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Introduction of Deep Learning for Rubyist
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tanaken0515
November 30, 2019
Programming
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Introduction of Deep Learning for Rubyist
tanaken0515
November 30, 2019
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Transcript
ʮ3VCZJTUͷͨΊͷ%FFQ-FBSOJOHೖʯฤ ాத݈ଠ(.01FQBCP *OD ࣛࣇౡ3VCZձٞ ͔ͬ͝·หͷ%FFQ-FBSOJOHΛ 3VCZͰ͖ͬ
ࣛࣇౡ3VCZձٞӡӦҕһ (.0ϖύϘגࣜձࣾ46;63*ࣄۀ෦ΤϯδχΞ ాத݈ଠ!UBOBLFO
ࣛࣇౡหͷػց༁Λ 3VCZͰΓ͍ͨ
ػց༁ͷΞϓϩʔν ϧʔϧϕʔεػց༁ 3VMF#BTFE.BDIJOF5SBOTMBUJPO ౷ܭతػց༁ 4UBUJTUJDBM#BTF.BDIJOF5SBOTMBUJPO χϡʔϥϧػց༁ /FVSBM.BDIJOF5SBOTMBUJPO (PPHMF༁ʹΘΕ͍ͯΔχϡʔϥϧػց༁ΛͬͯΈ͍ͨ
(PPHMF`T/FVSBM.BDIJOF5SBOTMBUJPO4ZTUFN#SJEHJOHUIF(BQCFUXFFO)VNBOBOE.BDIJOF5SBOTMBUJPO
dࣛࣇౡห༁ͷಓd 3VCZJTUͷͨΊͷ%FFQ-FBSOJOHೖ χϡʔϥϧػց༁ೖʙຊޠΛӳޠʹ༁͢Δʙ ࣛࣇౡห༁ʙํݴ༁ͷΞϓϩʔνʙ
dࣛࣇౡห༁ͷಓd 3VCZJTUͷͨΊͷ%FFQ-FBSOJOHೖ χϡʔϥϧػց༁ೖʙຊޠΛӳޠʹ༁͢Δʙ ࣛࣇౡห༁ʙํݴ༁ͷΞϓϩʔνʙ ࠓओʹ͜Εʹ͍ͭͯ͠·͢
dࣛࣇౡห༁ͷಓd 3VCZJTUͷͨΊͷ%FFQ-FBSOJOHೖ χϡʔϥϧػց༁ೖʙຊޠΛӳޠʹ༁͢Δʙ ࣛࣇౡห༁ʙํݴ༁ͷΞϓϩʔνʙ ͜ΕΒʹ͍ͭͯগ͚ͩ͠͠·͢
ࠓճͷΰʔϧ #FGPSF !ʮ%FFQ-FBSOJOHͬͨ͜ͱͳ͍ͳ͊ʯ ʮΔͱͯ͠1ZUIPO͡Όͳ͍ʁʯ "GUFS #ʮ3VCZͰ%FFQ-FBSOJOHΓ͍ͨʂʯ
͘͡ 3VCZͰ%FFQ-FBSOJOHΛΔʹʁ ۩ମతʹͲ͏࣮͢Δͷʁ %FFQ-FBSOJOHΛֶͿʹʁ
3VCZͰ %FFQ-FBSOJOHΛΔʹʁ
1ZUIPOͷ߹ ϑϨʔϜϫʔΫ $IBJOFS 5FOTPS'MPX .9/FU ܭࢉɺߦྻܭࢉ /VN1Z $V1Z IUUQTTQFBLFSEFDLDPNTPOPUTSFEDIBJOFS BOEDVNPQSBDUJDBMEFFQMFBSOJOHJOSVCZBU
SVCZLBJHJ TMJEF
3VCZͷ߹ ϑϨʔϜϫʔΫ 3FE$IBJOFS 5FOTPS'MPXSC .9/FUSC NFOPISVCZ ܭࢉɺߦྻܭࢉ /VNP/"SSBZ $VNP IUUQTTQFBLFSEFDLDPNTPOPUTSFEDIBJOFS
BOEDVNPQSBDUJDBMEFFQMFBSOJOHJOSVCZBU SVCZLBJHJ TMJEF
3VCZͰ%FFQ-FBSOJOH 3VCZ༻ͷϑϨʔϜϫʔΫ͕͋Δʂ ͋Δ͍ɺ1Z$BMMͱ͍͏SVCZHFNΛͬͯ 3VCZ͔Β1ZUIPOͷϥΠϒϥϦΛ͏͜ͱՄೳ
ͳΔ΄ͲͶ Ͱɺ۩ମతʹͲ͏࣮͢Δͷʁ
3FE$IBJOFS 1ZUIPOͷ$IBJOFSΛ3VCZͰҠ২ͨ͠ͷ 3VCZ༻ͷχϡʔϥϧωοτϫʔΫͷϑϨʔϜϫʔΫ 3VCZ,BJHJͷొஃ༰ʹ 3FE$IBJOFSBOE$VNP1SBDUJDBM%FFQ-FBSOJOHJO3VCZBU3VCZ,BJHJ4QFBLFS%FDL 3VCZGPS/-13VCZ,BJHJ %FFQ-FBSOJOH1SPHSBNNJOHPO3VCZ4QFBLFS%FDL
ྫΞϠϝ *SJT ͷछΛྨ͢Δ *SJT%BUB4FUϨίʔυ छYϨίʔυ ͕͘ยͷ͞ ͕͘ยͷ෯ ՖͼΒͷ͞ ՖͼΒͷ෯ ΞϠϝͷछ
*SJT4FUPTB *SJT7FSTJDPMPVS *SJT7JSHJOJDB σʔλΛֶशͯ͠छΛਪ͢Δ *OQVU͕͘หͷ͞ɾ෯ɺՖͼΒͷ͞ɾ෯ 0VUQVUछ
ਪͱֶश
ਪͷΠϝʔδ ԿΒ͔ͷॲཧ ೖྗ
ग़ྗ ֤छʹ ଐ͢Δ֬
.-1.VMUJMBZFS1FSDFQUSPO
.-1.VMUJMBZFS1FSDFQUSPO தؒ ·ͨɺӅΕ
.-1.VMUJMBZFS1FSDFQUSPO ઢܗม -
ߦ/ྻ ઢܗม - /ߦ/ྻ ઢܗม - /ߦྻ ઢܗมΛܦͯग़ྗ͢Δ /ӅΕͷϊʔυ
.-1.VMUJMBZFS1FSDFQUSPO தؒͰ ඇઢܗมߦͳ͏
ඇઢܗม 3F-V ඇઢܗม 3F-V
<࣮>3FE$IBJOFSͰ.-1 ֤Ͱߦ͏มΛఆٛ ࠓճͭͷઢܗม ೖྗY͕༩͑ΒΕͨ࣌ͷਪॲཧ ઢܗ ඇઢܗͷมΛ܁Γฦ͢
ਪ͜͜·Ͱɹଓֶ͍ͯश
ֶशͷΠϝʔδ ೖྗ ਪͱਖ਼ղΛൺͯΈΔͱʜʁ
ग़ྗ
ֶशͷΠϝʔδ ೖྗ ग़ྗ
ਖ਼ղ ਪͱਖ਼ղΛൺͯΈΔͱʜʁ
ֶशͷΠϝʔδ ೖྗ ग़ྗ
ਖ਼ղ ޡ͕ࠩ͋Δ ਪͱਖ਼ղΛൺͯΈΔͱʜʁ
ֶशͷΠϝʔδ ೖྗ ઢܗม - ߦ/ྻ ઢܗม
- /ߦ/ྻ ઢܗม - /ߦྻ ग़ྗ ਖ਼ղ
ֶशͷΠϝʔδ ೖྗ ઢܗม - ߦ/ྻ ઢܗม
- /ߦ/ྻ ઢܗม - /ߦྻ ग़ྗ ਖ਼ղ ޡ͕ࠩখ͘͞ͳΔΑ͏ʹ ઢܗมͷॏΈΛ ߋ৽͢Δ ֶश
ʮޡ͕ࠩখ͘͞ͳΔΑ͏ʹʯͱʁ ޡࠩΛଛࣦؔ -PTT ͱͯ͠ఆٛ͢Δ ͦΕͧΕͷॏΈύϥϝʔλ 8 ʹؔͯ͠ɺଛࣦؔͷޯΛٻΊΔ ޯ㲈͖ภඍͰٻΊΔ͜ͱ͕Ͱ͖Δ ॏΈύϥϝʔλΛޯͷٯํʹߋ৽͢Δޯ߱Լ๏ ྫ
֬తޯ߱Լ๏ 4%(4UPDIBTUJD(SBEJFOU%FTDFOU
ֶशΛ3FE$IBJOFSͰͬͯΈΔ
<࣮>σʔληοτͷ४උͱׂ ݸͷσʔλ <<Y Y Y Y> Z> <<Y Y Y
Y> Z> ʜ ֶश༻ ݕূ༻ ςετ༻ ֶश༻ͷσʔλΛ σʔλֶͣͭश͢Δ
<࣮>ਪͱֶशͷϩδοΫࢦఆ ਪ༻ͷωοτϫʔΫΛ࡞Δ ࠓճ.-1Λ͏
<࣮>ਪͱֶशͷϩδοΫࢦఆ ྨ༻ͷϥούʔ ࢦఆ͞ΕͨଛࣦؔΛͬͯଛࣦΛฦ͢Α͏ʹQSFEJDUPSΛϥοϓ͢Δ ະࢦఆͷ߹ަࠩΤϯτϩϐʔޡࠩ
<࣮>ਪͱֶशͷϩδοΫࢦఆ ॏΈΛߋ৽ ֶश ͢ΔϩδοΫΛࢦఆ PQUJNJ[FSʹج͍ͮͯɺֶश༻σʔλ ΠςϨʔλ Ͱ ਪଛࣦͷࢉग़ॏΈͷߋ৽ΛΔPCKFDU
<࣮>ֶशͷ࣮ߦ VQEBUFSʹΑΔֶशΛ TUPQ@USJHHFS·Ͱ܁Γฦ͢ ࠓճFQPDI ੈ
ֶशͷ༷ࢠ ଛࣦ͕ݮ͍͖ͬͯɺ ਖ਼ղ্͕͕͍ͬͯ͘
ֶशͷ༷ࢠ ݕূ༻σʔλ Ͱ ࣅͨ݁Ռͱͳͬͨ
ֶशͨ͠ޙ
<࣮>εφοϓγϣοτΛͬͨਪ ֶश࣌ͱಉ͡ߏͷωοτϫʔΫʹ εφοϓγϣοτΛ-PBE͢Δ ςετ༻σʔλͷਪ݁ՌΛ ਖ਼ղͱൺֱ͢Δ
ਪ݁Ռ ਖ਼ղ ෆਖ਼ղ݅
Θ͔͖ͬͯͨʂ ͬͱֶͿʹʁ
$IBJOFS5VUPSJBM͕Φεεϝ ४උฤ ͡Ίʹ 1ZUIPOೖ ػցֶशʹΘΕΔֶ ඍͷجૅ ઢܗͷجૅ ֬ɾ౷ܭͷجૅ ػցֶशͱσʔλੳೖ ୯ճؼੳͱॏճؼੳ
/VN1Zೖ TDJLJUMFBSOೖ $V1Zೖ 1BOEBTೖ .BUQMPUMJCೖ σΟʔϓϥʔχϯάೖ χϡʔϥϧωοτϫʔΫ ͷجૅ $IBJOFSͷجૅ $IBJOFSͷԠ༻ τϨʔφͱ ΤΫεςϯγϣϯ ແྉͰχϡʔϥϧωοτϫʔΫ·ͰͷجૅΛຬวͳֶ͘Δ
·ͱΊ 3VCZͰ%FFQ-FBSOJOHΛΔʹʁ 3VCZ༻ͷϑϨʔϜϫʔΫ͔ɺ1Z$BMMΛ͏ ۩ମతʹͲ͏࣮͢Δͷʁ 3FE$IBJOFSΛͬͨྨͷ࣮ྫΛհͨ͠ %FFQ-FBSOJOHΛֶͿʹʁ $IBJOFS5VUPSJBM͕Φεεϝ
3VCZͰ%FFQ-FBSOJOH Γͨ͘ͳ͖ͬͯͨਓ#ʁ
None
<༧ࠂ>ʮχϡʔϥϧػց༁ೖʯฤ ୯ޠͷϕΫτϧԽʂʁࢄදݱʁʁ ܗଶૉղੳ.F$BCʂHFN/BUUPʁ ࣗવݴޠॲཧͰ༻͍ΒΕΔχϡʔϥϧωοτϫʔΫͱʜʂʁ XPSEWFD $#08 DPOUJOVPVTCBHPGXPSET Ϟσϧ 3// SFDVSSFOUOFVSBMOFUXPSL
-45. MPOHTIPSUUFSNNFNPSZ 4FRVFODFUP4FRVFODF 3FE$IBJOFSͰͲ͜·Ͱ࣮ݱͰ͖Δͷ͔ʂʁ
<༧ࠂ>ʮࣛࣇౡห༁ʯฤ ํݴσʔλͲ͜ͰखʹೖΕΔʂʁ ώϯτࠃཱࠃޠݚڀॴʰํݴஊࢿྉʱʹ͋ͬͨʂ σʔλͷෆΛิ͏ʹʜʂʁ ࣅ͍ͯΔํݴʹண͢Δͱʂʁ ӳޠ༁Λͦͷ··ͯΊΔ͜ͱͰ͖ͳ͍ʂʁʂʁ ํݴͷςΩετɺൃԻΛ࣮ʹදݱ͢Δඞཁ͕͋Δ ୯ޠΑΓԻ͕େࣄͻΒ͕ͳɺΧλΧφɺΞϧϑΝϕοτ
3VCZͰࣛࣇౡห༁ Γͨ͘ͳ͖ͬͯͨਓ#ʁ
None
͍͕͋ͱ͛ͨ͞͠ 5IBOLZPVGPSMJTUFOJOH