Androidは機械学習の夢を見るか？ #abc2018s

by Yuji Tokuda

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"OESPJEכ堣唒㷕统ך㣄׾鋅׷ַ "OESPJE#B[BBSBOE$POGFSFODF4QSJOH

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:VKJ5PLVEB !EBLVUPO 015J. $PSQPSBUJPO IUUQTXXXPQUJNDPKQ ➬✲דכׄ׭ג׷堣唒㷕统ؒٝآص، "OESPJEכ⡚ٖ؎َ٦鿇ⴓָ㥨暟

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.PCJMFGJSTUUP"* GJSTU

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.PCJMF ؒحآرغ؎أ ד꧊׭׋ر٦ة׾"* 堣唒㷕统 ד崞欽

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ر٦ة　꧊䪮遭涸ח　꧊〳腉זر٦ة׾꧊׭׷ ر٦ةⴓ匿侧㷕涸ז㉏겗ח縧ֹ䳔ִ׷ ر٦ة崞欽ءأذيח״׷荈⹛Ⳣ椚 ر٦ةⳢ椚侧椚ٌرٕח׮הבְ׋،ٕ؞ٔؤي黝欽 ر٦ة崞欽תדךؿؑ٦ؤ

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2ؒحآرغ؎أ⽃⡤ד堣唒㷕统⢪ֲךחぢְגְ׷ךכ "/7*%*"+FUTPO59 (161BTDBM$PSF

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ر٦ة　꧊䪮遭涸ח　꧊〳腉זر٦ة׾꧊׭׷ ر٦ةⴓ匿侧㷕涸ז㉏겗ח縧ֹ䳔ִ׷ ر٦ة崞欽ءأذيח״׷荈⹛Ⳣ椚 ر٦ةⳢ椚侧椚ٌرٕח׮הבְ׋،ٕ؞ٔؤي黝欽 ر٦ة崞欽תדךؿؑ٦ؤ 㣐ꆀח꧊׭׋ر٦ة׾(16ד鎘皾

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2 ؒحآ "OESPJE ⽃⡤ד堣唒㷕统⢪ֲךכ植㹋涸ַ "ת׌ꨇ僒䏝넝׭׌ָ㼪Ⰵ׃װֻׅכז׏גֹ׋ ؔفءّٝ涸⡘縧בֽד⡲䧭幥׫،فٔח⢪׏ג׫׷ךכ֮׶ "#$זךד颵㉏㢌刿

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*P5ד⢪ְ׋ְ"OESPJEؒ؝ءأذي 䩛꟦זֻ㸜Ⰻחؒحآرغ؎أ׾崞欽 ٥1VTI鸐⥋ ٥،فٔ؛٦ءّٝ 㷕统幥׫ٌرٕ ꂁ⥋ ٥(PPHMF"TTJTUBOU ٥4BGFUZ/FUח״׷إُؗٔذ؍⥂隊 ٥SPPUFEEFWJDF嗚⳿ ٥堣唒㷕统ח״׷.BMXBSF BQQT嗚濼 ٥㸜Ⰻז钠鏾 8$8FC"VUIO TQFDESBGU

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٥طحزٙ٦ؙ鸞䏝ծر٦ة㺁ꆀכ⼧ⴓַ *P54*.㤍秈ח״׏גכ*4%/ך⼱ⴓך⠗鷏鸞䏝 LCQT ٥طحزٙ٦ؙכ㸜㹀׃גְ׷ַ ٥㼎韋ر٦ةכؙٓؐسח鷏⥋〳腉ַ فٓ؎غء٦װ穈籼ך堣㺘䞔㜠ך⥂隊 ٥鎘皾鸞䏝 ׉׮׉׮(16כ⢪ִ׷ַ ٥ꨵ⸂ غحذٔ٦ 嶊顤ꆀ ٥鍑匿ٗآحؙ ،فٔ㷕统幥׫ٌرٕ ך刿倜盖椚 *P5ؒحآر٦ة鍑匿ך铬겗

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٥䱿锷׾ؒحآ׌ֽ 0OEFWJDF ד׮⹛ַׇ׷ • 歗⫷ٓكٕ钠陎歗⫷ⰻךذؗأز嗚⳿ 겣钠陎 غ٦؝٦سأٍؗٝ ٥$VTUPN.PEFM荈⡲5' -JUF㷕统幥׫ٌرٕח״׷䱿锷 BQLⰻٔا٦أה׃גUGMJUF׾ろ׭ג䱿锷 'JSFCBTFח،حفٗ٦س׃׋UGMJUF׾تؐٝٗ٦س׃ג䱿锷 • 1MBZ،فٔꂁ⥋ך״ֲחչ8J'Jך׫պ չꨵ彁䱸竲儗ך׫պזוتؐٝٗ٦س勴 ⟝׾䭷㹀דֹ׷ • ⴱ㔐تؐٝٗ٦س欽ה،حفر٦زꂁ⥋欽ך㹀纏כⴓֽג盖椚 ➙ז׵׮׸זֻ(SBEMFQMVHJO♶Ⱗさָאְגֹתׅ • IUUQTJTTVFUSBDLFSHPPHMFDPNJTTVFT 'JSFCBTF.-,JU

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٥-JUFך䠐㄂ ٥㷕统幥׫ٌرٕךر٦ة؟؎ؤ׾㼭ֻׁ ٥㷕统幥׫ٌرٕךQBSTFחַַ׷ًٌٔ؝أز׾⵴幾 ٥//"1*䱿锷ד/BUJWFㄏ⟀إحز )"- ׾崞欽 ٥%FWFMPQFSַ׵׫׷ה⡲噟כ-JUFׄׯזְ ٥1SPUPCVGT UP'MBU#VGGFST VOSFBEBCMFGPSNBUT ٥ٌرٕך満⸂⻉鏣鎘ָ䗳銲 JODSFBTFDPOTUSBJOUT 5FOTPS'MPX-JUF

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IUUQTUXJUUFSDPNTPOPUTTUBUVT ٌرٕך剑黝⻉満⸂⻉חכ⡦ָ䗳銲ַ

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#ˏׁ׿չٌغ؎ٕ$16ך孡䭯׍חז׏ג׫׋պ • -JUF鎸鯹չFH.PCJMF/FUT 4RVFF[F/FUպח穾׏ג稱➜ • 劤孡ך项俱כ%-"DDFMד鋅אַ׷ • IUUQDPDPESJQTIBUFCMPKQFOUSZ ٌرٕך剑黝⻉満⸂⻉חכ⡦ָ䗳銲ַ

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• %FQUIXJTF TFQBSBCMFDPOWPMVUJPOT 殴׫鴥׫ך倯ぢⴓ鍑鎘皾 • ؿ؍ٕة؟؎ؤָY׌ה⚛⴨鎘皾חًٌٔ㾜Ꟛָ䗳銲הז׷ ָծY׾欽ְ׷ֿהד♶銲חז׷ ًٌٔ⢪欽ꆀ⵴幾 • IUUQTRJJUBDPNUULEBJUFNTCGEEF ٌغ؎ٕ$16湡简דך満⸂⻉⢽.PCJMF/FU

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• 8JOPHSBE 殴׫鴥׫׾''5ד䒭㢌䕎׃ג鎘皾 • *OUFMO(SBQIכYזוך8JOPHSBE׾؟ه٦ز • IUUQTHJUIVCDPN/FSWBOB4ZTUFNTOFPO ٌغ؎ٕ$16湡简דך満⸂⻉⢽4RVFF[F/FU

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'JSFCBTFח،حفٗ٦س׃׋5'.PEFM׾荈⹛剑黝⻉ ٥ؒحآぢֽ㷕统幥׫ٌرٕ剑黝⻉䩛岀ך֮׻ׇ䪮 • IUUQTBJHPPHMFCMPHDPNDVTUPNPOEFWJDFNMNPEFMTIUNM ٥礵䏝׾衅הׁ׆ח$16ًٌٔ؝أزծٌرٕ؟؎ؤ׾⵴幾 ٥♳鎸⵴幾ח״׶غحذٔ٦؝أز׮♴ָ׷ -FBSO$PNQSFTT 'JSFCBTF䲿⣘彊⪒⚥

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⚺ז䩛岀 1SVOJOHSFEVDFTNPEFM • ٌرٕ遤⴨ⰻד穠卓䕦갟ָ㼰זְ⦼׾ח • ٌرٕ؟؎ؤך⵴幾 2VBOUJ[BUJPO • XFJHIUך⦼⻉װXFJHIUך呞侧⵴幾ח״׶鎘皾؝أز׾פ׵ׅ • $16ד׮⦼怴皾כ9/03ד⚛⴨鎘皾דֹ׷ +PJOUUSBJOJOHBOEEJTUJMMBUJPO • 㣐ֹז㷕统幥׫ٌرٕ׾侄䌌ה׃גծ؟؎ؤך㼭ְׁٌرٕ׾㷕统 • 䩛岀姻然ח鷄ִגְתׇ׿ -FBSO$PNQSFTT 'JSFCBTF䲿⣘彊⪒⚥

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"OESPJE/FVSBM/FUXPSLT"1* ת׌⹛ַׇ׷رغ؎أכ㼰זְ 1JYFMכ䪮黝鸐׏גְזְ *OUFM.PWJEJVT /$4 • "NB[POדd ד顠ִ׷رغ؎أ • /FVSBM/FUXPSL4%,UP$FMBEPO • "OESPJE//"1*׾؟ه٦ز

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'JSFCBTF.-,JU ⹛ְ׋ 劤傈ـ٦أ㾜爙⚥

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• .-,JU⢪ֲה㷕统幥׫ٌرٕꂁ⥋װ䱿锷כז׿הַז׷ • ر٦ة　꧊װ㷕统כⰕ䒭؟ه٦ز㢩 • ؟ه٦ز㢩׾וֲׅ׷ַָ孡חז׷➂כ如ךإحءّٝד • ְ׹ְ׹濼׶׋ְ➂כ⟃♴ח،ؙإأ • IUUQTXXXPQUJNDPKQSFDSVJU תה׭

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2זחַ颵㉏כ֮׶תַׅ "

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2➭ך堣唒㷕统ؿٖ٦يٙ٦ؙכؒحآぢֽח⢪ִזְַ "֮׷կ׋׌׃ؒ؝ءأذي筨さ⸂ד'JSFCBTFָ剑剣⸂ 猘鋅 .9/FU$BGGF//1BDL • IUUQTHJUIVCDPN.BSBUZT[D[B//1"$, $IBJOFS0//9$IBJOFS • IUUQTRJJUBDPNULBUJUFNTEDDCDE $/5,.JDSPTPGU&NCFEEFE-FBSOJOH-JCSBSZ • IUUQTHJUIVCDPN.JDSPTPGU&-- ,FSBT1MBJE.- "(1-זךד㉀欽岣䠐 • IUUQTHJUIVCDPNQMBJENMQMBJENM 1BEEMF1BEEMF #BJEVך堣唒㷕统ؿٖ٦يٙ٦ؙ • IUUQTHJUIVCDPN1BEEMF1BEEMF.PCJMF

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2"OESPJE5IJOHTכؒحآ鎘皾ח⢪ִזְַ "植朐׉ְֲֲ䕵ⶴ׾実׭גְזְ״ֲח׫ִ׷ 9JWFMZד($1ד䗳銲הׅ׷ر٦ة׌ֽ鷏⥋ׇׁ׷ֿהח꧊⚥ "OPWFSWJFXPG$MPVE*P5$PSF (PPHMF*0 • IUUQTXXXZPVUVCFDPNXBUDI WLQ&U92BL