Python 機械学習ことはじめ at ODC

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1. 1ZUIPOػցֶश͜ͱ͸͡Ί ࣉాɹֶ .BOBCV5&3"%" Ұൠࣾஂ๏ਓ1Z$PO+1୅දཧࣄ 0%$JOוా

2. .BOBCV5&3"%" !UFSBQZPO Ұൠࣾஂ๏ਓ1Z$PO+1୅දཧࣄ ג $.4ίϛϡχέʔγϣϯζ୅ද 1MPOF'PVOEBUJPO"NCBTTBEPS Ұൠࣾஂ๏ਓ1ZUIPOΤϯδχΞҭ੒ਪਐڠձࢼݧ໰୊؂मٴͼίϛϡχςΟࢧԉ 1ZUIPOΤϯδχΞ݉ΞʔΩςΫτ "CPVUNF

   .BOBCV5&3"%" ࣉాɹֶ

3. "CPVUPVSPSHBOJ[BUJPO ೥ʹ֊࣮ࢪ͍ͯ͠Δ1ZUIPOͷΠϕϯτ ೥ʹҰൠࣾஂ๏ਓԽͨ͠ Ұൠࣾஂ๏ਓ1Z$PO+1͸ ຖ೥࣮ࢪͷ1Z$PO+1ͷ࠲௕Λબग़ ஌ࡒ؅ཧ ܖ໿౳Λ࣮ࢪ 1ZUIPO#PPU$BNQΛશࠃʹల։ 1Z$PO+1

4. 1ZUIPO#PPU$BNQ શࠃπΞʔ։࠵஍ืू

5. "CPVUPVSDPNQBOZ 1MPOFΛ༻͍ͨ8FCγεςϜ։ൃ େֶؔ܎ اۀ޲͚ 8FCܥͷΤϯδχΞϦϯάձࣾ 1ZUIPOʹಛԽͨ͠γεςϜΠϯςάϨʔλ $.4DPN $.4 ಈը

   ݕࡧ .00$

6. ηογϣϯͷ಺༰ σʔλϋϯυϦϯάΛத৺ ͲͷΑ͏ʹ࣮ߦ͍ͯ͠Δͷ͔Λ஌ͬͯ΋Β͏ +VQZUFS/PUFCPPLΛ࢖༻͠·͢ ࣮ߦͨ͠಺༰͸(JUIVCͰެ։͍ͯ͠·͢ IUUQTHJUIVCDPNUFSBQZPOQZUIPONBDIJOFMFBSOJOHUVUPSJBM

7. ଞͰ΋Ͱ͖Δ σʔλͷલॲཧʹQBOEBT &YDFMͰ΋Ͱ͖Δ͚Ͳɻ ՄࢹԽ &YDFMͰ΋Ͱ͖Δ͚ͲͶɻ ػցֶश ϞσϧΛࣗ෼Ͱϓϩάϥϛϯάͯ͠΋͍͍͚ ͲͶɻ σʔλ෼ׂ΍ධՁΛϓϩάϥϛϯάͯ͠΋͍ ͍͚ͲͶɻ

8. ศརͳϙΠϯτ +VQZUFS/PUFCPPL QBOEBT NBUQMPUMJC ܁Γฦ࣮͠ߦ͕༰қ ࠶ར༻Մೳ HJUIVCͰ௚઀ՄࢹԽՄೳ ࠶ࢼ΋༰қ TDJLJUMFBSO ػցֶश͕༰қ

   ศརͳπʔϧ͕ͦΖ͍ͬͯΔ

9. ࢖༻͢Δπʔϧ 1ZUIPOIUUQTEPDTQZUIPOKQ /VN1ZIUUQTEPDTTDJQZPSHEPD 4DJ1ZIUUQTEPDTTDJQZPSHEPD QBOEBTIUUQQBOEBTQZEBUBPSHQBOEBTEPDTTUBCMF NBUQMPUMJCIUUQTNBUQMPUMJCPSHDPOUFOUTIUNM TDJLJUMFBSOIUUQTDJLJUMFBSOPSHTUBCMF

   EPDVNFOUBUJPOIUNM KVQZUFSIUUQKVQZUFSOPUFCPPLSFBEUIFEPDTJPFOMBUFTU

10. ࠓճऔΓѻ͏ػցֶश ڭࢣ͋Γ ෼ྨ ஋෼ྨ σʔλΛऔಘ આ໌ม਺ ಛ௃ม਺ Λऔಘ ໨తม਺Λऔಘ

11. ػցֶशͷ୊ࡐ ઍ༿ࢢͷΦʔϓϯσʔλ ΠϯϑϧΤϯβͷใࠂ਺ ؾ৅ிͷαΠτ͔Βؾ৅৘ใ ؾ৅৘ใ͔ΒΠϯϑϧΤϯβͷྲྀߦΛ༧ଌ

12. ػցֶश΁ͷྲྀΕ

13. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ

14. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ

15. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλΛ୳͢ σʔλͷೖखɾμ΢ϯϩʔυ σʔλͷ֓ཁΛଊ͑Δ

    ΠϯσοΫε໊΍ΧϥϜ໊Λ෇͚Δ

16. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ

17. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλͷॳظՃ޻ σʔλͷ࿈݁ ܽଛ஋ॲཧ

    Ճ޻ࡁΈσʔλͷ֬ೝ Ճ޻ࡁΈσʔλͷอଘ

18. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ

19. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ՄࢹԽ؀ڥઃఆ σʔλͷಡࠐΈ άϥϑԽ

    ਺஋Ͱ֓ཁΛݟΔ ૬ؔΛ֬ೝ ඞཁʹͳΔσʔλΛ࡞Δ ଟมྔม਺ΛݟΔ

20. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ

21. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ΞϧΰϦζϜͷީิΛ্͛Δ ৔߹ʹΑͬͯ͸σʔλ࠶Ճ޻ ৔߹ʹΑͬͯ͸ओ੒෼෼ੳ

    આ໌ม਺ͱ໨తม਺ΛܾΊΔ

22. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ

23. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ֶशσʔλͱςετσʔλΛ෼ׂ ΞϧΰϦζϜͷॳظԽ ύϥϝʔλઃఆ

    ֶश

24. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ

25. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ༧ଌ ༧ଌ݁ՌΛධՁ ࠞಉߦྻͰ֬ೝ

    ద߹཰ɾ࠶ݱ཰ɾ'஋ ଞͷϞσϧɾύϥϝʔλΛࢼ͢ ަࠩݕূ ΫϩεόϦσʔγϣϯʣ άϦοταʔν ύϥϝʔλௐ੔ʣ

26. ݸผʹϙΠϯτΛ ֬ೝ͠·͢

27. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλΛ୳͢ σʔλͷೖखɾμ΢ϯϩʔυ σʔλͷ֓ཁΛଊ͑Δ

    ΠϯσοΫε໊΍ΧϥϜ໊Λ෇͚Δ

28. σʔλΛ୳͢ ؾ৅σʔλ ؾ৅ிͷաڈͷؾ৅σʔλ IUUQXXXEBUBKNBHPKQHNESJTLPCTEMJOEFYQIQ $$#:ؾ৅ி ޓ׵ ΠϯϑϧΤϯβใࠂ݅਺ ઍ༿ݝͷΦʔϓϯσʔλ IUUQXXXDJUZDIJCBKQPQFOEBUBJOEFYQIQ

    $$#:ઍ༿ࢢ

29. σʔλͷೖखɾμ΢ϯϩʔυ αΠτ͔Β$47ϑΝΠϧΛμ΢ϯϩʔυ QBOEBTσʔλϑϨʔϜԽ EG@XFBUIFSQESFBE@DTW lEBUBؾ৅ிઍ༿DTW FODPEJOHTIJGU@KJT TLJQSPXT

    EG@QESFBE@DTW lEBUBJOqVFO[BDTW FODPEJOHTIJGU@KJT

30. σʔλͷ֓ཁΛଊ͑Δ QBOEBTσʔλϑϨʔϜͷϝιουΛ࢖༻ EG@XFBUIFSIFBE EG@XFBUIFSUBJM EG@XFBUIFSTIBQF EG@XFBUIFSEUZQFT

31. ΠϯσοΫε໊΍ΧϥϜ໊Λ෇͚Δ QBOEBTͷػೳΛ࢖͏ EG@XFBUIFS<b೥݄೔>a QEUP@EBUFUJNF EG@XFBUIFS<l೥݄೔z> EG@XFBUIFSEG@XFBUIFSTFU@JOEFY b೥݄೔

    EBUF@JOEFYa QEEBUF@SBOHF TUBSUl QFSJPET GSFRl8.0/ EG@JOEFYEBUF@JOEFY

32. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλͷॳظՃ޻ σʔλͷ࿈݁ ܽଛ஋ॲཧ

    Ճ޻ࡁΈσʔλͷ֬ೝ Ճ޻ࡁΈσʔλͷอଘ

33. 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< >

34. σʔλͷ࿈݁ QBOEBTσʔλϑϨʔϜͷػೳΛۦ࢖ EG@JOqVQEDPODBU <EG@ EG@ EG@> EGQEDPODBU <EG@JOqV

    EG@XFBUIFS> BYJT

35. ܽଛ஋ॲཧ QBOEBTσʔλϑϨʔϜͷػೳΛۦ࢖ EG@JOqVEG@JOqVESPQOB EG@JOqVQE%BUB'SBNF EG@JOqVBTUZQF OQqPBU EGEGMPD<

    > EG<ใࠂ਺>a EG<lใࠂ਺z>pMMOB NFUIPE⒏MM BTUZQF OQqPBU

36. Ճ޻ࡁΈσʔλͷ֬ೝ QBOEBTσʔλϑϨʔϜͷϝιουΛ࢖༻ EG@XFBUIFSIFBE EG@XFBUIFSUBJM EG@XFBUIFSTIBQF EG@XFBUIFSEUZQFT

37. Ճ޻ࡁΈσʔλͷอଘ QBOEBTͷػೳΛ࢖ͬͯɺγϦΞϥΠζԽ EG@JOqVUP@QJDLMF lEG@JOqVEC

38. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ՄࢹԽ؀ڥઃఆ σʔλͷಡࠐΈ άϥϑԽ

    ਺஋Ͱ֓ཁΛݟΔ ૬ؔΛ֬ೝ ඞཁʹͳΔσʔλΛ࡞Δ ଟมྔม਺ΛݟΔ

39. ՄࢹԽ؀ڥઃఆ NBUQMPUMJCΛΠϯϥΠϯͰදࣔ NBUQMPUMJCͰ೔ຊޠΛදࣔ NBUQMPUMJCJOMJOF GSPNNBUQMPUMJCJNQPSUSD1BSBNT SD1BSBNT<GPOUTBOTTFSJG>4PVSDF)BO$PEF+1 SD1BSBNT<GPOUXFJHIU>SFHVMBS SD1BSBNT<BYFTUJUMFTJ[F> SD1BSBNT<ZUJDLMBCFMTJ[F>

    SD1BSBNT<YUJDLMBCFMTJ[F>

40. σʔλͷಡࠐΈ QBOEBTͷػೳΛ࢖ͬͯɺσʔλϑϨʔϜ෮ݩ EG@JOqVQESFBE@QJDLMF EG@JOqVEC

41. άϥϑԽ QBOEBT಺෦͔ΒNBUQMPUMJCΛར༻ EG@JOqV<bใࠂ਺>IJTU CJOT EG@JOqVQMPU

42. ਺஋Ͱ֓ཁ جຊ౷ܭྔ ΛݟΔ QBOEBTσʔλϑϨʔϜͷϝιουΛར༻ EG@JOqVEFTDSJCF EGEFTDSJCF

43. ඞཁʹͳΔσʔλΛ࡞Δ QBOEBTσʔλϑϨʔϜͷϝιουΛར༻ EG@JOqV<ྲྀߦ>a EG@JOqV<bใࠂ਺>BQQMZ MBNCEBYJGYFMTF EG@JOqV<૿Ճ>EG@JOqV<bใࠂ਺>EJ⒎ QFSJPET

44. ૬ؔΛ֬ೝ QBOEBTσʔλϑϨʔϜͷϝιουΛར༻ EGDPSS

45. ଟมྔม਺ΛݟΔ QBOEBTͷػೳΛ࢖͏ GSPNQBOEBTQMPUUJOHJNQPSUTDBUUFS@NBUSJY TDBUUFS@NBUSJY EG pHTJ[F

46. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ΞϧΰϦζϜͷީิΛݕ౼ ৔߹ʹΑͬͯ͸σʔλ࠶Ճ޻ ৔߹ʹΑͬͯ͸ओ੒෼෼ੳ

    આ໌ม਺ͱ໨తม਺ΛܾΊΔ

47. ΞϧΰϦζϜͷީิΛݕ౼ TDJLJUMFBSOͷػೳΛ֬ೝ ϩδεςΟοΫճؼTLMFBSOMJOFBS@NPEFM-PHJTUJD3FHSFTTJPO αϙʔτϕΫλʔϚγϯTLMFBSOTWN47$ Χʔωϧ47.TLMFBSOTWN47$ ܾఆ໦TLMFBSOUSFF%FDJTJPO5SFF$MBTTJpFS ϥϯμϜϑΥϨετTLMFBSOFOTFNCMF3BOEPN'PSFTU$MBTTJpFS Lۙ๣TLMFBSOOFJHICPST,/FJHICPST$MBTTJpFS

48. આ໌ม਺ͱ໨తม਺ΛܾΊΔ QBOEBTͷػೳΛ࢖͏ 9EGJMPD< > ZEG<bྲྀߦ>

49. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ֶशσʔλͱςετσʔλΛ෼ׂ ΞϧΰϦζϜͷॳظԽ ύϥϝʔλઃఆ

    ֶश

50. ֶशσʔλͱςετσʔλΛ෼ׂ TDJMJUMFBSOͷػೳΛ࢖͏ IUUQRJJUBDPNUFSBQZPOJUFNTGEFFFFCGC GSPNTLMFBSONPEFM@TFMFDUJPOJNQPSUUSBJO@UFTU@TQMJU 9@USBJO 9@WBM Z@USBJO Z@WBMa USBJO@UFTU@TQMJU

    9 Z USBJO@TJ[F

52. ΞϧΰϦζϜͷॳظԽ TDJMJUMFBSOͷػೳΛ࢖͏ GSPNTLMFBSOMJOFBS@NPEFMJNQPSU-PHJTUJD3FHSFTTJPO DMG-PHJTUJD3FHSFTTJPO

53. ֶश TDJMJUMFBSOͷػೳΛ࢖͏ DMGpU 9@USBJO Z@USBJO

54. σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ༧ଌ ༧ଌ݁ՌΛධՁ ࠞಉߦྻͰ֬ೝ

    ద߹཰ɾ࠶ݱ཰ɾ'஋ ଞͷϞσϧɾύϥϝʔλΛࢼ͢ ަࠩݕূ ΫϩεόϦσʔγϣϯ άϦοταʔν ύϥϝʔλௐ੔

55. ༧ଌ TDJMJUMFBSOͷػೳΛ࢖͏ Z@WBM@QSFEDMGQSFEJDU 9@WBM

56. ༧ଌ݁ՌΛධՁ TDJMJUMFBSOͷػೳΛ࢖͏ GSPNTLMFBSONFUSJDTJNQPSUBDDVSBDZ@TDPSF BDDVSBDZ@TDPSF Z@WBM Z@WBM@QSFE

57. ࠞಉߦྻͰ֬ೝ TDJMJUMFBSOͷػೳΛ࢖͏ GSPNTLMFBSONFUSJDTJNQPSUDPOGVTJPO@NBUSJY DNDPOGVTJPO@NBUSJY Z@WBM Z@WBM@QSFE BSSBZ << >

    < >> <<5/ '1> <'/ 51>>

58. ࠞಉߦྻͷઆ໌ <<5/ '1> <'/ 51>> ྲྀߦͰͳ͍ / ͱ༧ଌ

    ྲྀߦ 1 ͱ༧ଌ ྲྀߦͰͳ͍ ͕ਖ਼͍͠ 5/ ਅӄੑ '1 ِཅੑ ྲྀߦ ͕ਖ਼͍͠ '/ ِӄੑ 51 ਅཅੑ

59. ࠞಉߦྻͰ֬ೝ TDJMJUMFBSOͷػೳΛ࢖͏ GSPNTLMFBSONFUSJDTJNQPSUDPOGVTJPO@NBUSJY DNDPOGVTJPO@NBUSJY Z@WBM Z@WBM@QSFE BSSBZ << >

    < >> <<5/ '1> <'/ 51>>

60. ద߹཰ɾ࠶ݱ཰ɾ'஋ TDJMJUMFBSOͷػೳΛ࢖͏ GSPNTLMFBSONFUSJDTJNQPSUDMBTTJpDBUJPO@SFQPSU QSJOU DMBTTJpDBUJPO@SFQPSU Z@WBM Z@WBM@QSFE QSFDJTJPOSFDBMMGTDPSFTVQQPSU

    BWHUPUBM

61. ద߹཰ɾ࠶ݱ཰ɾ'஋ ద߹཰ 1 ࠓճͷ৔߹͸ɺྲྀߦ͍ͯ͠ͳ͍ ʹ൑ఆ͞Εͨ ཰

    / ࠓճͷ৔߹͸ɺྲྀߦ͍ͯ͠Δ ʹ൑ఆ͞Εͨ཰ ࠶ݱ཰ 5ͱਖ਼͘͠༧ଌͰׂ͖ͨ߹ 'ͱਖ਼͘͠༧ଌͰׂ͖ͨ߹ '஋ ద߹཰ ࠶ݱ཰ ͷ'஋ ͷ'஋

62. ଞͷϞσϧɾύϥϝʔλΛࢼ͢ ؔ਺Խ͓ͯ͘͠ EFGpU@UP@QSFE DMG 9@USBJO 9@WBM Z@USBJO Z@WBM

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