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Python 機械学習ことはじめ サマリー版 at OSC千葉
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Manabu TERADA
September 02, 2017
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Python 機械学習ことはじめ サマリー版 at OSC千葉
Manabu TERADA
September 02, 2017
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Transcript
1ZUIPOػցֶश͜ͱ͡Ί αϚϦʔ൛ ࣉాɹֶ .BOBCV5&3"%" Ұൠࣾஂ๏ਓ1Z$PO+1දཧࣄ 04$ઍ༿
.BOBCV5&3"%" !UFSBQZPO Ұൠࣾஂ๏ਓ1Z$PO+1දཧࣄ ג $.4ίϛϡχέʔγϣϯζද 1MPOF'PVOEBUJPO"NCBTTBEPS Ұൠࣾஂ๏ਓ1ZUIPOΤϯδχΞҭਪਐڠձࢼݧमٴͼίϛϡχςΟࢧԉ 1ZUIPOΤϯδχΞ݉ΞʔΩςΫτ "CPVUNF
.BOBCV5&3"%" ࣉాɹֶ
"CPVUPVSPSHBOJ[BUJPO ʹ֊࣮ࢪ͍ͯ͠Δ1ZUIPOͷΠϕϯτ ʹҰൠࣾஂ๏ਓԽͨ͠ Ұൠࣾஂ๏ਓ1Z$PO+1 ຖ࣮ࢪͷ1Z$PO+1ͷ࠲Λબग़ ࡒཧ ܖΛ࣮ࢪ 1ZUIPO#PPU$BNQΛશࠃʹల։ 1Z$PO+1
1ZUIPO#PPU$BNQ શࠃπΞʔ։࠵ืू
࠷ۙ ݄ ൃച 1ZUIPOॳ৺ऀ͚
"CPVUPVSDPNQBOZ 1MPOFΛ༻͍ͨ8FCγεςϜ։ൃ େֶؔ اۀ͚ 8FCܥͷΤϯδχΞϦϯάձࣾ 1ZUIPOʹಛԽͨ͠γεςϜΠϯςάϨʔλ $.4DPN $.4 ಈը
ݕࡧ .00$
ηογϣϯͷ༰ 1ZUIPOͰػցֶश͢ΔͨΊͷྲྀΕΛઆ໌ ͲͷΑ͏ʹ࣮ߦ͍ͯ͠Δͷ͔ΛͬͯΒ͏ +VQZUFS/PUFCPPLΛ༻͠·͢ ϑϧόʔδϣϯ 0%$ ݄ʹוాͰ։࠵ ͷಈըͰݟΕ·͢ ಈըIUUQTZPVUVCF:;$G@MQ4H ࢿྉIUUQTTQFBLFSEFDLDPNUFSBQZPOQZUIPOKJKJFYVFYJLPUPIB[JNFBUPED
࣮ߦՄೳͳ༰(JUIVCͰެ։͍ͯ͠·͢ IUUQTHJUIVCDPNUFSBQZPOQZUIPONBDIJOFMFBSOJOHUVUPSJBM
ଞͰͰ͖Δ σʔλͷલॲཧʹQBOEBT &YDFMͰͰ͖Δ͚Ͳɻ ՄࢹԽ &YDFMͰͰ͖Δ͚ͲͶɻ ػցֶश ϞσϧΛࣗͰϓϩάϥϛϯά͍͍͚ͯ͠ ͲͶɻ σʔλׂධՁΛϓϩάϥϛϯά͍ͯ͠ ͍͚ͲͶɻ
ศརͳϙΠϯτ +VQZUFS/PUFCPPL QBOEBT NBUQMPUMJC ܁Γฦ࣮͠ߦ͕༰қ ࠶ར༻Մೳ HJUIVCͰՄࢹԽՄೳ ࠶ࢼ༰қ TDJLJUMFBSO ػցֶश͕༰қ
ศརͳπʔϧ͕ͦΖ͍ͬͯΔ
༻͢Δπʔϧ 1ZUIPOIUUQTEPDTQZUIPOKQ /VN1ZIUUQTEPDTTDJQZPSHEPD 4DJ1ZIUUQTEPDTTDJQZPSHEPD QBOEBTIUUQQBOEBTQZEBUBPSHQBOEBTEPDTTUBCMF NBUQMPUMJCIUUQTNBUQMPUMJCPSHDPOUFOUTIUNM TDJLJUMFBSOIUUQTDJLJUMFBSOPSHTUBCMF
EPDVNFOUBUJPOIUNM KVQZUFSIUUQKVQZUFSOPUFCPPLSFBEUIFEPDTJPFOMBUFTU
ࠓճऔΓѻ͏ػցֶश ڭࢣ͋Γ ྨ ྨ σʔλΛऔಘ આ໌ม ಛม Λऔಘ తมΛऔಘ
ػցֶशͷࡐ ઍ༿ࢢͷΦʔϓϯσʔλ ΠϯϑϧΤϯβͷใࠂ ؾிͷαΠτ͔Βؾใ ؾใ͔ΒΠϯϑϧΤϯβͷྲྀߦΛ༧ଌ
ػցֶशͷྲྀΕ
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλΛ୳͢ σʔλͷೖखɾμϯϩʔυ σʔλͷ֓ཁΛଊ͑Δ
ΠϯσοΫε໊ΧϥϜ໊Λ͚Δ
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλͷॳظՃ σʔλͷ࿈݁ ܽଛॲཧ
ՃࡁΈσʔλͷ֬ೝ ՃࡁΈσʔλͷอଘ
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ՄࢹԽڥઃఆ σʔλͷಡࠐΈ άϥϑԽ
Ͱ֓ཁΛݟΔ ૬ؔΛ֬ೝ ඞཁʹͳΔσʔλΛ࡞Δ ଟมྔมΛݟΔ
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ΞϧΰϦζϜͷީิΛ্͛Δ ߹ʹΑͬͯσʔλ࠶Ճ ߹ʹΑͬͯओੳ
આ໌มͱతมΛܾΊΔ
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ֶशσʔλͱςετσʔλΛׂ ΞϧΰϦζϜͷॳظԽ ύϥϝʔλઃఆ
ֶश
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ༧ଌ ༧ଌ݁ՌΛධՁ ࠞಉߦྻͰ֬ೝ
ద߹ɾ࠶ݱɾ' ଞͷϞσϧɾύϥϝʔλΛࢼ͢ ަࠩݕূ ΫϩεόϦσʔγϣϯʣ άϦοταʔν ύϥϝʔλௐʣ
+VQZUFS/PUFCPPL σϞͷσϞ
Ҏ߱ ޙ΄ͲݟͯԼ͍͞ ࣌ؒͷؔͰߨԋͰઆ໌͠·ͤΜ ϒʔεͰ࣭ɾσϞΛߦ͍·͢ɻ
5IBOLZPV $.4 1MPOF $POUBDUUPUFSBEB!QZDPOKQ
1ZUIPO#PPU$BNQ શࠃπΞʔ։࠵ืू
ݸผʹϙΠϯτΛ ֬ೝ͠·͢
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλΛ୳͢ σʔλͷೖखɾμϯϩʔυ σʔλͷ֓ཁΛଊ͑Δ
ΠϯσοΫε໊ΧϥϜ໊Λ͚Δ
σʔλΛ୳͢ ؾσʔλ ؾிͷաڈͷؾσʔλ IUUQXXXEBUBKNBHPKQHNESJTLPCTEMJOEFYQIQ $$#:ؾி ޓ ΠϯϑϧΤϯβใࠂ݅ ઍ༿ݝͷΦʔϓϯσʔλ IUUQXXXDJUZDIJCBKQPQFOEBUBJOEFYQIQ
$$#:ઍ༿ࢢ
σʔλͷೖखɾμϯϩʔυ αΠτ͔Β$47ϑΝΠϧΛμϯϩʔυ QBOEBTσʔλϑϨʔϜԽ EG@XFBUIFSQESFBE@DTW lEBUBؾிઍ༿DTW FODPEJOHTIJGU@KJT TLJQSPXT
EG@QESFBE@DTW lEBUBJOqVFO[BDTW FODPEJOHTIJGU@KJT
σʔλͷ֓ཁΛଊ͑Δ QBOEBTσʔλϑϨʔϜͷϝιουΛ༻ EG@XFBUIFSIFBE EG@XFBUIFSUBJM EG@XFBUIFSTIBQF EG@XFBUIFSEUZQFT
ΠϯσοΫε໊ΧϥϜ໊Λ͚Δ QBOEBTͷػೳΛ͏ EG@XFBUIFS<b݄>a QEUP@EBUFUJNF EG@XFBUIFS<l݄z> EG@XFBUIFSEG@XFBUIFSTFU@JOEFY b݄
EBUF@JOEFYa QEEBUF@SBOHF TUBSUl QFSJPET GSFRl8.0/ EG@JOEFYEBUF@JOEFY
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλͷॳظՃ σʔλͷ࿈݁ ܽଛॲཧ
ՃࡁΈσʔλͷ֬ೝ ՃࡁΈσʔλͷอଘ
σʔλͷॳظՃ QBOEBTσʔλϑϨʔϜͷػೳΛۦ EG@XFBUIFS@UFNQa EG@XFBUIFSJMPD< <JGPSJ UJOFOVNFSBUF EG@XFBUIFSJMPD< >JTOVMM
JGU>> EG@XFBUIFSa EG@XFBUIFS<EG@XFBUIFSDPMVNOT< EG@XFBUIFSJMPD<>JTOVMM >> EG@XFBUIFSEG@XFBUIFSESPQ < > EG@QE%BUB'SBNF EG@JMPD< >
σʔλͷ࿈݁ QBOEBTσʔλϑϨʔϜͷػೳΛۦ EG@JOqVQEDPODBU <EG@ EG@ EG@> EGQEDPODBU <EG@JOqV
EG@XFBUIFS> BYJT
ܽଛॲཧ QBOEBTσʔλϑϨʔϜͷػೳΛۦ EG@JOqVEG@JOqVESPQOB EG@JOqVQE%BUB'SBNF EG@JOqVBTUZQF OQqPBU EGEGMPD<
> EG<ใࠂ>a EG<lใࠂz>pMMOB NFUIPE⒏MM BTUZQF OQqPBU
ՃࡁΈσʔλͷ֬ೝ QBOEBTσʔλϑϨʔϜͷϝιουΛ༻ EG@XFBUIFSIFBE EG@XFBUIFSUBJM EG@XFBUIFSTIBQF EG@XFBUIFSEUZQFT
ՃࡁΈσʔλͷอଘ QBOEBTͷػೳΛͬͯɺγϦΞϥΠζԽ EG@JOqVUP@QJDLMF lEG@JOqVEC
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ՄࢹԽڥઃఆ σʔλͷಡࠐΈ άϥϑԽ
Ͱ֓ཁΛݟΔ ૬ؔΛ֬ೝ ඞཁʹͳΔσʔλΛ࡞Δ ଟมྔมΛݟΔ
ՄࢹԽڥઃఆ NBUQMPUMJCΛΠϯϥΠϯͰදࣔ NBUQMPUMJCͰຊޠΛදࣔ NBUQMPUMJCJOMJOF GSPNNBUQMPUMJCJNQPSUSD1BSBNT SD1BSBNT<GPOUTBOTTFSJG>4PVSDF)BO$PEF+1 SD1BSBNT<GPOUXFJHIU>SFHVMBS SD1BSBNT<BYFTUJUMFTJ[F> SD1BSBNT<ZUJDLMBCFMTJ[F>
SD1BSBNT<YUJDLMBCFMTJ[F>
σʔλͷಡࠐΈ QBOEBTͷػೳΛͬͯɺσʔλϑϨʔϜ෮ݩ EG@JOqVQESFBE@QJDLMF EG@JOqVEC
άϥϑԽ QBOEBT෦͔ΒNBUQMPUMJCΛར༻ EG@JOqV<bใࠂ>IJTU CJOT EG@JOqVQMPU
Ͱ֓ཁ جຊ౷ܭྔ ΛݟΔ QBOEBTσʔλϑϨʔϜͷϝιουΛར༻ EG@JOqVEFTDSJCF EGEFTDSJCF
ඞཁʹͳΔσʔλΛ࡞Δ QBOEBTσʔλϑϨʔϜͷϝιουΛར༻ EG@JOqV<ྲྀߦ>a EG@JOqV<bใࠂ>BQQMZ MBNCEBYJGYFMTF EG@JOqV<૿Ճ>EG@JOqV<bใࠂ>EJ⒎ QFSJPET
૬ؔΛ֬ೝ QBOEBTσʔλϑϨʔϜͷϝιουΛར༻ EGDPSS
ଟมྔมΛݟΔ QBOEBTͷػೳΛ͏ GSPNQBOEBTQMPUUJOHJNQPSUTDBUUFS@NBUSJY TDBUUFS@NBUSJY EG pHTJ[F
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ΞϧΰϦζϜͷީิΛݕ౼ ߹ʹΑͬͯσʔλ࠶Ճ ߹ʹΑͬͯओੳ
આ໌มͱతมΛܾΊΔ
ΞϧΰϦζϜͷީิΛݕ౼ TDJLJUMFBSOͷػೳΛ֬ೝ ϩδεςΟοΫճؼTLMFBSOMJOFBS@NPEFM-PHJTUJD3FHSFTTJPO αϙʔτϕΫλʔϚγϯTLMFBSOTWN47$ Χʔωϧ47.TLMFBSOTWN47$ ܾఆTLMFBSOUSFF%FDJTJPO5SFF$MBTTJpFS ϥϯμϜϑΥϨετTLMFBSOFOTFNCMF3BOEPN'PSFTU$MBTTJpFS LۙTLMFBSOOFJHICPST,/FJHICPST$MBTTJpFS
આ໌มͱతมΛܾΊΔ QBOEBTͷػೳΛ͏ 9EGJMPD< > ZEG<bྲྀߦ>
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ֶशσʔλͱςετσʔλΛׂ ΞϧΰϦζϜͷॳظԽ ύϥϝʔλઃఆ
ֶश
ֶशσʔλͱςετσʔλΛׂ TDJMJUMFBSOͷػೳΛ͏ IUUQRJJUBDPNUFSBQZPOJUFNTGEFFFFCGC GSPNTLMFBSONPEFM@TFMFDUJPOJNQPSUUSBJO@UFTU@TQMJU 9@USBJO 9@WBM Z@USBJO Z@WBMa USBJO@UFTU@TQMJU
9 Z USBJO@TJ[F
ΞϧΰϦζϜͷॳظԽ TDJMJUMFBSOͷػೳΛ͏ GSPNTLMFBSOMJOFBS@NPEFMJNQPSU-PHJTUJD3FHSFTTJPO DMG-PHJTUJD3FHSFTTJPO
ֶश TDJMJUMFBSOͷػೳΛ͏ DMGpU 9@USBJO Z@USBJO
σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ༧ଌ ༧ଌ݁ՌΛධՁ ࠞಉߦྻͰ֬ೝ
ద߹ɾ࠶ݱɾ' ଞͷϞσϧɾύϥϝʔλΛࢼ͢ ަࠩݕূ ΫϩεόϦσʔγϣϯ άϦοταʔν ύϥϝʔλௐ
༧ଌ TDJMJUMFBSOͷػೳΛ͏ Z@WBM@QSFEDMGQSFEJDU 9@WBM
༧ଌ݁ՌΛධՁ TDJMJUMFBSOͷػೳΛ͏ GSPNTLMFBSONFUSJDTJNQPSUBDDVSBDZ@TDPSF BDDVSBDZ@TDPSF Z@WBM Z@WBM@QSFE
ࠞಉߦྻͰ֬ೝ TDJMJUMFBSOͷػೳΛ͏ GSPNTLMFBSONFUSJDTJNQPSUDPOGVTJPO@NBUSJY DNDPOGVTJPO@NBUSJY Z@WBM Z@WBM@QSFE BSSBZ << >
< >> <<5/ '1> <'/ 51>>
ࠞಉߦྻͷઆ໌ <<5/ '1> <'/ 51>> ྲྀߦͰͳ͍ / ͱ༧ଌ
ྲྀߦ 1 ͱ༧ଌ ྲྀߦͰͳ͍ ͕ਖ਼͍͠ 5/ ਅӄੑ '1 ِཅੑ ྲྀߦ ͕ਖ਼͍͠ '/ ِӄੑ 51 ਅཅੑ
ࠞಉߦྻͰ֬ೝ TDJMJUMFBSOͷػೳΛ͏ GSPNTLMFBSONFUSJDTJNQPSUDPOGVTJPO@NBUSJY DNDPOGVTJPO@NBUSJY Z@WBM Z@WBM@QSFE BSSBZ << >
< >> <<5/ '1> <'/ 51>>
ద߹ɾ࠶ݱɾ' TDJMJUMFBSOͷػೳΛ͏ GSPNTLMFBSONFUSJDTJNQPSUDMBTTJpDBUJPO@SFQPSU QSJOU DMBTTJpDBUJPO@SFQPSU Z@WBM Z@WBM@QSFE QSFDJTJPOSFDBMMGTDPSFTVQQPSU
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ద߹ɾ࠶ݱɾ' ద߹ 1 ࠓճͷ߹ɺྲྀߦ͍ͯ͠ͳ͍ ʹఆ͞Εͨ
/ ࠓճͷ߹ɺྲྀߦ͍ͯ͠Δ ʹఆ͞Εͨ ࠶ݱ 5ͱਖ਼͘͠༧ଌͰׂ͖ͨ߹ 'ͱਖ਼͘͠༧ଌͰׂ͖ͨ߹ ' ద߹ ࠶ݱ ͷ' ͷ'
ଞͷϞσϧɾύϥϝʔλΛࢼ͢ ؔԽ͓ͯ͘͠ EFGpU@UP@QSFE DMG 9@USBJO 9@WBM Z@USBJO Z@WBM
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ަࠩݕূ ΫϩεόϦσʔγϣϯ TDJMJUMFBSOͷػೳΛ͏ GSPNTLMFBSONPEFM@TFMFDUJPOJNQPSUDSPTT@WBM@TDPSF GSPNTLMFBSONPEFM@TFMFDUJPOJNQPSU,'PME DW,'PME TIV⒐F5SVF
DMG-PHJTUJD3FHSFTTJPO DSPTT@WBM@TDPSF DMG 9 Z DWDW
άϦοταʔν ύϥϝʔλௐ TDJMJUMFBSOͷػೳΛ͏ GSPNTLMFBSONPEFM@TFMFDUJPOJNQPSU(SJE4FBSDI$7 QBSBN@HSJE\NBY@EFQUI<
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σʔλબͼɾσʔλೖख σʔλՃɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ