Lecture 7 Self-Supervised Learning

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University of Cincinnati, Main Campus *

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OPTIMIZATI

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Computer Science

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Oct 30, 2023

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±>ﾃﾊﾅ ﾂﾆﾉ ²XRNXRNifm @d`]dqtifmXRNppZVSqXRNVP */XRNKEpd`]dZVSd`]dXTQ 00.VSieter ±IIGIFbIIGIFbeel, ==;=VSi (00.eter) ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n 6646² ´erkeley */XRNTNstpXRN ﾈ >XRNb^[WS >tifmXRNppZVSqXRNVP */XRNKEpd`]dZVSd`]dXTQ
6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ourse so QSPfAA?A>r... ⚠ µensVSity modelVSinRTQg ⚠ ±utoreRTQgressVSive, ''ormAA?A>lVSizVSinRTQg ¶lows, ;;9;AA?A>rVSiAA?A>tVSionAA?A>l ·nQSPferenJJHJGce ⚠ ·mplVSiJJHJGcVSit models ⚠ ¸enerAA?A>tVSive ±dversAA?A>rVSiAA?A>l ''etworks, ¹nerRTQgy IIGIFbAA?A>sed models ⚠ ±pplVSiJJHJGcAA?A>tVSions oQSPf RTQgenerAA?A>tVSive modelVSinRTQg
6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 553odAA?A>y... ⚠ ³ow do leAA?A>rn rVSiJJHJGcSURh AA?A>nd useQSPful QSPfeAA?A>tures QSPfrom rAA?A>w unlAA?A>IIGIFbeled dAA?A>tAA?A> tSURhAA?A>t JJHJGcAA?A>n IIGIFbe useQSPful QSPfor severAA?A>l downstreAA?A>m tAA?A>sks? ⚠ <<:<SURhAA?A>t AA?A>re tSURhe vAA?A>rVSious pretext (proxy) tAA?A>sks tSURhAA?A>t JJHJGcAA?A>n IIGIFbe used to leAA?A>rn representAA?A>tVSions QSPfrom unlAA?A>IIGIFbeled dAA?A>tAA?A>? ⚠ ³ow JJHJGcAA?A>n we VSimprove dAA?A>tAA?A>-eQSPfQSPfVSiJJHJGcVSienJJHJGcy AA?A>nd perQSPformAA?A>nJJHJGce oQSPf downstreAA?A>m tAA?A>sks wVSitSURh AA?A> RTQgood pre-trAA?A>VSined network?
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 331epresentAA?A>tVSion !%%eAA?A>rnVSinRTQg 4 ¸oodQSPfellow
6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg µeptSURh reQSPfVSines representAA?A>tVSions 5 ¸oodQSPfellow
6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg µeep !%%eAA?A>rnVSinRTQg VSis one wAA?A>y to leAA?A>rn QSPfeAA?A>tures 6 ¸oodQSPfellow
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg µeep !%%eAA?A>rnVSinRTQg VSis one wAA?A>y to leAA?A>rn QSPfeAA?A>tures 7 µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg: 1. !%%eAA?A>rn representAA?A>tVSions wVSitSURhout lAA?A>IIGIFbels 2. 442uIIGIFbset oQSPf µeep !%%eAA?A>rnVSinRTQg, wSURhVSiJJHJGcSURh VSis AA?A> suIIGIFbset oQSPf 331epresentAA?A>tVSion !%%eAA?A>rnVSinRTQg, wSURhVSiJJHJGcSURh VSis AA?A> suIIGIFbset oQSPf &&AA?A>JJHJGcSURhVSine !%%eAA?A>rnVSinRTQg ¸oodQSPfellow
6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg µeep !%%eAA?A>rnVSinRTQg VSis one wAA?A>y to leAA?A>rn QSPfeAA?A>tures 8 µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg: 1. !%%eAA?A>rn representAA?A>tVSions wVSitSURhout lAA?A>IIGIFbels 2. 442uIIGIFbset oQSPf µeep !%%eAA?A>rnVSinRTQg, wSURhVSiJJHJGcSURh VSis AA?A> suIIGIFbset oQSPf 331epresentAA?A>tVSion !%%eAA?A>rnVSinRTQg, wSURhVSiJJHJGcSURh VSis AA?A> suIIGIFbset oQSPf &&AA?A>JJHJGcSURhVSine !%%eAA?A>rnVSinRTQg 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 1. ))QSPften used VSinterJJHJGcSURhAA?A>nRTQgeAA?A>IIGIFbly wVSitSURh unsupervVSised leAA?A>rnVSinRTQg 2. 442elQSPf-442upervVSised: ²reAA?A>te your own supervVSisVSion tSURhrouRTQgSURh pretext tAA?A>sks
6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg <<:<SURhy 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg? ⚠ ¹xpense oQSPf produJJHJGcVSinRTQg AA?A> new dAA?A>tAA?A>set QSPfor eAA?A>JJHJGcSURh tAA?A>sk ⚠ 00.repAA?A>re lAA?A>IIGIFbelVSinRTQg mAA?A>nuAA?A>ls, JJHJGcAA?A>teRTQgorVSies, SURhVSirVSinRTQg SURhumAA?A>ns, JJHJGcreAA?A>tVSinRTQg ¸6646·s, storAA?A>RTQge pVSipelVSines, etJJHJGc. ⚠ ¸ood supervVSisVSion mAA?A>y not IIGIFbe JJHJGcSURheAA?A>p (ex: medVSiJJHJGcVSine, leRTQgAA?A>l) ⚠ 553AA?A>ke AA?A>dvAA?A>ntAA?A>RTQge oQSPf vAA?A>st AA?A>mount oQSPf unlAA?A>IIGIFbeled dAA?A>tAA?A> on tSURhe VSinternet (VSimAA?A>RTQges, vVSideos, lAA?A>nRTQguAA?A>RTQge). ⚠ ²oRTQgnVSitVSive motVSivAA?A>tVSion: ³ow AA?A>nVSimAA?A>ls / IIGIFbAA?A>IIGIFbVSies leAA?A>rn
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg <<:<SURhy 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg? 10 ¸VSive AA?A> roIIGIFbot AA?A> lAA?A>IIGIFbel AA?A>nd you QSPfeed VSit QSPfor AA?A> seJJHJGcond, teAA?A>JJHJGcSURh AA?A> roIIGIFbot to lAA?A>IIGIFbel AA?A>nd you QSPfeed VSit QSPfor AA?A> lVSiQSPfetVSime ± W[QWZZZZW EWZZ_US`VVW\\
6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg <<:<SURhAA?A>t VSis 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg? 11 ⚠ ± versVSion oQSPf unsupervVSised leAA?A>rnVSinRTQg wSURhere dAA?A>tAA?A> provVSides tSURhe supervVSisVSion. ⚠ ·n RTQgenerAA?A>l, wVSitSURhSURhold some pAA?A>rt oQSPf tSURhe dAA?A>tAA?A> AA?A>nd tSURhe tAA?A>sk AA?A> neurAA?A>l network to predVSiJJHJGct VSit QSPfrom tSURhe remAA?A>VSinVSinRTQg pAA?A>rts. ⚠ µetAA?A>VSils deJJHJGcVSide wSURhAA?A>t proxy loss or pretext tAA?A>sk tSURhe network trVSies to solve, AA?A>nd dependVSinRTQg on tSURhe quAA?A>lVSity oQSPf tSURhe tAA?A>sk, RTQgood semAA?A>ntVSiJJHJGc QSPfeAA?A>tures JJHJGcAA?A>n IIGIFbe oIIGIFbtAA?A>VSined wVSitSURhout AA?A>JJHJGctuAA?A>l lAA?A>IIGIFbels.
6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg &&otVSivAA?A>tVSion 12 ⚠ 442upervVSised leAA?A>rnVSinRTQg suJJHJGcJJHJGcess story VSis SURheAA?A>vVSily IIGIFbeJJHJGcAA?A>use oQSPf tSURhe utVSilVSity oQSPf pre-trAA?A>VSined JJHJGclAA?A>ssVSiQSPfVSier QSPfeAA?A>tures QSPfor JJHJGcommerJJHJGcVSiAA?A>lly useQSPful downstreAA?A>m tAA?A>sks lVSike seRTQgmentAA?A>tVSion, deteJJHJGctVSion, etJJHJGc. ⚠ 331eJJHJGcVSipe VSis JJHJGcleAA?A>r: ²olleJJHJGct AA?A> lAA?A>rRTQge lAA?A>IIGIFbeled dAA?A>tAA?A>set, trAA?A>VSin AA?A> model, deploy. ¸ood dAA?A>tAA?A> AA?A>nd suQSPfQSPfVSiJJHJGcVSient dAA?A>tAA?A> AA?A>re wSURhAA?A>t you need. ⚠ ¸oAA?A>l oQSPf selQSPf-supervVSised leAA?A>rnVSinRTQg: ⚠ !%%eAA?A>rn equAA?A>lly RTQgood (VSiQSPf not IIGIFbetter) QSPfeAA?A>tures wVSitSURhout supervVSisVSion ⚠ ´e AA?A>IIGIFble to deploy sVSimVSilAA?A>r quAA?A>lVSity systems wVSitSURhout relyVSinRTQg on too mAA?A>ny lAA?A>IIGIFbels QSPfor tSURhe downstreAA?A>m tAA?A>sks ⚠ ¸enerAA?A>lVSize IIGIFbetter potentVSiAA?A>lly IIGIFbeJJHJGcAA?A>use you leAA?A>rn more AA?A>IIGIFbout tSURhe world
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg &&otVSivAA?A>tVSion 13 >><>;AA?A>nn !%%e²un’s JJHJGcAA?A>ke
6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg &&otVSivAA?A>tVSion 14 >><>;AA?A>nn !%%e²un’s JJHJGcAA?A>ke 442lVSide: !%%e²un
6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²oRTQgnVSitVSive 00.rVSinJJHJGcVSiples ⚠ 331eJJHJGconstruJJHJGct QSPfrom AA?A> JJHJGcorrupted (or pAA?A>rtVSiAA?A>l) versVSion ⚠ µenoVSisVSinRTQg ±utoenJJHJGcoder ⚠ ·n-pAA?A>VSintVSinRTQg ⚠ ²olorVSizAA?A>tVSion, 442plVSit-´rAA?A>VSin ±utoenJJHJGcoder ⚠ ;;9;VSisuAA?A>l JJHJGcommon sense tAA?A>sks ⚠ 331elAA?A>tVSive pAA?A>tJJHJGcSURh predVSiJJHJGctVSion ⚠ °VSiRTQgsAA?A>w puzzles ⚠ 331otAA?A>tVSion ⚠ ²ontrAA?A>stVSive !%%eAA?A>rnVSinRTQg ⚠ word2veJJHJGc ⚠ ²ontrAA?A>stVSive 00.redVSiJJHJGctVSive ²odVSinRTQg (²00.²) ⚠ ·nstAA?A>nJJHJGce µVSisJJHJGcrVSimVSinAA?A>tVSion ⚠ 331eJJHJGcent 442tAA?A>te-oQSPf-tSURhe-AA?A>rt proRTQgress 15
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg µenoVSisVSinRTQg ±utoenJJHJGcoder 16
6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg µenoVSisVSinRTQg ±utoenJJHJGcoder 17 ;;9;VSinJJHJGcent et AA?A>l 2010
6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg µenoVSisVSinRTQg ±utoenJJHJGcoder 18 ;;9;VSinJJHJGcent et AA?A>l 2010
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg µenoVSisVSinRTQg ±utoenJJHJGcoder 19 ;;9;VSinJJHJGcent et AA?A>l 2010
6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ¹mpSURhAA?A>sVSizVSinRTQg JJHJGcorrupted dVSimensVSions 20 ;;9;VSinJJHJGcent et AA?A>l 2010
6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 442tAA?A>JJHJGcked µenoVSisVSinRTQg ±utoenJJHJGcoder 21 ;;9;VSinJJHJGcent et AA?A>l 2010
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg µenoVSisVSinRTQg ±utoenJJHJGcoder 22 ;;9;VSinJJHJGcent et AA?A>l 2010
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg µenoVSisVSinRTQg ±utoenJJHJGcoder 23 ;;9;VSinJJHJGcent et AA?A>l 2010
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg µenoVSisVSinRTQg ±utoenJJHJGcoder 24 ;;9;VSinJJHJGcent et AA?A>l 2010
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg µenoVSisVSinRTQg ±utoenJJHJGcoder 25 ;;9;VSinJJHJGcent et AA?A>l 2010
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg µenoVSisVSinRTQg ±utoenJJHJGcoder 26 ;;9;VSinJJHJGcent et AA?A>l 2010
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 00.redVSiJJHJGct mVSissVSinRTQg pVSieJJHJGces 27 00.AA?A>tSURhAA?A>k et AA?A>l 2016
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontext ¹nJJHJGcoders 28 00.AA?A>tSURhAA?A>k et AA?A>l 2016
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontext ¹nJJHJGcoders 29 00.AA?A>tSURhAA?A>k et AA?A>l 2016
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontext ¹nJJHJGcoders 30 00.AA?A>tSURhAA?A>k et AA?A>l 2016
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontext ¹nJJHJGcoders 31 00.AA?A>tSURhAA?A>k et AA?A>l 2016
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontext ¹nJJHJGcoders 32 00.AA?A>tSURhAA?A>k et AA?A>l 2016
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontext ¹nJJHJGcoders 33 00.AA?A>tSURhAA?A>k et AA?A>l 2016
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 00.redVSiJJHJGctVSinRTQg one vVSiew QSPfrom AA?A>notSURher 34 442lVSide: 331VSiJJHJGcSURhAA?A>rd @@>@=SURhAA?A>nRTQg
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 00.redVSiJJHJGctVSinRTQg one vVSiew QSPfrom AA?A>notSURher 35 442lVSide: 331VSiJJHJGcSURhAA?A>rd @@>@=SURhAA?A>nRTQg
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 00.redVSiJJHJGctVSinRTQg one vVSiew QSPfrom AA?A>notSURher 36 442lVSide: 331VSiJJHJGcSURhAA?A>rd @@>@=SURhAA?A>nRTQg
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 00.redVSiJJHJGctVSinRTQg one vVSiew QSPfrom AA?A>notSURher 37 442lVSide: 331VSiJJHJGcSURhAA?A>rd @@>@=SURhAA?A>nRTQg
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 00.redVSiJJHJGctVSinRTQg one vVSiew QSPfrom AA?A>notSURher 38 ¸round 553rutSURh !%%2 reRTQgressVSion 00.VSixelwVSise JJHJGclAA?A>ssVSiQSPfVSiJJHJGcAA?A>tVSion 442lVSide: 331VSiJJHJGcSURhAA?A>rd @@>@=SURhAA?A>nRTQg
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 00.redVSiJJHJGctVSinRTQg one vVSiew QSPfrom AA?A>notSURher 39 442lVSide: 331VSiJJHJGcSURhAA?A>rd @@>@=SURhAA?A>nRTQg
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 00.redVSiJJHJGctVSinRTQg one vVSiew QSPfrom AA?A>notSURher 40 442lVSide: 331VSiJJHJGcSURhAA?A>rd @@>@=SURhAA?A>nRTQg
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 00.redVSiJJHJGctVSinRTQg one vVSiew QSPfrom AA?A>notSURher 41 442lVSide: 331VSiJJHJGcSURhAA?A>rd @@>@=SURhAA?A>nRTQg
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 00.redVSiJJHJGctVSinRTQg one vVSiew QSPfrom AA?A>notSURher 42 442lVSide: 331VSiJJHJGcSURhAA?A>rd @@>@=SURhAA?A>nRTQg
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 331elAA?A>tVSive 00.osVSitVSion oQSPf ·mAA?A>RTQge 00.AA?A>tJJHJGcSURhes 43 553AA?A>sk: 00.redVSiJJHJGct tSURhe relAA?A>tVSive posVSitVSion oQSPf tSURhe seJJHJGcond pAA?A>tJJHJGcSURh wVSitSURh respeJJHJGct to tSURhe QSPfVSirst 442lVSide: @@>@=VSissermAA?A>n
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 331elAA?A>tVSive 00.osVSitVSion oQSPf ·mAA?A>RTQge 00.AA?A>tJJHJGcSURhes 44 442lVSide: @@>@=VSissermAA?A>n µoersJJHJGcSURh, ¸uptAA?A>, ¹QSPfros
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 331elAA?A>tVSive 00.osVSitVSion oQSPf ·mAA?A>RTQge 00.AA?A>tJJHJGcSURhes 45
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 331elAA?A>tVSive 00.osVSitVSion oQSPf ·mAA?A>RTQge 00.AA?A>tJJHJGcSURhes 46
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 442olvVSinRTQg °VSiRTQgsAA?A>w 00.uzzles 47
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 442olvVSinRTQg °VSiRTQgsAA?A>w 00.uzzles 48
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 331otAA?A>tVSion 49
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 331otAA?A>tVSion 50
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 331otAA?A>tVSion 51
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 331otAA?A>tVSion 52
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 331otAA?A>tVSion 53
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 331otAA?A>tVSion 54
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 553emporAA?A>l JJHJGcoSURherenJJHJGce oQSPf JJHJGcolor 55 442lVSide: @@>@=VSissermAA?A>n
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 553emporAA?A>l JJHJGcoSURherenJJHJGce oQSPf JJHJGcolor 56 442lVSide: @@>@=VSissermAA?A>n
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 553emporAA?A>l JJHJGcoSURherenJJHJGce oQSPf JJHJGcolor 57 442lVSide: @@>@=VSissermAA?A>n
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 553rAA?A>JJHJGckVSinRTQg emerRTQges QSPfrom JJHJGcolorVSizAA?A>tVSion 58
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 553rAA?A>JJHJGckVSinRTQg emerRTQges QSPfrom JJHJGcolorVSizAA?A>tVSion 59
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 553rAA?A>JJHJGckVSinRTQg emerRTQges QSPfrom JJHJGcolorVSizAA?A>tVSion 60 442lVSide: @@>@=VSissermAA?A>n
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 553rAA?A>JJHJGckVSinRTQg emerRTQges QSPfrom JJHJGcolorVSizAA?A>tVSion 61
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 553rAA?A>JJHJGckVSinRTQg emerRTQges QSPfrom JJHJGcolorVSizAA?A>tVSion 62 ¸·¶s QSPfrom ¸ooRTQgle ±· ´loRTQg post
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 00.redVSiJJHJGctVSinRTQg neVSiRTQgSURhIIGIFbourVSinRTQg JJHJGcontext 63
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg <<:<ord ¹mIIGIFbeddVSinRTQgs 64 (¶rom 224n 442tAA?A>nQSPford)
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg <<:<ord ¹mIIGIFbeddVSinRTQgs 65 (¶rom 224n 442tAA?A>nQSPford)
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg <<:<ord ¹mIIGIFbeddVSinRTQgs 66 (¶rom 224n 442tAA?A>nQSPford)
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg <<:<ord ¹mIIGIFbeddVSinRTQgs 442;;9;µ AA?A>pproAA?A>JJHJGcSURh suQSPfQSPfers QSPfrom: ⚠ 442pAA?A>rsVSity ⚠ 442;;9;µ JJHJGcomputAA?A>tVSion JJHJGcosts ⚠ ·nQSPfrequent words ⚠ ''oVSise QSPfrom QSPfrequent words ⚠ 553SURhere AA?A>re SURhAA?A>JJHJGcks to QSPfVSix some oQSPf tSURhese (ex 553¶-·µ¶) IIGIFbut stVSill not very relVSiAA?A>IIGIFble 67 (¶rom 224n 442tAA?A>nQSPford)
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg n-RTQgrAA?A>m !%%AA?A>nRTQguAA?A>RTQge &&odels 68 (¶rom 224n 442tAA?A>nQSPford) 6646nVSiRTQgrAA?A>m ´VSiRTQgrAA?A>m
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg word2veJJHJGc 69
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg word2veJJHJGc 70 (¶rom 224n 442tAA?A>nQSPford) ²ontVSinuous ´AA?A>RTQg ))QSPf <<:<ords (²´))<<:<) 442kVSip ¸rAA?A>m
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg word2veJJHJGc - ²´))<<:< 71 (¶rom 224n 442tAA?A>nQSPford) ²ontVSinuous ´AA?A>RTQg ))QSPf <<:<ords (²´))<<:<)
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg word2veJJHJGc - 442kVSip ¸rAA?A>m 72 (¶rom 224n 442tAA?A>nQSPford) 442kVSip ¸rAA?A>m
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg word2veJJHJGc - 442kVSip ¸rAA?A>m 73 442kVSip-RTQgrAA?A>m model µon’t SURhAA?A>ve to SURhAA?A>ve tSURhe denomVSinAA?A>tor over AA?A>ll words VSin tSURhe voJJHJGcAA?A>IIGIFbulAA?A>ry - ²AA?A>n use neRTQgAA?A>tVSive sAA?A>mplVSinRTQg
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg word2veJJHJGc 74
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg word2veJJHJGc 75
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg word2veJJHJGc 76
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg word2veJJHJGc 77
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontrAA?A>stVSive 00.redVSiJJHJGctVSive ²odVSinRTQg 78
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontrAA?A>stVSive 00.redVSiJJHJGctVSive ²odVSinRTQg 79 ¶VSiRTQgure QSPfrom ±lex ¸rAA?A>ves
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontrAA?A>stVSive 00.redVSiJJHJGctVSive ²odVSinRTQg 80 ¶VSiRTQgure QSPfrom ±lex ¸rAA?A>ves
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontrAA?A>stVSive 00.redVSiJJHJGctVSive ²odVSinRTQg 81 ¶VSiRTQgure QSPfrom ±lex ¸rAA?A>ves
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontrAA?A>stVSive 00.redVSiJJHJGctVSive ²odVSinRTQg 82 ¶VSiRTQgure QSPfrom ±lex ¸rAA?A>ves
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontrAA?A>stVSive 00.redVSiJJHJGctVSive ²odVSinRTQg 83 ¶VSiRTQgure QSPfrom ±lex ¸rAA?A>ves
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontrAA?A>stVSive 00.redVSiJJHJGctVSive ²odVSinRTQg 84 ¶VSiRTQgure QSPfrom ±lex ¸rAA?A>ves
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontrAA?A>stVSive 00.redVSiJJHJGctVSive ²odVSinRTQg 85 ¶VSiRTQgure QSPfrom ±lex ¸rAA?A>ves
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontrAA?A>stVSive 00.redVSiJJHJGctVSive ²odVSinRTQg 86 ¶VSiRTQgure QSPfrom ±lex ¸rAA?A>ves
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontrAA?A>stVSive 00.redVSiJJHJGctVSive ²odVSinRTQg 87 ¶VSiRTQgure QSPfrom ±lex ¸rAA?A>ves
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontrAA?A>stVSive 00.redVSiJJHJGctVSive ²odVSinRTQg 88 ¶VSiRTQgure QSPfrom ±lex ¸rAA?A>ves
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontrAA?A>stVSive 00.redVSiJJHJGctVSive ²odVSinRTQg 89 ¶VSiRTQgure QSPfrom ±lex ¸rAA?A>ves
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²ontrAA?A>stVSive 00.redVSiJJHJGctVSive ²odVSinRTQg 90 ¶VSiRTQgure QSPfrom ±lex ¸rAA?A>ves
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.² - 442peeJJHJGcSURh 91
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.² - 442peeJJHJGcSURh 92
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.² - ·mAA?A>RTQge''et 93
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.² - ·mAA?A>RTQge''et 94
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.² - ·mAA?A>RTQge''et 95
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.² - ·mAA?A>RTQge''et 96
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.² - ''AA?A>turAA?A>l !%%AA?A>nRTQguAA?A>RTQge 00.roJJHJGcessVSinRTQg 97 ))ord, !%%VSi, ;;9;VSinyAA?A>ls 2018
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.² - 331eVSinQSPforJJHJGcement !%%eAA?A>rnVSinRTQg 98 ¶VSiRTQgure QSPfrom ±AA?A>ron ;;9;AA?A>n den ))ord
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%AA?A>rRTQge 442JJHJGcAA?A>le ²00.² on ·mAA?A>RTQge''et 99
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%AA?A>rRTQge 442JJHJGcAA?A>le ²00.² on ·mAA?A>RTQge''et 100 ¶VSiRTQgure QSPfrom ±AA?A>ron ;;9;AA?A>n den ))ord
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%AA?A>rRTQge 442JJHJGcAA?A>le ²00.² on ·mAA?A>RTQge''et 101 ¶VSiRTQgure QSPfrom ±AA?A>ron ;;9;AA?A>n den ))ord 5JX5JY±!&!
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%AA?A>rRTQge 442JJHJGcAA?A>le ²00.² on ·mAA?A>RTQge''et 102 ¶VSiRTQgure QSPfrom ±AA?A>ron ;;9;AA?A>n den ))ord
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%AA?A>rRTQge 442JJHJGcAA?A>le ²00.² on ·mAA?A>RTQge''et 103 ¶VSiRTQgure QSPfrom ±AA?A>ron ;;9;AA?A>n den ))ord 5JX5JY±!&!
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%AA?A>rRTQge 442JJHJGcAA?A>le ²00.² on ·mAA?A>RTQge''et 104 ¶VSiRTQgure QSPfrom ±AA?A>ron ;;9;AA?A>n den ))ord
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%AA?A>rRTQge 442JJHJGcAA?A>le ²00.² on ·mAA?A>RTQge''et 105 ¶VSiRTQgure QSPfrom ±AA?A>ron ;;9;AA?A>n den ))ord
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%AA?A>rRTQge 442JJHJGcAA?A>le ²00.² on ·mAA?A>RTQge''et 106 ¶VSiRTQgure QSPfrom ±AA?A>ron ;;9;AA?A>n den ))ord
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%AA?A>rRTQge 442JJHJGcAA?A>le ²00.² on ·mAA?A>RTQge''et 107 ¶VSiRTQgure QSPfrom ±AA?A>ron ;;9;AA?A>n den ))ord
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%AA?A>rRTQge 442JJHJGcAA?A>le ²00.² on ·mAA?A>RTQge''et 108 ¶VSiRTQgure QSPfrom ±AA?A>ron ;;9;AA?A>n den ))ord
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%AA?A>rRTQge 442JJHJGcAA?A>le ²00.² on ·mAA?A>RTQge''et 109 ¶VSiRTQgure QSPfrom ±AA?A>ron ;;9;AA?A>n den ))ord !° 2YMJW UFYHMJX \NYMNS NRFLJ "° 3FYHMJX KWTR TYMJW NRFLJX 5JLFYN[JX
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%AA?A>rRTQge 442JJHJGcAA?A>le ²00.² on ·mAA?A>RTQge''et 110 !° 2YMJW UFYHMJX \NYMNS NRFLJ "° 3FYHMJX KWTR TYMJW NRFLJX 5JLFYN[JX 0nKfo53.0, 3oss
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%AA?A>rRTQge 442JJHJGcAA?A>le ²00.² on ·mAA?A>RTQge''et 111 !° 2YMJW UFYHMJX \NYMNS NRFLJ "° 3FYHMJX KWTR TYMJW NRFLJX 5JLFYN[JX 0nKfo53.0, 3oss 75HFrHFllJel 0mplJemJentHFtNion wNitMh 75NixJel.5353 ±mHFsPkJeId Hconv° HFnId ²x² Hconv
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%AA?A>rRTQge 442JJHJGcAA?A>le ²00.² on ·mAA?A>RTQge''et 112
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%AA?A>rRTQge 442JJHJGcAA?A>le ²00.² on ·mAA?A>RTQge''et 113
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - !%%VSineAA?A>r ²lAA?A>ssVSiQSPfVSiJJHJGcAA?A>tVSion 114
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - µAA?A>tAA?A>-¹QSPfQSPfVSiJJHJGcVSient ·mAA?A>RTQge 331eJJHJGcoRTQgnVSitVSion 115
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v1 ---> ²00.²v2 116
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - µAA?A>tAA?A>-¹QSPfQSPfVSiJJHJGcVSient 442upervVSised !%%eAA?A>rnVSinRTQg 117
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ²00.²v2 - 00.±442²±!%% ;;9;))²-07 µeteJJHJGctVSion 118
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ·nstAA?A>nJJHJGce µVSisJJHJGcrVSimVSinAA?A>tVSion AA?A>ttrAA?A>JJHJGct repel
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg ·nstAA?A>nJJHJGce µVSisJJHJGcrVSimVSinAA?A>tVSion AA?A>ttrAA?A>JJHJGct repel 1. &&o²o 2. 442VSim²!%%331
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg &&omentum ²ontrAA?A>st (&&o²o)
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg &&omentum ²ontrAA?A>st (&&o²o)
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg &&omentum ²ontrAA?A>st (&&o²o)
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg &&omentum ²ontrAA?A>st (&&o²o)
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg &&omentum ²ontrAA?A>st (&&o²o)
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg &&omentum ²ontrAA?A>st (&&o²o)
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg &&omentum ²ontrAA?A>st (&&o²o)
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 442VSim²!%%331
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 442VSim²!%%331
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 442VSim²!%%331
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 442VSim²!%%331
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg 442VSim²!%%331
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg &&o²ov2 vs 442VSim²!%%331
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg &&o²ov2 vs 442VSim²!%%331
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6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n -- !%%7 442elQSPf-442upervVSised !%%eAA?A>rnVSinRTQg &&o²ov2 vs 442VSim²!%%331
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