02948.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02950.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02953.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02954.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02955.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02956.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02957.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02958.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02961.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02962.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02964.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02966.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02969.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02972.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02974.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02975.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02978.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02979.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02980.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02982.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02983.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02984.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02985.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02986.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02987.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02989.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02991.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02994.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02995.jpg
+
+```
+(no text extracted)
+```
+
+## frame_02999.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03006.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03007.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03009.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03010.jpg
+
+```
+i'll"
+```
+
+## frame_03011.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03012.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03014.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03017.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03019.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03021.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03022.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03024.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03025.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03027.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03030.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03032.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03033.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03035.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03037.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03039.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03040.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03041.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03042.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03043.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03045.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03046.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03047.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03049.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03051.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03052.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03053.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03054.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03055.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03057.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03059.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03063.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03064.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03065.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03067.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03068.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03070.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03071.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03072.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03074.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03075.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03076.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03078.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03079.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03080.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03083.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03086.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03088.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03092.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03093.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03094.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03096.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03097.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03098.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03101.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03103.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03106.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03109.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03114.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03116.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03119.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03121.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03123.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03124.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03126.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03128.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03129.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03131.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03132.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03134.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03141.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03149.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03153.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03156.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03162.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03163.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03166.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03167.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03170.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03173.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03175.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03178.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03179.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03181.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03182.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03183.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03184.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03185.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03187.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03188.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03189.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03190.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03191.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03193.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03195.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03196.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03197.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03198.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03201.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03202.jpg
+
+```
+lie",
+```
+
+## frame_03203.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03205.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03206.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03207.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03208.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03209.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03211.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03213.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03217.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03220.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03225.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03227.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03228.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03234.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03235.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03237.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03240.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03241.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03242.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03243.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03244.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03246.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03248.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03249.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03251.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03252.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03255.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03256.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03257.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03258.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03260.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03262.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03264.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03265.jpg
+
+```
+Y'ii'åi
+```
+
+## frame_03266.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03267.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03268.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03269.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03271.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03273.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03274.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03277.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03279.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03281.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03282.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03284.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03287.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03289.jpg
+
+```
+• tiliå•pk'/ t
+```
+
+## frame_03291.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03293.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03295.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03303.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03304.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03305.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03308.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03309.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03310.jpg
+
+```
+'411..
+```
+
+## frame_03312.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03314.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03315.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03317.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03321.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03325.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03326.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03327.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03329.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03330.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03334.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03335.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03336.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03339.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03341.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03342.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03344.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03346.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03347.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03349.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03351.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03352.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03354.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03356.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03357.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03358.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03360.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03361.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03362.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03363.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03365.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03367.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03368.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03370.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03371.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03373.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03375.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03376.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03379.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03382.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03386.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03388.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03389.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03391.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03393.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03395.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03398.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03400.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03403.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03405.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03407.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03409.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03411.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03414.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03415.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03416.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03419.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03421.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03422.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03423.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03424.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03425.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03427.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03428.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03430.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03433.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03435.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03437.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03439.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03442.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03443.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03445.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03446.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03450.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03451.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03453.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03455.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03457.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03458.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03460.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03463.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03466.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03467.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03469.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03478.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03480.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03492.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03493.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03495.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03498.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03499.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03501.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03504.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03514.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03520.jpg
+
+```
+Wii
+```
+
+## frame_03521.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03522.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03523.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03524.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03525.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03526.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03528.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03530.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03531.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03533.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03536.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03538.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03539.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03541.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03543.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03551.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03552.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03553.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03554.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03556.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03558.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03559.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03561.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03562.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03563.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03564.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03565.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03567.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03569.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03571.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03572.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03573.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03574.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03575.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03577.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03579.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03580.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03582.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03585.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03588.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03589.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03592.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03595.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03597.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03607.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03612.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03613.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03617.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03619.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03624.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03627.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03629.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03631.jpg
+
+```
+"Q'hi7Øhr
+```
+
+## frame_03632.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03634.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03635.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03636.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03637.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03639.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03641.jpg
+
+```
+fbi7.Z
+```
+
+## frame_03642.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03643.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03645.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03647.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03648.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03649.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03652.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03653.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03659.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03663.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03668.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03669.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03671.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03683.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03685.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03688.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03694.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03695.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03696.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03701.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03702.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03705.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03707.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03713.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03715.jpg
+
+```
+(no text extracted)
+```
+
+## frame_03718.jpg
+
+```
+(no text extracted)
+```
diff --git a/conductor/tracks/video_analysis_creikey_dl_cv_20260621/artifacts/phase2.log b/conductor/tracks/video_analysis_creikey_dl_cv_20260621/artifacts/phase2.log
new file mode 100644
index 00000000..b0ac3b26
--- /dev/null
+++ b/conductor/tracks/video_analysis_creikey_dl_cv_20260621/artifacts/phase2.log
@@ -0,0 +1,2 @@
+Phase 2 Keyframes for C:\projects\manual_slop\conductor\tracks\video_analysis_creikey_dl_cv_20260621\artifacts\video.mp4
+  OK: kept 1605 frames
diff --git a/conductor/tracks/video_analysis_creikey_dl_cv_20260621/artifacts/phase3.log b/conductor/tracks/video_analysis_creikey_dl_cv_20260621/artifacts/phase3.log
new file mode 100644
index 00000000..6d0b54d3
--- /dev/null
+++ b/conductor/tracks/video_analysis_creikey_dl_cv_20260621/artifacts/phase3.log
@@ -0,0 +1,2 @@
+Phase 3 OCR for C:\projects\manual_slop\conductor\tracks\video_analysis_creikey_dl_cv_20260621\artifacts\frames (winsdk)
+  OK: OCR'd 1605 frames in 129.9s