Python MLライブラリ比較

Pythonの機械学習(Machine Learning, ML)のライブラリの比較を行いました。

Transcript

1. 2019 JOFI All rights reserved. גࣜձࣾ+0'*
   Ԯ໺ խ r ೥݄೔ 1ZUIPO
   .-ϥΠϒϥϦൺֱ
2. ໨࣍ lࣗݾ঺հ l͸͡Ίʹ l1ZUIPO
   .-ϥΠϒϥϦൺֱ n5FOTPSGMPX n,FSBT n1Z5PSDI nTDJLJUMFBSO nͦͷଞ l࠷ޙʹ 2019 JOFI All rights reserved. P. 1
3. ࣗݾ঺հ l໊લ
   Ԯ໺ խ lॴଐ
   גࣜձࣾ+0'* $&0݉$50݉ϑϧελοΫΤϯδχΞ l(JUIVC
   IUUQTHJUIVCDPNPHJOP l2JJUB
   IUUQTRJJUBDPNNJZBCJ l'BDFCPPL
   IUUQTXXXGBDFCPPLDPNFMTUSFF l5XJUUFS
   !NJZBCJPHJOP l13 ૊ΈࠐΈ։ൃɺΠϯϑϥɺΞϓϦ։ൃɺόοΫΤϯυɺϑϩϯτΤϯυ ͱ෯޿͘ରԠՄೳ 2019 JOFI All rights reserved. P. 2
4. +0'*ʹؔͯ͠ l೥ઃཱ lҎԼͷࣄۀΛల։த nडୗ։ൃ u+BWB u(PMBOH u,PUMJO u4DBMB nίϯαϧςΟϯά uاۀઓུͷཱҊɺاۀֵ৽ɾاۀ৘ใγεςϜ u." nϚʔέςΟϯάɾϦαʔνٴͼܦӦ৘ใͷௐࠪɾऩूɾఏڙɾ޿ࠂએ఻ 2019 JOFI All rights reserved. P. 3
5. ͸͡Ίʹ 2019 JOFI All rights reserved. P. 4 ࡢࠓɺػցֶश .BDIJOF
   -FBSOJOH .- Ͱ༷ʑͳϥΠϒϥϦ ͕ΦʔϓϯιʔεͰఏڙ͞Ε͍ͯΔ ࣅͨΓدͬͨΓͷ΋ͷ͕ଟ͘ɺͲΕΛ࢖͑͹ྑ͍ͷ͔൑Γਏ͍ ϥΠϒϥϦͷಛ௃ΛʮڧΈɺऑΈʯʹ ·ͱΊɺԁ׈ͳಋೖΛͰ͖ΔΑ͏ʹ͢Δ ˞ࠓճ͸1ZUIPOͷΈ
6. 1ZUIPO
   .-ϥΠϒϥϦൺֱ ػցֶशͰओཁͳϥΠϒϥϦ͸ҎԼʹͳΔ l5FOTPSGMPX l,FSBT l1Z5PSDI lTDJLJUMFBSO 2019 JOFI All rights reserved. P. 5
7. 5FOTPSGMPX ಛ௃͸ҎԼͷ௨Γ l(PPHMFࣾͰͷ։ൃͰɺܧଓͨ͠։ൃ͕ظ଴ l୯ମͰ΋࢖͍΍͍͕͢ɺޙड़ͷ,FSBTʹ૊Έࠐ·Ε͍ͯΔͷͰɺ 5FOTPSGMPX୯ମͰͷར༻ΑΓ͸ɺ,FSBTܦ༝Ͱͷར༻͕ศར l(16ͷαϙʔτ͕ಘΒΕΔ n$VEB /WJEJB n1MBJE.- ".%ɺ*OUFM ˞,FSBT͔Βͷར༻ l੩తܭࢉάϥϑͷͨΊɺߏஙޙͷมߋ͕ࠔ೉ l࣮૷͕ෳࡶͰɺϒϥοΫϘοΫεʹ͍ۙঢ়ଶ 2019 JOFI All rights reserved. P. 6
8. ,FSBT ಛ௃͸ҎԼͷ௨Γ l(PPHMFͷΤϯδχΞͰ͋Δ'SBOÇPJT
   $IPMMFU͕։ൃ l5FOTPSGMPXɺ5IFBOPɺ.9/FUɺ$/5,ͳͲΛಈ͔͢ϥούʔ n1Z5PSDI͸૊Έࠐ·Εͣ l5FOTPSGMPXͳͲΛ୯ಠͰಈ͔͢ΑΓɺ࢖͍΍͍͢ l(16ͷαϙʔτ͕ಘΒΕΔ n$VEB /WJEJB n1MBJE.- ".%ɺ*OUFM l࣮૷͕ෳࡶͰɺϒϥοΫϘοΫεʹ͍ۙঢ়ଶ 2019 JOFI All rights reserved. P. 7
9. 1Z5PSDI ಛ௃͸ҎԼͷ௨Γ l'BDFCPPLࣾͰ։ൃ l(16ͷαϙʔτ͕ಘΒΕΔ n$VEB /WJEJB n.BDϢʔβʔ͸(16αϙʔτ͸࢖͑ͣ l/VNQZͱྨࣅͨ͠ૢ࡞ํ๏Ͱ࢖͍΍͍͢ lಈతͳܭࢉάϥϑͷͨΊɺߏஙޙͷมߋʹڧ͍ l࣮૷͕ෳࡶͰɺϒϥοΫϘοΫεʹ͍ۙঢ়ଶ 2019 JOFI All rights reserved. P. 8
10. TDJLJUMFBO ಛ௃͸ҎԼͷ௨Γ l(PPHMF
    4VNNFS
    PG
    $PEFϓϩδΣΫτͱͯ͠ελʔτ l(16ͷαϙʔτ͸ಘΒΕͳ͍ nIUUQTTDJLJUMFBSOPSHTUBCMFGBRIUNMXJMMZPVBEEHQVTVQQPSU lσΟʔϓϥʔχϯάҎ֎ͷػցֶशΞϧΰϦζϜ͕࢖͑Δ n4VQQPSU
    7FDUPS
    .BDIJOF n3BOEPN
    'PSFTUT n(SBEJFOU
    #PPTUJOH n,NFBOT n%#4$"/ 2019 JOFI All rights reserved. P. 9
11. ͦͷଞ ͦͷଞ΋ྻڍ͓ͯ͘͠ l$IBJOFS n1SFGFSSFE
    /FUXPSLTࣾͰ։ൃ n։ൃऴྃ uIUUQTQSFGFSSFEKQKBOFXTQS l5IFBOP nϞϯτϦΦʔϧେֶͰ։ൃ n1Z5PSDI΍5FOTPSGMPXʹൺ΂ͯ੎͍͸ແ͍ n࢖͏ࡍ͸,FSBT͔Βݺͼग़͢ͷ͕ྑ͍ 2019 JOFI All rights reserved. P. 10
12. ࠷ޙʹ lݱঢ়ɺαʔϏεʹ૊ΈࠐΉͷͰ͋Ε͹ҎԼͷͲͪΒ͔Ͱྑ͍͔ͱࢥ͏ n,FSBT n1Z5PSDI l.BD͚͔ͩ͠࢖͑ͳ͍ͷͰ͋Ε͹ɺʮ,FSBTʯ l৭ʑͳϥΠϒϥϦΛࢼ͢ͷͰ͋Ε͹ʮ,FSBTʯ l8JOEPXT-JOVYͰɺ$VEB͕࢖͑ΔͷͰ͋Ε͹ɺ ʮ1Z5PSDIʯ΋Ճຯͯ͠ྑ͍ l࣮૷Θ͔Βͳͯ͘΋ྑ͍ͷͰ͋Ε͹ɺ*BB4ϕϯμͷԼهαʔϏεͰ΋े෼ n"NB[PO
    .- "84 n"[VSF
    .- "[VSF n$MPVE
    .- ($1 2019 JOFI All rights reserved. P. 11
13. 2019 JOFI All rights reserved. P. 12 Ҏ্ʹͳΓ·͢ɻ ৘ใγεςϜʹؔͯ͠ࠔͬͨ͜ͱ͕͋Γ·ͨ͠Βɺגࣜձࣾ+0'*·Ͱ͓໰͍߹ΘͤԼ͍͞ ϗʔϜϖʔδ
    IUUQTXXXKPGJKQ