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Python機械学習ことはじめ

 Python機械学習ことはじめ

OSSユーザのための勉強会#19

Manabu TERADA

June 29, 2017
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  1. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ༧ଌ ༧ଌ݁ՌΛධՁ

    ࠞಉߦྻͰ֬ೝ ద߹཰ɾ࠶ݱ཰ɾ'஋ ଞͷϞσϧɾύϥϝʔλΛࢼ͢ ަࠩݕূ ΫϩεόϦσʔγϣϯʣ άϦοταʔν ύϥϝʔλௐ੔ʣ
  2. σʔλͷॳظՃ޻ גࣜձࣾCMSίϛϡχέʔγϣϯζ 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< >
  3. ܽଛ஋ॲཧ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBTσʔλϑϨʔϜͷػೳΛۦ࢖  EG@JOqVEG@JOqVESPQOB  EG@JOqVQE%BUB'SBNF EG@JOqVBTUZQF OQqPBU 

    EGEGMPD< > EG<ใࠂ਺>a EG<lใࠂ਺z>pMMOB NFUIPE⒏MM BTUZQF OQqPBU 
  4. 

  5. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ༧ଌ ༧ଌ݁ՌΛධՁ

    ࠞಉߦྻͰ֬ೝ ద߹཰ɾ࠶ݱ཰ɾ'஋ ଞͷϞσϧɾύϥϝʔλΛࢼ͢ ަࠩݕূ ΫϩεόϦσʔγϣϯ άϦοταʔν ύϥϝʔλௐ੔
  6. ద߹཰ɾ࠶ݱ཰ɾ'஋ גࣜձࣾCMSίϛϡχέʔγϣϯζ TDJMJUMFBSOͷػೳΛ࢖͏  GSPNTLMFBSONFUSJDTJNQPSUDMBTTJpDBUJPO@SFQPSU QSJOU DMBTTJpDBUJPO@SFQPSU Z@WBM Z@WBM@QSFE QSFDJTJPOSFDBMMGTDPSFTVQQPSU

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

      / ࠓճͷ৔߹͸ɺྲྀߦ͍ͯ͠Δ ʹ൑ఆ͞Εͨ཰      ࠶ݱ཰ 5ͱਖ਼͘͠༧ଌͰׂ͖ͨ߹      'ͱਖ਼͘͠༧ଌͰׂ͖ͨ߹      '஋  ద߹཰ ࠶ݱ཰  ͷ'஋     ͷ'஋     
  8. ଞͷϞσϧɾύϥϝʔλΛࢼ͢ גࣜձࣾCMSίϛϡχέʔγϣϯζ ؔ਺Խ͓ͯ͘͠  EFGpU@UP@QSFE DMG 9@USBJO 9@WBM Z@USBJO Z@WBM

     ֶश DMGpU 9@USBJO Z@USBJO  ֶशσʔλͰධՁ Z@USBJO@QSFEDMGQSFEJDU 9@USBJO  QSJOU Z@USBJO@QSFE  SFQPSU Z@USBJO Z@USBJO@QSFE  ςετσʔλͰධՁ Z@WBM@QSFEDMGQSFEJDU 9@WBM  QSJOU Z@WBM@QSFE  SFQPSU Z@WBM Z@WBM@QSFE  ֶशࡁΈσʔλΛฦ͢ SFUVSODMG
  9. ଞͷϞσϧɾύϥϝʔλΛࢼ͢ גࣜձࣾCMSίϛϡχέʔγϣϯζ ؔ਺Λ࣮ߦ  DMG-PHJTUJD3FHSFTTJPO  pU@UP@QSFE DMG 9@USBJO 9@WBM

    Z@USBJO Z@WBM  GSPNTLMFBSOTWNJNQPSU47$ TWD47$ LFSOFMMJOFBS  pU@UP@QSFE TWD 9@USBJO 9@WBM Z@USBJO Z@WBM  GSPNTLMFBSOFOTFNCMFJNQPSU3BOEPN'PSFTU$MBTTJpFS SG3BOEPN'PSFTU$MBTTJpFS  pU@UP@QSFE SG 9@USBJO 9@WBM Z@USBJO Z@WBM
  10. άϦοταʔν ύϥϝʔλௐ੔ גࣜձࣾCMSίϛϡχέʔγϣϯζ TDJMJUMFBSOͷػೳΛ࢖͏  GSPNTLMFBSONPEFM@TFMFDUJPOJNQPSU(SJE4FBSDI$7 QBSBN@HSJE\NBY@EFQUI<   

       >  O@FTUJNBUPST<       >^ SG3BOEPN'PSFTU$MBTTJpFS  NBY@EFQUI O@FTUJNBUPST  HSJE@TFBSDI(SJE4FBSDI$7 SG QBSBN@HSJE DWDW  O@KPCT WFSCPTF  HSJE@TFBSDIpU 9 Z  HSJE@TFBSDICFTU@TDPSF@ HSJE@TFBSDICFTU@QBSBNT@