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AI勉強会2021年8月

 AI勉強会2021年8月

AI勉強会2021年8月

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ai.labo.ocu

August 04, 2021
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  1. দࢁɹ྄༎ "*࠷৽࿦จಡΈձ 

  2. ࣗݾ঺հ w দࢁɹ྄༎ w *5ܥͷձࣾͰࣾ಺γεςϜΛ࡞ͬͨΓɺ಺෦౷੍ͷ࢓ࣄΛ͍ͯ͠·͢ɻ w ಠֶͳ͕Βɺ஍ಓʹษڧ͍ͯ͠·͢ɻ

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  5. UPQSFDFOU w &BSMZ$POWPMVUJPOT)FMQ5SBOTGPSNFST4FF#FUUFS w &WBMVBUJOH-BSHF-BOHVBHF.PEFMT5SBJOFEPO$PEF w 4$"3'4FMG4VQFSWJTFE$POUSBTUJWF-FBSOJOHVTJOH3BOEPN'FBUVSF$PSSVQUJPO w $48JO5SBOTGPSNFS"(FOFSBM7JTJPO5SBOTGPSNFS#BDLCPOFXJUI$SPTT4IBQFE8JOEPXT w

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  7. QJDLVQ

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  9. &BSMZDPOWPMVUJPOTIFMQUSBOTGPSNFSTTFFCFUUFS

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  16. UPQSFDFOU

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  18. IVNBOFWBMEBUBTFU TFU ܇࿅σʔλ͸ɺ(JU)VC͔Β(#ऩू

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  20. ໰୊͝ͱʹLݸͷίʔυαϯϓϧΛੜ੒͠ɺ͍ͣΕ͔ͷαϯϓϧ͕Ϣχοτςετʹ߹֨ͨ͠৔߹ʹ໰୊͕ղ ܾͨ͠ͱΈͳ͠ɺղܾͨ͠໰୊ͷ߹ܭׂ߹Λใࠂ͢ΔQBTT!LࢦඪΛ༻͍ͯɺػೳతͳਖ਼͠͞ΛධՁ def pass_at_k(n, c, k): """ :param n: total

    number of sample s :param c: number of correct sample s :param k: k in pass@$k $ "" " if n - c < k: return 1.0 return 1.0 - np.prod(1.0 - k / np.arange(n - c + 1, n + 1) ) ୯७Խ
  21. ݴޠϞσϧͷςετଛࣦ͕ϞσϧαΠζͷ΂͖৐ଇʹै͏ͷͱಉ༷ ͷੑ࣭Λίʔυඍௐ੔ޙͷςετଛࣦ΋͍࣋ͬͯΔ

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  23. ա৒ʹґଘ͢Δͱɺҙਤͨ͠λεΫͱ͸ผͷιϦϡʔγϣϯͱͳΓ҆શੑͰ໰୊ͱͳΔ ϛεΞϥΠϯϝϯτͷ໰୊ ਓछࠩผతɺ㒷ᨱதইతɺͦͷଞͷ༗֐ͳग़ྗΛੜ੒͢Δ ϑΟϯΨʔϓϦϯςΟϯά΍γάωνϟʔϚονϯάʹґଘ͢ΔηΩϡϦςΟγεςϜ΁ͷڴҖ ܇࿅σʔλʹػີσʔλ΍ѱҙͷ͋Δσʔλؚ͕·ΕΔՄೳੑ͕͋Δ ܇࿅σʔλͷϥΠηϯεܗଶ͸἞Έऔ͍ͬͯͳ͍ ϦεΫ ܇࿅ޮ཰͕ѱ͍ ೉қ౓ͷߴ͍՝୊ʹରॲग़དྷͳ͍ ॲཧͷ࿈࠯਺ʹԠͯ͡ࢦ਺ؔ਺తʹܭࢉྔ͕૿͢

    ૢ࡞Λม਺ʹ݁߹͢ΔͷΛؒҧ͑Δ ໰୊఺
  24. 4$"3'ϥϯμϜͳಛ௃ͷഁյΛར༻ͨࣗ͠ݾڭࢣ෇͖ରরֶश ݪจ4$"3'4FMG4VQFSWJTFE$POUSBTUJWF-FBSOJOHVTJOH3BOEPN'FBUVSF$PSSVQUJPO ཁ໿4$"3'ʹΑΔࣄલֶश͸ɼ׬શڭࢣ෇͖ͷ৔߹͚ͩͰͳ͘ɼϥϕϧϊΠζ͕͋Δ৔߹΍ɼར༻Մೳͳ܇࿅σʔλͷҰ෦͔͠ϥϕϧ ෇͚͞Ε͍ͯͳ͍൒ڭࢣ෇͖ͷ৔߹ʹ΋ɼ෼ྨਫ਼౓Λ޲্ͤ͞ɺσβΠϯͷબ୒ͱϋΠύʔύϥϝʔλ͕҆ఆ͢Δ͜ͱ͕Θ͔ͬͨ ஶऀ IUUQBSYJWPSHBCTW ࣗݾڭࢣ෇͖ͷରൺදݱֶश͸ɺࢹ֮΍ࣗવݴޠͷྖҬͰେ͖ͳ੒ޭΛऩΊ͓ͯΓɺܻҧ͍ʹগͳ͍ϥϕϧ෇͖σʔλͰ࠷ઌ୺ͷੑೳΛ ࣮ݱ͍ͯ͠Δɻ͔͠͠ɺ͜ͷΑ͏ͳख๏͸ྖҬʹಛԽͨ͠΋ͷͰ͋Γɺ࣮ࡍͷදܗࣜͷσʔληοτͰ͜ͷख๏Λ׆༻͢Δ͜ͱ͸΄ͱΜ ͲߦΘΕ͍ͯͳ͍ɻզʑ͸ɺಛ௃ͷϥϯμϜͳαϒηοτΛഁଛ͢Δ͜ͱʹΑͬͯϏϡʔ͕ܗ੒͞ΕΔɺίϯτϥετֶशͷͨΊͷγϯ ϓϧͰ޿͘ద༻Մೳͳٕज़Ͱ͋Δ4$"3'ΛఏҊ͢Δɻ4$"3'͸ɺ0QFO.-$$ϕϯνϚʔΫͷݸͷ࣮ੈքͷදܗࣜ෼ྨσʔλʹର

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  28. 4$"3'ͷࣄલֶशʹΑΔϥϕϧϊΠζ͕͋Δ৔߹ͷੑೳ޲্

  29. ϥϕϧ෇͖σʔλ͕গͳ͍৔߹ͷ4$"3'ͷࣄલֶशʹΑΔੑೳ޲্

  30. $48JOτϥϯεϑΥʔϚʔɻेࣈܕͷ૭Λ࣋ͭҰൠతͳϏδϣϯτϥϯεϑΥʔϚʔͷόοΫϘʔϯ ݪจ$48JO5SBOTGPSNFS"(FOFSBM7JTJPO5SBOTGPSNFS#BDLCPOFXJUI$SPTT4IBQFE 8JOEPXT ཁ໿ेࣈ૭Λར༻͢Δ͜ͱʹΑΓ5SBOTGPSNFSͷݚᮎྔΛ࡟ݮ͠·ͨ͠ɻ ஶऀதࠃՊֶٕज़େֶɺ.JDSPTPGU IUUQBSYJWPSHBCTW զʑ͸ɺ൚༻తͳࢹ֮λεΫͷͨΊͷޮ཰త͔ͭޮՌతͳ5SBOTGPSNFSϕʔεͷόοΫϘʔϯͰ͋Δ$48JO5SBOTGPSNFSΛൃද͠· ͢ɻτϥϯεϑΥʔϚʔͷઃܭʹ͓͚Δ՝୊͸ɺάϩʔόϧͳࣗݾ஫ҙͷܭࢉ͕ඇৗʹߴՁͰ͋Δͷʹର͠ɺϩʔΧϧͳࣗݾ஫ҙͰ͸֤ τʔΫϯͷ૬ޓ࡞༻ͷϑΟʔϧυ੍͕ݶ͞ΕΔ͜ͱ͕ଟ͍͜ͱͰ͢ɻ͜ͷ໰୊Λղܾ͢ΔͨΊʹɺզʑ͸ɺೖྗ͞Εͨಛ௃Λಉ͡෯ͷε τϥΠϓʹ෼ׂͯ͠ಘΒΕ֤ͨετϥΠϓͰɺेࣈܗͷ૭Λܗ੒͢Δਫฏ͓Αͼਨ௚ͷετϥΠϓΛฒߦͯࣗ͠ݾ஫ҙΛܭࢉ͢Δʮेࣈ

    ܗͷ૭ʯࣗݾ஫ҙϝΧχζϜΛ։ൃ͠·ͨ͠ɻετϥΠϓ෯ͷޮՌΛৄࡉʹ਺ֶతʹ෼ੳ͠ɺτϥϯεϑΥʔϚʔωοτϫʔΫͷҟͳΔ ૚ʹରͯ͠ετϥΠϓ෯ΛมԽͤ͞Δ͜ͱͰɺܭࢉίετΛ཈͑ͳ͕ΒڧྗͳϞσϦϯάೳྗΛ࣮ݱ͍ͯ͠·͢ɻ·ͨɺطଘͷූ߸Խํ ࣜΑΓ΋ہॴతͳҐஔ৘ใΛ͏·͘ѻ͏͜ͱ͕Ͱ͖Δʮ-PDBMMZFOIBODFE1PTJUJPOBM&ODPEJOHʢ-F1&ʣʯΛಋೖ͠·ͨ͠ɻ-F1& ͸ɺ೚ҙͷೖྗղ૾౓ʹରԠ͍ͯ͠ΔͨΊɺԼྲྀͷ࡞ۀʹಛʹޮՌతͰ਌͠Έ΍͍͢΋ͷͱͳ͍ͬͯ·͢ɻ͜ΕΒͷઃܭͱ֊૚ߏ଄Λ࠾ ༻ͨ͠$48JO5SBOTGPSNFS͸ɺҰൠతͳࢹ֮λεΫͰڝ૪ྗͷ͋ΔੑೳΛൃش͠·͢ɻ۩ମతʹ͸ɺ*NBHF/FU,ʹ͓͍ͯɺ௥Ճͷֶ शσʔλ΍ϥϕϧͳ͠Ͱͷ5PQਫ਼౓ɺ$0$0ݕग़λεΫͰϘοΫε"1ͱϚεΫ"1ɺ"%&,ηϚϯςΟοΫηάϝϯ ςʔγϣϯλεΫͰN*06Λୡ੒͠ɺಉ༷ͷ'-01TઃఆͷԼͰɺैདྷͷ࠷ઌ୺ͷ4XJO5SBOTGPSNFSόοΫϘʔϯΛͦΕͧΕ ɺ ɺ ɺ ্ճΔ݁ՌΛಘ·ͨ͠ɻ͞Βʹɺେن໛ͳσʔληοτ*NBHF/FU,ͰϓϨτϨʔχϯάΛߦ͏͜ͱͰɺ *NBHF/FU,Ͱ͸ͷ5PQਫ਼౓Λɺ"%&,Ͱ͸N*P6ͷ࠷ઌ୺ͷηάϝϯςʔγϣϯੑೳΛୡ੒͠·ͨ͠ɻίʔυͱϞσϧ ͸IUUQTHJUIVCDPNNJDSPTPGU$48JO5SBOTGPSNFSͰެ։͞Ε·͢ɻ
  31. $SPTT4IBQFE8JOEPX4FMG"UUFOUJPO

  32. -PDBM&OIBODFE1PTJUJPOBM&ODPEJOH -F1& eVij ∈ E 7ʹର͢Δਂ͞ํ޲ͷ৞ΈࠐΈ

  33. *NBHF/FU, fi OFUVOJOHSFTVMUTCZQSFUSBJOJOHPO*NBHF/FU,EBUBTFUT $PNQBSJTPOPGEJ ff FSFOUNPEFMTPO*NBHF/FU,DMBTTJ fi DBUJPO

  34. 0CKFDUEFUFDUJPOBOEJOTUBODFTFHNFOUBUJPO QFSGPSNBODFPOUIF$0$0WBMXJUI $BTDBEF.BTL3$// 0CKFDUEFUFDUJPOBOEJOTUBODF TFHNFOUBUJPOQFSGPSNBODFPOUIF$0$0 WBMXJUIUIF.BTL3$//GSBNFXPSL

  35. 1FSGPSNBODFDPNQBSJTPOPGEJ ff FSFOUCBDLCPOFTPOUIF"%&,TFHNFOUBUJPOUBTL

  36. "CMBUJPO4UVEZ "CMBUJPOTUVEZPGFBDIDPNQPOFOUUPCFUUFSVOEFSTUBOE$48JO5SBOTGPSNFS $PNQBSJTPOPGEJ ff FSFOUTFMGBUUFOUJPONFDIBOJTN $PNQBSJTPOPGEJ ff FSFOUQPTJUJPOBMFODPEJOHNFDIBOJTNT

  37. มྔ֦ࢄϞσϧ ݪจ7BSJBUJPOBM%J ff VTJPO.PEFMT ཁ໿֦ࢄϞσϧʹϑʔϦΤಛ௃ྔΛ૊ΈࠐΈɺֶशՄೳͳ֦ࢄϓϩηεʹΑΓ໬౓ϕʔεͷϞσϧͰ࠷ઌ୺ͱͳΓ·ͨ͠ ஶऀ(PPHMF3FTFBSDI IUUQBSYJWPSHBCTW ֦ࢄϕʔεͷੜ੒Ϟσϧ͸ɺ஌֮తʹҹ৅తͳ߹੒Λߦ͏ೳྗ͕͋Δ͜ͱ͕࣮ূ͞Ε͍ͯΔ͕ɺ༏Εͨ໬౓ϕʔεͷϞσϧʹ΋ͳΓಘΔ ͷͩΖ͏͔ʁզʑ͸͜Εʹߠఆతʹ౴͑ɺඪ४తͳը૾ີ౓ਪఆϕϯνϚʔΫͰ࠷ઌ୺ͷ໬౓ΛಘΔ֦ࢄϕʔεͷੜ੒ϞσϧͷϑΝϛϦ ʔΛ঺հ͠·͢ɻଞͷ֦ࢄϕʔεͷϞσϧͱ͸ҟͳΓɺզʑͷख๏Ͱ͸ɺϊΠζεέδϡʔϧΛϞσϧͷଞͷ෦෼ͱҰॹʹޮ཰తʹ࠷దԽ

    ͢Δ͜ͱ͕Ͱ͖Δɻզʑ͸ɺม෼Լݶʢ7-#ʣ͕ɺ֦ࢄσʔλͷ4/ൺͷ؍఺͔Βඇৗʹ୹͍ࣜʹ୯७Խ͞ΕΔ͜ͱΛࣔ͠ɺ͜ͷϞσϧ Ϋϥεͷཧ࿦తཧղΛਂΊͨɻ͜ͷ஌ݟΛ༻͍ͯɺจݙͰఏҊ͞Ε͍ͯΔ͍͔ͭ͘ͷϞσϧؒͷ౳ՁੑΛূ໌͠·͢ɻ͞Βʹɺ࿈ଓ࣌ؒ 7-#͸ɺऴ఺Ͱͷ৴߸ରࡶԻൺΛআ͍ͯɺϊΠζεέδϡʔϧʹෆมͰ͋Δ͜ͱΛࣔ͠·͢ɻ͜ΕʹΑΓɺ݁Ռͱͯ͠ಘΒΕΔ7-#ਪఆ ྔͷ෼ࢄΛ࠷খԽ͢ΔΑ͏ͳϊΠζεέδϡʔϧΛֶश͢Δ͜ͱ͕Ͱ͖ɺ࠷దԽΛߴ଎Խ͢Δ͜ͱ͕Ͱ͖·͢ɻ͜ΕΒͷਐาͱΞʔΩς ΫνϟͷվળΛ૊Έ߹ΘͤΔ͜ͱͰɺը૾ີ౓ਪఆͷϕϯνϚʔΫʹ͓͍ͯ࠷ઌ୺ͷ໬౓ΛಘΔ͜ͱ͕Ͱ͖ɺ௕೥͜ΕΒͷϕϯνϚʔΫ Λࢧ഑͖ͯͨࣗ͠ݾճؼϞσϧΛ্ճΓɺ࠷దԽ΋͠͹͠͹େ෯ʹߴ଎Խ͞Ε·ͨ͠ɻ͞Βʹɺ͜ͷϞσϧΛϏοτόοΫѹॖํࣜʹม ׵͢Δํ๏Λࣔ͠ɺཧ࿦্ͷ࠷ద஋ʹ͍ۙՄٯѹॖ཰Λ࣮ূ͠·ͨ͠ɻ
  38. 5BCMFີ౓ϞσϦϯάλεΫʹؔ͢Δ஌ݟͷ·ͱΊʢςετηοτʹ͓͚Δ#1%ʢCJUTQFSEJNFOTJPOʣͷ؍఺͔ΒʣɻϞσϧͷछྨ͸ɺࣗݾճؼ ʢ"3ʣɺਖ਼نԽϑϩʔʢ'MPXʣɺม෼ΦʔτΤϯίʔμʔʢ7"&ʣɺ֦ࢄϞσϧʢ%J ʣɻզʑͷ݁Ռ͸ɺզʑͷϞσϧͷ࿈ଓ࣌ؒఆࣜԽΛ༻͍ͯಘ ΒΕͨ΋ͷͰ͋Δɻ$*'"3σʔλͷิڧ͸ " ޿ൣғɺ # খ͞ͳฏߦҠಈɺ $ ਫฏํ޲ͷ൓సɻ7%.ͷ਺஋͸ม෼ڥքͰ͋ΓɼΠϯϙʔλϯεɾ

    αϯϓϦϯάʹΑΓݶք໬౓Λਪఆ͢Δ͔ɼ4POHΒ<B>͕ߦͬͨΑ͏ʹରԠ͢Δ࿈ଓਖ਼نԽϑϩʔΛධՁ͢Δ͜ͱͰվળͰ͖ΔՄೳੑ͕ߴ͍ɽ
  39. ͜ͷϞσϧͰੜ੒͞Εͨը૾ͷϥϯμϜͳαϯϓϧ 5ZQF*NBHF/FUY

  40. 1POEFS/FUख़ߟ͢Δ͜ͱΛֶͿ ݪจ1POEFS/FU-FBSOJOHUP1POEFS ཁ໿௿෼ࢄͷޯ഑ਪఆΛՄೳʹ͢Δ׬શඍ෼Մೳɺෆภͷޯ഑ਪఆ͕Մೳɻࣄલ֬཰ʢࢥߟεςοϓͷฏۉʣͷઃఆ͕ϩόετʢେମ ͏·͍͜ͱಈ͍ͯ͘ΕΔʣ ஶऀ IUUQBSYJWPSHBCTW ඪ४తͳχϡʔϥϧωοτϫʔΫͰ͸ɺܭࢉྔ͸ೖྗͷେ͖͞ʹԠͯ͡૿Ճ͠·͕͢ɺֶश͢Δ໰୊ͷෳࡶ͞ʹԠͯ͡૿Ճ͢Δ͜ͱ͸͋ Γ·ͤΜɻ͜ͷݶքΛࠀ෰͢ΔͨΊʹɺզʑ͸1POEFS/FUΛಋೖ͠·ͨ͠ɻ1POEFS/FU͸ɺֶशதͷ໰୊ͷෳࡶ͞ʹج͍ͮͯܭࢉྔΛ దԠͤ͞ΔΑ͏ʹֶश͢Δ৽͍͠ΞϧΰϦζϜͰ͢ɻ1POEFS/FU͸ɺֶश༧ଌਫ਼౓ɺܭࢉίετɺ͓ΑͼҰൠԽͷؒͷޮՌతͳଥڠ఺Λ ୡ੒͢ΔͨΊʹɺܭࢉεςοϓ਺ΛΤϯυɾπʔɾΤϯυͰֶश͠·͢ɻෳࡶͳ߹੒໰୊ʹ͓͍ͯɺ1POEFS/FU͸͜Ε·ͰͷదԠܕܭࢉ

    ख๏ʹൺ΂ͯܶతʹੑೳΛ޲্ͤ͞ɺ͞ΒʹैདྷͷχϡʔϥϧωοτϫʔΫ͕ࣦഊ͢Δ֎ૠςετʹ΋੒ޭ͠·ͨ͠ɻ·ͨɺզʑͷख๏ ͸ɺ࣮ੈքͷ࣭໰ͱճ౴ͷσʔληοτʹ͓͍ͯɺΑΓগͳ͍ܭࢉྔͰݱࡏͷ࠷ઌ୺ͷ݁ՌͱҰக͠·ͨ͠ɻ࠷ޙʹɺ1POEFS/FU͸ɺχ ϡʔϥϧωοτϫʔΫͷਪ࿦ೳྗΛςετ͢ΔͨΊʹઃܭ͞ΕͨෳࡶͳλεΫʹ͓͍ͯɺ࠷ઌ୺ͷ݁ՌΛಘΔ͜ͱ͕Ͱ͖·ͨ͠ɻ
  41. "EBQUJWF$PNQVUBUJPO5JNF "$5 3//$PNQVUBUJPO(SBQI 3//$PNQVUBUJPO(SBQIXJUI"EBQUJWF$PNQVUBUJPO5JNF ֤εςοϓ͝ͱʹෳ਺ͷܭࢉεςοϓΛ࣮ߦ͢Δख๏ɻ 3//Ͱ͸ӅΕ૚ͷ਺ʢॎํ޲ʣ͸༧ΊܾΊΒΕ͍ͯΔ͕ɺ"$5Ͱ͸༧ଌͷෳࡶ౓ʹ߹ΘܾͤͯΊΔɻIUUQTHJUIVCDPN%F/FVUPZBDUUFOTPS PX

  42. 1BSJUZUBTL ݸ ͔Β·ͰͷϥϯμϜͳ਺Λ·ͨ͸ʹɺ࢒ΓΛʹઃఆ ରԠ͢Δλʔήοτ͸ɺح਺ͷ͕͋Ε͹ɺۮ਺ͷ͕͋Ε͹

  43. None
  44. None
  45. C"C* 1BJSFEBTTPDJBUJWFJOGFSFODFUBT C"C*5FTUSFTVMUTDIPTFOCZWBMJEBUJPOMPTT"WFSBHFFSSPSJTDBMDVMBUFEPWFSTFFET 5BCMF*OGFSFODFUSJBMBDDVSBDZ1POEFS/FUSFTVMUTDIPTFOCZWBMJEBUJPOMPTT BWFSBHFEPOTFFET'PS 6OJWFSTBM5SBOTGPSNFS 65 BOE.&.0UIFSFTVMUTXFSFUBLFOGSPN#BOJOPFUBM 

  46. ϙδγϣϯɾΤϯίʔσΟϯάͷ࠶ߟ ݪจ3FUIJOLJOH1PTJUJPOBM&ODPEJOH ཁ໿ҐஔΤϯίʔσΟϯά͸ϑʔϦΤಛ௃Ϛοϐϯά͚ͩͰ͸ͳ͍ɻҐஔΤϯίʔσΟϯάʹϑʔϦΤҎ֎ͷຒΊࠐΈؔ਺Λ࢖༻Ͱ͖ ΔΑ͏ʹ͢Δͷ͕໨తɻ ஶऀ6OJWFSTJUZPG"EFMBJEF IUUQBSYJWPSHBCTW ࠲ඪϕʔεͷ.-1͸ɺ࠲ඪҐஔΛϑʔϦΤಛ௃ͷ഑ྻͱͯ͠Τϯίʔυ͢Δ͜ͱͰɺߴप೾৘ใΛอ࣋͢Δͱ͍͏఺Ͱେ͖ͳϝϦοτ͕ ͋Δ͜ͱ͸Α͘஌ΒΕ͍ͯ·͢ɻ͜Ε·Ͱɺ͜ͷΑ͏ͳҐஔͷΤϯίʔσΟϯάͷ༗ޮੑͷࠜڌ͸ɺϑʔϦΤͷϨϯζΛ௨ͯ͠ͷΈݚڀ ͞Ε͖ͯ·ͨ͠ɻຊ࿦จͰ͸ɺϑʔϦΤҎ֎ͷຒΊࠐΈؔ਺͕ҐஔΤϯίʔσΟϯάʹ࣮ࡍʹ࢖༻Ͱ͖Δ͜ͱΛࣔ͢͜ͱͰɺ͜ͷཧղΛ ޿ΊΔ͜ͱΛ໨ࢦ͍ͯ͠·͢ɻ͞Βʹɺͦͷੑೳ͸ɺຒΊࠐ·Εͨߦྻͷ҆ఆͨ͠ϥϯΫͱɺຒΊࠐ·Εͨ࠲ඪؒͷڑ཭อଘͱͷؒͷτ

    ϨʔυΦϑʹΑͬͯ׬શʹܾఆ͞ΕΔ͜ͱΛࣔ͢ɻ͞ΒʹɺࠓͰ͸Ͳ͜ʹͰ΋͋ΔҐஔͷϑʔϦΤಛ௃Ϛοϐϯά͕ɺ͜ΕΒͷ৚݅Λຬ ͨ͢ಛघͳέʔεͰ͋Δ͜ͱΛূ໌͢Δɻͦͷ݁Ռɺγϑτͨ͠جఈؔ਺ͷ؍఺͔ΒҐஔͷූ߸ԽΛ෼ੳ͢ΔɺΑΓҰൠతͳཧ࿦Λఏࣔ ͢Δɻ͜ͷ໨తͷͨΊʹɺඞཁͳཧ࿦ࣜΛ࡞੒͠ɺզʑͷཧ࿦తओு͕࣮ࡍʹ੒Γཱͭ͜ͱΛܦݧతʹݕূ͢Δɻίʔυ͸IUUQT HJUIVCDPNPTJSJT[KR3FUIJOLJOHQPTJUJPOBMFODPEJOHͰೖखՄೳͰ͢ɻ
  47. ཁ໿ ࠲ඪҐஔʹΑͬͯγϑτ͕ܾ·Δ࿈ଓجఈؔ਺Λγϑτͯ͠ܥ౷తʹαϯϓϦϯά ͢Δ͜ͱͰɺҐஔූ߸Խ͕ՄೳʹͳΔ ϑʔϦΤಛ௃Ϛοϐϯάʹ͓͚Δᐆດͳप೾਺αϯϓϦϯάͱൺֱͯ͠ɺզʑ͸ αϯϓϦϯάີ౓ͱຒΊࠐΈεΩʔϜͷಈ࡞ͷؒʹɺΑΓղऍՄೳͳؔ܎Λಋ͖ ग़ͨ͠ɻ ఏҊͨ͠ํࣜͷ༗ޮੑ͸ɺओʹ࣍ͷͭͷཁૉʹґଘ͠ɺτϨʔυΦϑͷؔ܎ͱͳΔɻ J ຒΊࠐ·ΕͨදݱͷҐஔؒͰͷۙࣅߦྻͷॱҐ JJ

    ຒΊࠐ·Εͨ࠲ඪؒͷڑ཭อଘ ڑ཭อଘੑͱ͸ɼγϑτͨؔ͠਺ͷ಺ੵ͕ɼରԠ͢Δ࠲ඪؒͷϢʔΫϦουڑ཭ͱͲ ͷఔ౓૬͍ؔͯ͠Δ͔Λࣔ͢΋ͷͰ͋Δ
  48. 5IF(BVTTJBOFNCFEEFSWT3'' ࣍ݩ৴߸ΛΤϯίʔυ͢Δͱ͖ͷ͞·͟·ͳຒΊࠐΈ࣍ݩͰͷύϑΥʔϚϯεͷ҆ఆੑɻӨ෇͖ͷྖҬ͸ɺճͷ࣮ݧʹΘͨΔͭͷඪ४ภࠩ ʹରԠ͠·͢ɻࣔ͞Ε͍ͯΔΑ͏ʹɺΨ΢εΤϯϕομʔ͸ɺಛʹ௿͍ΤϯϕσΟϯάੇ๏Ͱɺ͸Δ͔ʹ҆ఆͨ͠ύϑΥʔϚϯεΛࣔ͠·͢ɻ ࣍ݩ৴߸Λූ߸Խ͢ΔࡍʹɼΨ΢εܕຒΊࠐΈͱ3''ͷҟͳΔαϯϓϦϯάํ๏Ͱςετੑೳͱڑ཭อ ଘੑΛൺֱͨ͠΋ͷɻͳ͓ɼ3''ͷจ຺Ͱ͸ɼαϯϓϦϯά͸प೾਺ͷαϯϓϦϯάΛҙຯ͢Δɻ

  49. ϓϩάϥϜ߹੒ʹΑΔ਺ֶతਪ࿦ͷͨΊͷڧԽֶश؀ڥ ݪจ"3FJOGPSDFNFOU-FBSOJOH&OWJSPONFOUGPS.BUIFNBUJDBM3FBTPOJOHWJB1SPHSBN 4ZOUIFTJT ཁ໿%FFQ.JOE.BUIFNBUJDT%BUBTFΛڧԽֶश؀ڥ΁ద༻ͯ͠ɺϓϩάϥϜ߹੒Ͱղ͍ͨΑ ஶऀ$BTI"QQ-BCT -BXSFODF#FSLFMFZ /BUJPOBM-BCPSBUPSZ IUUQBSYJWPSHBCTW %FFQ.JOE.BUIFNBUJDT%BUBTFUΛϓϩάϥϜ߹੒໰୊ͱͯ͠ղऍ͢Δ͜ͱͰɺڧԽֶश؀ڥʹม׵͠·͢ɻ؀ڥ಺ͰߦΘΕΔ֤ΞΫ γϣϯ͸ɺ཭ࢄతͳܭࢉάϥϑʹԋࢉࢠ΍ೖྗΛ௥Ճ͠·͢ɻਖ਼ղΛܭࢉͨ͠άϥϑ͸ਖ਼ͷใुΛಘΔ͜ͱ͕Ͱ͖ɺ໰୊จΛ৚݅ͱͨ͠

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  53. ਂ౓ڭࢣ෇͖/F3'ɿগ਺ͷϏϡʔͱߴ଎ͷτϨʔχϯάΛແྉͰఏڙ ݪจ%FQUITVQFSWJTFE/F3''FXFS7JFXTBOE'BTUFS5SBJOJOHGPS'SFF ཁ໿ਂ౓Λֶशͯ͠ΑΓϩʔίετͰਫ਼౓޲্ ஶऀΧʔωΪʔϝϩϯେֶ (PPHMF  "SHP"* IUUQBSYJWPSHBCTW /FVSBM3BEJBODF'JFME /F3'

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  54. /F3'͸ɺτϨΠϯϏϡʔͱςετϏϡʔͷϨϯμϦϯάؒͷ14/3ΪϟοϓʢࠨʣͰࣔ͞Ε͍ͯΔΑ͏ʹɺগ਺ͷτϨʔχϯάϏϡʔʢ͜͜ Ͱ͸ͭʣʹΦʔόʔϑΟοτ͢ΔՄೳੑ͕͋Γ·͢ɻ͜ͷա৒ద߹͸ɺτϨʔχϯάϏϡʔʢதԝʣͷ৔߹Ͱ΋ɺϨϯμϦϯά͞Εͨਂ౓Ϛ οϓͷେ͖ͳΤϥʔʹΑͬͯূ໌͞ΕΔΑ͏ʹɺඇৗʹෆਖ਼֬ͳδΦϝτϦֶ͕श͞Ε͍ͯΔͨΊͰ͢ɻӈଆͷτϨʔχϯάϏϡʔͰ͸ɺϨϯ μϦϯά͞Εͨը૾ͱϨϯμϦϯά͞Εͨਂ౓Ϛοϓͷ྆ํΛࢹ֮Խ͍ͯ͠·͢ɻ

  55. %BJMZ5FDI#MPHIUUQTEBJMZUFDIIBUFOBCMPHDPNFOUSZ 4USVDUVSFGSPN.PUJPO

  56. ଛࣦؔ਺ %FQUI4VQFSWJTJPO-PTT

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  58. 'BTUFS5SBJOJOH %4/F3'ͱ/F3'Λಉ͡৚݅Ͱֶशͤͨ͞ͱ͜Ζɺ%4/F3'͸/F3'ͷϐʔΫ࣌ͷ14/3඼࣭ʹ਺෼ͷҰͷ൓෮ճ਺Ͱ౸ୡ͢Δ͜ͱ͕Ͱ͖·ͨ͠ɻ3595JΛ࢖༻ͨ͠৔ ߹ɼ%4/F3'͸NTJUFSͷ࣌ؒΛཁ͠·͕͢ɼWBOJMMB/F3'͸NTJUFSͷ࣌ؒΛཁ͠·͢ɽਂ౓؂ࢹͷޮՌ͸ɼೖྗϏϡʔ͕গͳ͍΄Ͳେ͖͘ͳΓ·͢ɽ

  59. None
  60. ࢹ֮τϥϯεϑΥʔϚʔͷϩʔΧϧάϩʔόϧ૬ޓ࡞༻ͷͨΊͷয఺ɾηϧϑΞςϯγϣϯ ݪจ'PDBM4FMGBUUFOUJPOGPS-PDBM(MPCBM*OUFSBDUJPOTJO7JTJPO5SBOTGPSNFST ۙ೥ɺ7JTJPO5SBOTGPSNFSͱͦͷѥछ͸ɺ༷ʑͳίϯϐϡʔλϏδϣϯͷλεΫͰେ͖ͳظ଴ΛूΊ͍ͯ·͢ɻࣗݾ஫ҙʹΑͬͯ୹ڑ཭ ͓Αͼ௕ڑ཭ͷࢹ֮తґଘੑΛଊ͑Δ͜ͱ͕Ͱ͖Δ͜ͱ͕ɺ੒ޭͷओͳݪҼͰ͋Δ͜ͱ͸ؒҧ͍͋Γ·ͤΜɻ͔͠͠ɺಛʹߴղ૾౓ͷϏ δϣϯλεΫʢྫɿ෺ମݕग़ʣͰ͸ɺೋ࣍తͳܭࢉΦʔόʔϔουʹΑΔ՝୊΋ੜ͍ͯ͡Δɻຊ࿦จͰ͸ɺࡉ͔͍ہॴతͳ૬ޓ࡞༻ͱૈ ͍େҬతͳ૬ޓ࡞༻ͷ྆ํΛऔΓೖΕͨ৽͍͠ϝΧχζϜͰ͋ΔʮϑΥʔΧϧηϧϑΞςϯγϣϯʯΛ঺հ͠·͢ɻ͜ͷ৽͍͠ϝΧχζ ϜΛ༻͍Δ͜ͱͰɺ֤τʔΫϯ͸ɺ࠷΋͍ۙपғͷτʔΫϯʹ͸ࡉཻ͔͍౓Ͱɺԕ͘ͷτʔΫϯʹ͸ૈཻ͍౓Ͱ஫ҙΛ෷͏͜ͱ͕Ͱ͖ɺ ୹ڑ཭ͱ௕ڑ཭ͷࢹ֮తґଘؔ܎Λޮ཰త͔ͭޮՌతʹଊ͑Δ͜ͱ͕Ͱ͖ΔɻϑΥʔΧϧɾηϧϑΞςϯγϣϯʹΑΓɺզʑ͸Ϗδϣϯ τϥϯεϑΥʔϚʔϞσϧͷ৽ͨͳόϦΤʔγϣϯͰ͋ΔϑΥʔΧϧɾτϥϯεϑΥʔϚʔʢ'PDBM5SBOTGPSNFSʣΛఏҊ͠ɺ༷ʑͳެ ڞը૾ͷ෼ྨ΍෺ମݕग़ͷϕϯνϚʔΫʹ͓͍ͯɺ࠷ઌ୺ͷϏδϣϯτϥϯεϑΥʔϚʔΑΓ΋༏ΕͨੑೳΛୡ੒͠·ͨ͠ɻಛʹɺ

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  61. ࠨ%FJ55JOZNPEFMͷࣗݾ஫໨ػߏͷ஫໨ͷ࢓ํɻ ӈয఺తࣗݾ஫໨ػߏͷ஫໨ͷ࢓ํɻہॴతʹ͸ࡉ͔͘ɺେҬతʹ͸ૈ͘ݟΔ͜ͱͰߴղ૾౓ͷಛ௃Ϛοϓશମ ΛΧόʔ͍ͯ͠Δɻ ϞσϧͷΞʔΩςΫνϟ͸48JO5SBOTGPSNFSͱ΄΅Ұॹ ΑΓଟ͘ͷड༰໺ΛಘΒΕΔ

  62. ࡉ͔͍ਖ਼ํܗͷηϧ͸ɺݩͷಛ௃Ϛοϓ·ͨ͸ߜΓࠐ·Εͨಛ௃Ϛοϓͷ͍ͣΕ͔ͷࢹ֮తτʔΫϯΛද͍ͯ͠Δɻྫ͑͹ɺ ºͷಛ௃Ϛοϓ͕ೖྗ͞Εͨͱ͠·͢ɻਅΜதͷºͷ੨͍૭ΛΫΤϦʔͱ͠ɺͦͷपลͷτʔΫϯΛෳ਺ͷཻ౓ͰΩʔͱ஋ ͱͯ͠நग़͢Δɻ࠷ॳͷϨϕϧͰ͸ɺ੨͍૭ʹ࠷΋͍ۙºͷτʔΫϯΛ࠷΋ࡉཻ͔͍౓Ͱநग़͠·͢ɻୈஈ֊Ͱ͸ɺ஫໨ྖҬΛ ֦େ͠ɺपғͷºͷαϒ΢Οϯυ΢Λϓʔϧ͢Δ͜ͱͰɺºͷτʔΫϯΛϓʔϧ͠·͢ɻୈஈ֊Ͱ͸ɺಛ௃ྔϚοϓશମΛ෴ ͏͞Βʹେ͖ͳྖҬʹ஫໨͠ɺºͷαϒ΢Οϯυ΢Λϓʔϧ͠·͢ɻ࠷ޙʹɺ͜ΕΒͷͭͷϨϕϧͷτʔΫϯΛ࿈݁ͯ͠ɺ੨͍ ૭ʹ͋ΔºʹݸͷτʔΫϯʢΫΤϦʣͷΩʔͱ஋Λܭࢉ͠·͢ɻ SFMBUJWFQPTJUJPOCJBT

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  67. "CMBUJPO4UVEZ ૭αΠζΛมԽͤ͞Δͱɺੑೳ͕޲্ ΢Οϯυ΢γϑτΛಋೖ࡟আͨ͠৔߹ ɾ8JOEPXTMFWFM෼͚ͳ͠ ɾ -PDBMࡉཻ౓ͷपғͷτʔΫϯʹ஫ҙΛ޲͚Δ ɾ (MPCBMૈཻ౓ͷεΫΠʔζ͞ΕͨτʔΫϯʹ஫ҙΛ޲͚Δ

  68. UPQIZQF

  69. ੜ੒తΞυόʔαϦΞɾωοτϫʔΫʹجͮ͘ը෩Λߟྀͨ͠ϚϯΨͷ৭෇͚ ݪจ1BJOUJOH4UZMF"XBSF.BOHB$PMPSJ[BUJPO#BTFEPO(FOFSBUJWF"EWFSTBSJBM ཁ໿গྔͷڭࢣσʔλʹΑΓɺອըՈͷը෩Λֶशͯ͠ண৭Ͱ͖ΔΑ ೔ຊͷίϛοΫʢϚϯΨʣ͸ɺ఻౷తʹϞϊΫϩͰ੍࡞͞Ε͍ͯ·͢ɻۙ೥Ͱ͸ɺϞϊΫϩͷίϛοΫʹՃ͑ͯɺΑΓັྗతͳϝσΟΞ Ͱ͋ΔϑϧΧϥʔͷίϛοΫ΋ొ৔͍ͯ͠·͢ɻ͔͠͠ɺΧϥʔίϛοΫ͸ख࡞ۀͰ৭෇͚Λߦ͏ඞཁ͕͋Γɺߴ͍ਓ݅අ͕͔͔Γ· ͢ɻ࠷ۙͰ͸ࣗಈΧϥʔԽख๏΋ఏҊ͞Ε͍ͯ·͕͢ɺͦͷଟ͘͸ΠϥετΛର৅ͱͨ͠΋ͷͰɺίϛοΫʹ͸ద͍ͯ͠·ͤΜɻ·ͨɼ ϚϯΨ͸ΠϥετͱҟͳΓɼଟ਺ͷ࿈ଓͨ͠ը૾Ͱߏ੒͞Ε͍ͯΔͨΊɼృΓํʹҰ؏ੑ͕ٻΊΒΕ·͢ɻͦ͜ͰຊݚڀͰ͸ɼੜ੒తఢ ରωοτϫʔΫʢ("/ʣΛ༻͍ͯɼগྔͷֶशσʔλ͔ΒಛఆͷίϛοΫͷը෩Λֶश͢Δ൒ࣗಈண৭ख๏ΛఏҊ͢ΔɽఏҊख๏͸ɼε ΫϦʔϯτʔϯը૾ͱϑϥοτΧϥʔը૾ͷϖΞΛೖྗͱ͠ɼ৭෇͚͞Εͨը૾Λग़ྗ͢Δɽ࣮ݧͷ݁ՌɼఏҊख๏͸طଘͷख๏ΑΓ΋ ༏ΕͨੑೳΛୡ੒ͨ͠ɽ

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  70. 4UBHF 4UBHF

  71. /FUXPSLTUSVDUVSFPGHFOFSBUPS(#

  72. ޒ౳෼ͷՖՇʢ̍ʣஶɿय़৔ɹͶ͗ IUUQTLDLPEBOTIBDPKQQSPEVDU JUFN έϩϩ܉૤  ٢࡚؍Ի IUUQTXFCBDFKQTIPOFOBDFDPOUFOUTDPNJDT ϖʔδ ϖʔδ

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  75. None
  76. None
  77. "CMBUJPOTUVEZ

  78. σΟʔϓϥʔχϯάͷݱ୅਺ֶ ݪจ5IF.PEFSO.BUIFNBUJDTPG%FFQ-FBSOJOH ஶऀ IUUQBSYJWPSHBCTW ਂ૚ֶशͷ਺ֶతղੳͱ͍͏৽͍͠෼໺ʹ͍ͭͯઆ໌͠·͢ɻ͜ͷ෼໺͸ɺݹయతͳֶशཧ࿦ͷ࿮૊ΈͷதͰ͸౴͑ΒΕͳ͔ͬͨݚڀ՝ ୊ͷϦετʹج͍ͮͯੜ·Εͨɻ͜ΕΒͷٙ໰͸ɺΦʔόʔύϥϝτϦοΫͳχϡʔϥϧωοτϫʔΫͷ༏ΕͨҰൠԽೳྗɺਂ૚ΞʔΩ ςΫνϟʹ͓͚Δਂ͞ͷ໾ׂɺ࣍ݩͷढ͍͕໌Β͔ʹͳ͍͜ͱɺ໰୊͕ඇತͰ͋Δʹ΋͔͔ΘΒͣ࠷దԽ͕ڻ͘΄Ͳ͏·͍͘͘͜ͱɺͲ ͷΑ͏ͳಛ௃ֶ͕श͞ΕΔ͔Λཧղ͢Δ͜ͱɺͳͥਂ૚ΞʔΩςΫνϟ͕෺ཧతͳ໰୊Ͱྫ֎తʹ͏·͍͘͘ͷ͔ɺΞʔΩςΫνϟͷͲ ͷࡉ͔͍ଆ໘ֶ͕शλεΫͷಈ࡞ʹͲͷΑ͏ʹӨڹ͢Δͷ͔ɺͳͲͰ͋Δɻຊ࿦จͰ͸ɺ͜ΕΒͷ໰୊ʹର͢Δ෦෼తͳճ౴ΛಘΔͨΊ ͷ࠷৽ͷΞϓϩʔνͷ֓ཁΛ঺հ͠·͢ɻݫબ͞ΕͨΞϓϩʔνʹ͍ͭͯ͸ɺओཁͳΞΠσΞΛΑΓৄࡉʹઆ໌͢Δɻ

  79. $-*1%SBXݴޠը૾ΤϯίʔμʔʹΑΔςΩετ͔Βਤ໘΁ͷ߹੒ͷ୳ٻ ݪจ$-*1%SBX&YQMPSJOH5FYUUP%SBXJOH4ZOUIFTJTUISPVHI-BOHVBHF*NBHF&ODPEFST ཁ໿ࣄલֶशࡁ$-*1Λར༻ͯ͠ϕδΤۂઢΛੜ੒͢Δ͜ͱͰਓؒʹͱͬͯೝ஌͠΍͍͢ը૾Λੜ੒͢Δɻ ஶऀ$SPTT-BCT $SPTT$PNQBTT-UE .BTTBDIVTFUUT*OTUJUVUFPG 5FDIOPMPHZ &BSUI-JGF4DJFODF*OTUJUVUF 5PLZP*OTUJUVUFPG 5FDIOPMPHZ

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  80. IUUQTOBLBZBTVDPNMFDUVSF &&#&"&##&#"& #&" IUUQTTVQQPSULP[PDPKQTVQQPSUEJTQQIQ RQ

  81. ·ͣɺઆ໌จΛ$-*1ϞσϧͰΤϯίʔυ͠ɺϥϯμϜͳ /ݸͷϕδΤۂઢΛॳظԽ͢Δɻ֤൓෮ʹ͓͍ͯɺۂઢ ͸ඍ෼ՄೳͳϨϯμϥʔΛհͯ͠ϐΫηϧը૾ʹϨϯμ Ϧϯά͞Εɺ݁Ռͱͯ͠ಘΒΕͨը૾͸%ճෳ੡͞Εɺ ϥϯμϜͳࢹ఺ҠಈͱϥϯμϜͳΫϩοϓˍϦαΠζʹ Αͬͯ૿ڧ͞Ε·͢ɻ૿෯͞Εͨը૾ͷόον͸$-*1ը ૾Τϯίʔμʔʹ౉͞Εɺهड़ϑϨʔζ΁ͷίαΠϯڑ ཭͕߹ܭ͞Εͯଛࣦ஋ͱͳΓ·͢ɻ͢΂ͯͷԋࢉ͸ඍ෼ ՄೳͰ͋ΔͨΊɺޯ഑߱Լ๏Λ༻͍ͯϧʔϓશମΛ࣮ߦ ͠ɺۂઢͷύϥϝʔλΛ࠷దԽ͢Δ͜ͱͰଛࣦΛݮΒ͢

    ͜ͱ͕Ͱ͖·͢ɻ͜ͷखॱ͸ɺऩଋ͢Δ·ͰԿ౓΋܁Γ ฦ͞ΕΔɻ
  82. None
  83. ࠷దԽൺֱ

  84. ༷ʑͳख๏Ͱهड़Λຬ͍ͨͯ͠Δ ໦൛ը ҟͳΔελΠϧͷਤ໘Λ࡞੒

  85. ετϩʔΫ਺Λௐ੔͢Δ͜ͱͰγϯϓϧ͞ͱෳࡶ౓Λௐ੔ ந৅తͳݴ༿Λඳࣸ

  86. OFWBUJWFQSPNQUTʹΑΔඍௐ੔

  87. OFWBUJWFQSPNQUTʹΑΔඍௐ੔

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  89. 4VQFS(-6& 7JTVBM5BTL"EBQUBUJPO#FODINBSL -POH3BOHF"SFB 

  90. "UBSJ %.$POUSPM4VJUF

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  96. 5Z%J2"(PME1 'TDPSFT BGUFS fi OFUVOJOHN5 #BTFBOEN56OJGPSNPOEBUBTFUTUIBUXFSF NBDIJOFUSBOTMBUFEGSPNUIFPSJHJOBM'JOOJTITVCTFU fi 0 

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  97. ਂ૚ֶशΛ༻͍ͨ,ө૾ͷϦΞϧλΠϜ௒ղ૾γεςϜ ݪจ3FBM5JNF4VQFS3FTPMVUJPO4ZTUFNPG,7JEFP#BTFEPO%FFQ-FBSOJOH ஶऀα΢ε΢Σετେֶ έϯϒϦοδେֶ IUUQBSYJWPSHBCTW ϏσΦ௒ղ૾ʢ743ʣٕज़͸ɺิؒϕʔεͷΞϧΰϦζϜʹىҼ͢Δෆշͳ΅͔͠ޮՌΛճආ͠ɺ௿඼࣭ͷϏσΦΛ࠶ߏங͢Δͷʹ༏Ε ͍ͯ·͢ɻ͔͠͠ɼݱ࣮ͷΞϓϦέʔγϣϯɼಛʹେن໛ͳ743λεΫͰ͸ɼ๲େͳܭࢉͷෳࡶ͞ͱϝϞϦͷ઎༗͕ɼෆ઱໌͞ͷΤοδ ͱϥϯλΠϜͷਪ࿦Λ๦͍͛ͯΔɻຊ࿦จͰ͸ɺϦΞϧλΠϜ743γεςϜͷՄೳੑΛ୳Γɺ&(743ͱݺ͹ΕΔޮ཰తͰ൚༻తͳ743ω οτϫʔΫΛઃܭ͢ΔɻఏҊ͞Εͨ&(743͸ɺ࣌ؒతίώʔϨϯεͷͨΊͷۭ࣌ؒతͳఢରతֶशʹج͍͍ͮͯΔɻຊ࿦จͰ͸ɺ,ղ ૾౓·Ͱͷ743ॲཧೳྗͷߴ଎ԽΛ௥ٻ͢ΔͨΊʹɺܰྔͳωοτϫʔΫߏ଄ͱޮ཰తͳΞοϓαϯϓϦϯάख๏Λબ୒͠ɺߴը࣭Λอ

    ূͭͭ͠&(743ωοτϫʔΫʹඞཁͳܭࢉྔΛ࡟ݮ͢Δ͜ͱΛࢼΈΔɻ·ͨɺ&(743ωοτϫʔΫͷਪ࿦ϓϩηεΛ࠷దԽ͢ΔͨΊ ʹɺόονਖ਼نԽܭࢉϑϡʔδϣϯɺ৞ΈࠐΈՃ଎ΞϧΰϦζϜɺͦͷଞͷχϡʔϥϧωοτϫʔΫՃ଎ٕज़Λ࣮ࡍͷϋʔυ΢ΣΞϓϥ οτϑΥʔϜʹ࣮૷͍ͯ͠·͢ɻ࠷ऴతʹɺզʑͷ&(743͸ɺ,!'14ͷϦΞϧλΠϜॲཧೳྗΛୡ੒͠·ͨ͠ɻ·ͨɺݱࡏ࠷ઌ ୺ͷ743ωοτϫʔΫͰ͋Δ5FDP("/ͱൺֱͯ͠ɺܭࢉີ౓Λ࡟ݮ͠ɺੑೳΛഒʹߴ଎Խ͠·ͨ͠ɻࢹ֮త඼࣭ͷ໘Ͱ ͸ɺఏҊ͢Δ&(743͸ɺެ։ςετσʔληοτ7JEʹ͓͍ͯɺ΄ͱΜͲͷࢦඪʢ-1*14ɺU0'ɺU-1ͳͲʣͰτοϓͱͳΓɺ૯߹తͳ ύϑΥʔϚϯεείΞͰ͸ଞͷ࠷ઌ୺ͷख๏Λ্ճ͍ͬͯ·͢ɻ͜ͷϓϩδΣΫτͷιʔείʔυ͸IUUQTHJUIVCDPN5INFO &(743ʹ͋Γ·͢ɻ
  98. None
  99. ΞʔΩςΫνϟ w '/FU w Τϯίʔμ\$POWEˠ-FBLZ3F-6ˠ$POWEˠ-FBLZ3F-6ˠ.BY1PPM^Y w σίʔμ\$POWEˠ-FBLZ3F-6ˠ$POWEˠ-FBLZ3F-6ˠ#JMJOFSB6Qº^Y w 43/FU w

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  100. #BUDI/PSNBMJ[BUJPO'VTJPO 1×1 convolution 𝑓 𝑥 ⃑  𝑊 ∗ 𝑥

    ⃑   𝑏 ,
  101. ΞοϓαϯϓϦϯά deconvolution, transpose convolution, fractionally-strided convolution, up-convolution, backwards convolution͸͢΂͓ͯͳ͡΋ͷ https://techblog.nhn-techorus.com/archives/12879

  102. IUUQTHJUIVCDPN5INFO&(743

  103. None
  104. &WJM.PEFMχϡʔϥϧωοτϫʔΫϞσϧͷதʹϚϧ΢ΣΞΛӅ͢ ݪจ&WJM.PEFM)JEJOH.BMXBSF*OTJEFPG/FVSBM/FUXPSL.PEFMT ΤϯυσόΠεͰΞϓϦέʔγϣϯ͕ϞσϧΛىಈ͢Δࡍʹ͸ɺͦ ͷϞσϧ͕ਖ਼౰ͳ΋ͷ͔ΛݕূʢWFSJ fi DBUJPOʣ͢Δ͜ͱΛఏҊ 
 ύϥϝʔλͷҰ෦Λ-4#Λ༻͍ͨը૾εςΨϊάϥϑΟͷΑ͏ʹ मਖ਼ͯ͠Ϛϧ΢ΣΞΛຒΊࠐΉख๏͸͜Ε·Ͱ͋ͬͨʢ5FODFOUʣ ͕ɺࠓճ͸ύϥϝʔλશͯΛஔ͖׵͑Δɻ

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  105. None
  106. ςΩετ෼ྨͷͨΊͷσʔλ֦ுʹؔ͢Δௐࠪ ݪจ"4VSWFZPO%BUB"VHNFOUBUJPOGPS5FYU$MBTTJ DBUJPO ஶऀμϧϜγϡλοτ޻Պେֶ IUUQBSYJWPSHBCTW ػցֶश༻ͷֶशσʔλΛม׵ʹΑͬͯਓ޻తʹ࡞੒͢ΔʮσʔλΦʔάϝϯςʔγϣϯʯ͸ɺػցֶशͷ෼໺Λ௒͑ͯ޿͘ݚڀ͞Εͯ ͍Δݚڀ෼໺Ͱ͢ɻϞσϧͷ൚ԽೳྗΛߴΊΔͨΊʹ༗༻Ͱ͋ΔҰํɺ໨తͷਖ਼ଇԽΛ௒͑ΔݶΒΕֶͨशσʔλྔͷࠀ෰͔ΒɺϓϥΠ όγʔอޢͷͨΊͷ࢖༻σʔλྔͷ੍ݶ·Ͱɺଞͷଟ͘ͷ՝୊΍໰୊ʹରॲ͢Δ͜ͱ͕Ͱ͖·͢ɻຊௐࠪͰ͸ɺσʔλิڧͷ໨తͱԠ༻ ʹؔ͢Δਖ਼֬ͳهड़ʢ$ʣͱɺطଘͷݚڀʹର͢Δ෼ྨ๏ʢ$ʣʹج͍ͮͯɺςΩετ෼ྨͷͨΊͷσʔλิڧ๏Λର৅ͱ͠ɺݚڀऀ ͱ࣮຿ऀͷͨΊͷ؆ܿͰแׅతͳ֓ཁΛୡ੒͢Δ͜ͱΛ໨తͱ͍ͯ͠·͢ʢ$ʣɻ͜ͷ෼ྨ๏ʹج͍ͮͯɺҎ্ͷख๏Λͷҟͳ

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