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Pythonではじめるディープラーニング - TensorFlow + Keras で学習、i...
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kasacchiful
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November 10, 2018
Programming
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Pythonではじめるディープラーニング - TensorFlow + Keras で学習、iOS + CoreML で推論にチャレンジ - / osc2018niigata
オープンソースカンファレンス2018新潟で発表した資料
kasacchiful
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November 10, 2018
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Transcript
1ZUIPOͰ͡ΊΔσΟʔϓϥʔχϯά 5FOTPS'MPX ,FSBTͰֶश J04 $PSF.-ͰਪʹνϟϨϯδ ΦʔϓϯιʔεΧϯϑΝϨϯε৽ׁ ּݪ
ࣗݾհ w ּݪ !LBTBDDIJGVM w ৽ׁࢢࡏॅ w 3VCZ͕͓ؾʹೖΓ w
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એ
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w ࣍ճདྷि݄ʢʣʹ1ZUIPOೖฤΛ։࠵ w 1ZUIPO%KBOHPNFFUVQͬͨΓͯ͠·͢ɻ w IUUQTQZNMOJJHBUBDPOOQBTTDPNͰΠϕϯτҊ͋Γ·͢ɻ
1ZUIPOػցֶशษڧձJO৽ׁ IUUQTQZNMOJJHBUBDPOOQBTTDPNFWFOU
"84ͷϢʔβձΛઃཱ ୈճษڧձΛ݄ ։࠵ IUUQTKBXTVHOJJHBUBDPOOQBTTDPN
ຊ
͜Μͳݴ༿ฉ͍ͨ͜ͱ͋Δʁ
͜Μͳݴ༿ฉ͍ͨ͜ͱ͋Δʁ w ػցֶशʗσΟʔϓϥʔχϯά͕᷿Ͱͱͳͬͯܦ ͪ·ͨ͠ɻ w ଟ͘ͷೖॻ͕ചΒΕ͍ͯ·͢ɻ w ػցֶशʗσΟʔϓϥʔχϯάΛͬͨ8FCαʔϏε ଟ͋͘Γ·͢ɻ w
ಠࣗʹֶशɾਪΛ͢Δํ๏ɺ044ϥΠϒϥϦΛ͏ ͜ͱͰ؆୯ʹ࢝ΊΔ͜ͱ͕Ͱ͖·͢ɻ
ຊͷ༰ w ػցֶशʗσΟʔϓϥʔχϯά1ZUIPOͰ؆୯ʹࢼ͢ڥ͕ͬ ͖͍ͯͯ·͢ɻ w ࠓճ(PPHMF$PMBCPSBUPSZ্ͷ(16ڥͰɺ5FOTPS'MPXͱ ,FSBTΛͬͨը૾ೝࣝͷֶशΛߦ͍·͢ɻ w ·ͨɺ࠷ۙͰΤοδσόΠεଆͰֶश݁ՌΛಋ͖ग़͢ਪΛߦ ͏͜ͱଟ͘ͳΓ·ͨ͠ɻ
w ͦ͜Ͱɺ,FSBTͰֶशֶͨ͠शࡁϞσϧΛDPSFNMUPPMTͰมΛ ্͔͚ͨͰɺJ04ΞϓϦʹ$PSF.-Λ࣮ͬͯ͠ɺJ04্Ͱਪ Λͯ͠Έ·͢ɻ
ຊͷ༰ ຊΔ༰ͷશମਤ 5FOTPS'MPX ,FSBTΛֶͬͯश DPSFNMUPPMTΛͬͯɺֶशࡁϞσϧΛม $PSF.-ΛͬͯJ04ΞϓϦʹֶशࡁϞσϧΛ࣮
J04ΞϓϦ্Ͱਪ
ຊͷ༰ ຊΔ༰ͷશମਤ 5FOTPS'MPX ,FSBTΛֶͬͯश DPSFNMUPPMTΛͬͯɺֶशࡁϞσϧΛม $PSF.-ΛͬͯJ04ΞϓϦʹֶशࡁϞσϧΛ࣮
J04ΞϓϦ্Ͱਪ
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σϞͷશମਤ ਖ਼ղϥϕϧ ֶशը૾σʔλ ֶश ਪ ະͷ ը૾σʔλ 7(( Ϟσϧ ఆ
,FSBT ֶशࡁ Ϟσϧ $PSF.- ܗࣜͷ ֶशࡁϞσϧ DPSFN MUPPMT ม J04
࠷ऴతͳΞϓϦ͜Μͳײ͡
ຊͷ༰ ຊΔ༰ͷશମਤ 5FOTPS'MPX ,FSBTΛֶͬͯश DPSFNMUPPMTΛͬͯɺֶशࡁϞσϧΛม $PSF.-ΛͬͯJ04ΞϓϦʹֶशࡁϞσϧΛ࣮
J04ΞϓϦ্Ͱਪ
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OET@WHH@TBNQMFJQZOC
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w όεηϯλʔͷΧϨʔʢਆ௮͚ଟΊͷԫ৭͍ΧϨʔͰ͢ʣ
ֶशͷྲྀΕ σʔλΛूΊΔ w #JOH4FBSDI"1*WΛͬͯɺը૾Λऩू σʔλΛਫ૿͢͠Δ w ,FSBTͷ*NBHF(FOFSBUPSΛͬͯɺֶश࣌ʹϥϯμϜͰը૾ΛͣΒͨ͠Γɺճసͤͨ͞Γ
ΞϧΰϦζϜΛ࣮͢Δ w ,FSBTʹ༻ҙ͞Ε͍ͯΔʮ7((ʯΞϧΰϦζϜΛ༻ w ࠓճͷը૾ྨʹ߹ΘͤͯɺϑΝΠϯνϡʔχϯά࣮ࢪ ֶश͢Δ w 1ZUIPOͰ࣮ͨ͠ΞϧΰϦζϜΛ࣮ߦ͠ɺֶशࡁϞσϧ IϑΝΠϧ Λੜ
σϞ
ຊͷ༰ ຊΔ༰ͷશମਤ 5FOTPS'MPX ,FSBTΛֶͬͯश DPSFNMUPPMTΛͬͯɺֶशࡁϞσϧΛม $PSF.-ΛͬͯJ04ΞϓϦʹֶशࡁϞσϧΛ࣮
J04ΞϓϦ্Ͱਪ
$PSF.-ͱʁ w J04ΑΓఏڙ͞ΕͨɺػցֶशͷϞσϧΛJ04ΞϓϦͰ ؆୯ʹѻ͏ͨΊͷϑϨʔϜϫʔΫ w ਪ༻్͕ϝΠϯ $SFBUF.-ͰֶशϞσϧ࡞Ε·͕͢ w ࠓ·ͰɺαʔόଆͰਪ͍ͯͨ͠ͷ͕ɺJ04্Ͱਪ
Ͱ͖ΔΑ͏ʹͳΔͷͰɺϨεϙϯε͕ྑ͘ͳͬͨΓɺ௨ ৴ྔ͑ΒΕͨΓ͢Δ w J04͔Β͋Δɺ.14 .FUBM1FSGPSNBODF4IBEFST ͱ ͔Λ͏͜ͱͰ͖Δ͕ɺ$PSF.-ͷํ͕͍͍͢
$PSF.-ͱʁ Ҿ༻IUUQTEFWFMPQFSBQQMFDPNEPDVNFOUBUJPODPSFNM $PSF.- .FUBM1FSGPSNBODF4IBEFST "DDFMFSBUFBOE#//4 7JTJPO /BUVSBM-BOHVBHF (BNFQMBZ,JU :PVS"QQ
DPSFNMUPPMTͱʁ w $PSF.-ͷϞσϧϑΝΠϧʹม͢Δπʔϧ 1ZUIPO w ,FSBTͷଞɺ$B⒎FTDJLJUMFBSO9(CPPTUMJC47.Λ αϙʔτ w υΩϡϝϯτIUUQTBQQMFHJUIVCJPDPSFNMUPPMT
w ιʔεIUUQTHJUIVCDPNBQQMFDPSFNMUPPMT
͜ͷϑΣʔζͰΔ͜ͱ w ઌ΄Ͳ,FSBTͰ࡞ֶͨ͠शࡁϞσϧ Iܗࣜ Λ DPSFNMUPPMTʹͯίϯόʔτ w ࠓճɺ(PPHMF$PMBCͷΠϯελϯε্ʹɺQJQͰ DPSFNMUPPMTΛΠϯετʔϧͯ͠ม͠·͢ w
ίϯόʔτͨ݁͠Ռɺ$PSF.-Ͱѻ͑ΔΑ͏ͳֶशࡁϞ σϧ NMNPEFMܗࣜ ͕ग़དྷ্͕Δ w NMNPEFMϑΝΠϧΛμϯϩʔυ͓ͯ͘͠
σϞ
ຊͷ༰ ຊΔ༰ͷશମਤ 5FOTPS'MPX ,FSBTΛֶͬͯश DPSFNMUPPMTΛͬͯɺֶशࡁϞσϧΛม $PSF.-ΛͬͯJ04ΞϓϦʹֶशࡁϞσϧΛ࣮
J04ΞϓϦ্Ͱਪ
ਪͷྲྀΕ w ΧϝϥࡱӨ͘͠ϥΠϒϥϦʹ͋ΔࣸਅબΛߦ͍ɺը૾σʔ λΛऔಘ w ը૾σʔλΛ7JTJPOϑϨʔϜϫʔΫʹ࣮ͯ͠ߦ w 7JTJPOϑϨʔϜϫʔΫΛΘͳ͍߹ɺ6**NBHFΛ $71JYFM#V⒎FSʹม্ͨ͠ͰɺNMNPEFMͷQSFEJDUJPO ϝ
ιουΛίʔϧ͢Δඞཁ͕͋ΔͷͰɺগʑ໘ w ྨ݁Ռ͕SFUVSO͞ΕΔ w ྨ݁ՌΛΞϓϦͷը໘্ʹදࣔ
NMNPEFMͷϑΝΠϧ
ຊͷ༰ ຊΔ༰ͷશମਤ 5FOTPS'MPX ,FSBTΛֶͬͯश DPSFNMUPPMTΛͬͯɺֶशࡁϞσϧΛม $PSF.-ΛͬͯJ04ΞϓϦʹֶशࡁϞσϧΛ࣮
J04ΞϓϦ্Ͱਪ
σϞ
·ͱΊ w ֶशڥ໘ w 1ZUIPOͷػցֶशؔ࿈ϥΠϒϥϦ͕ॆ࣮͓ͯ͠Γɺ(16 ڥࣗݾֶशతͰ͋Ε(PPHMF$PMBC͕͍͍͢ w ਪڥ໘ w 3&45"1*ܦ༝ͰαʔόͰਪͯ͠Α͍͠ɺΤοδଆʹ
ֶशࡁϞσϧΛΈࠐΜͰਪͯ͠Α͍ w Τοδਪڥ͖ͬͯͨ
ࢀߟ·Ͱ w ֶश w ,FSBTͷଞʹɺ࠷ۙ1Z5PSDI͕ྲྀߦ͖͍ͬͯͯΔ͠ɺࠃ࢈ͷ$IBJOFS ࣺ͕͍ͯͨ w ࠷৽ͷใจϕʔεͰΨϯΨϯެ։͞Ε͍ͯΔͷͰɺ࠷৽Λ͏ࡍ ʹମྗʹҙͯ͠Ͷ w
ਪ w 5FOTPS'MPX͕"OESPJE3BTQCFSSZ1JʹରԠͨ͠ͷͰɺ,FSBTͷϞσ ϧΛ5FOTPS'MPXϞσϧͷܗࣜʹมͯ͠͏͜ͱͰ͖Δ w 5FOTPS'MPXKTΛͬͯɺ+BWB4DSJQUͰσΟʔϓϥʔχϯά
͝੩ௌ ͋Γ͕ͱ͏͍͟͝·ͨ͠