Wantedly の機械学習プロダクト開発を支える機械学習基盤 / #d3m

©2018 Wantedly, Inc. Wantedly ͷػցֶशϓϩμΫτ։ൃ Λࢧ͑Δػցֶशج൫ 5.Nov.2018 - Nao Minami
(@south37) Wantedly, Inc. Data Driven Developer Meetup #2

©2018 Wantedly, Inc. /BP.JOBNJ *OGSBTUSVDUVSF&OHJOFFS 8BOUFEMZ *OD (JU)VCTPVUI 5XJUUFSTPVUI 8BOUFEMZͰػցֶशج൫ͷվળʹऔΓ૊Ή
43&ͱͯ͠ͷ໾ׂʢαʔϏεͷ৴པੑʹ੹೚ʣ ։ൃج൫ͱͯ͠ͷ໾ׂʢΤϯδχΞͷੜ࢈ੑʹ੹೚ʣ

©2018 Wantedly, Inc. 8BOUFEMZʹ͓͚Δػցֶशͷ׆༻ w 8BOUFEMZ7JTJU w Ϣʔβʔʹର͢Δʮاۀͷืूʯͷਪન w اۀʹର͢Δʮީิऀʯͷਪન
w 8BOUFEMZ1FPQMF w ໊ࢗը૾ಡΈऔΓϩδοΫ w Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ w ࿩୊هࣄ͔Βͷݻ༗දݱநग़ w ࿩୊هࣄͷύʔιφϥΠζ w FUD

©2018 Wantedly, Inc. 1FPQMF໊ࢗಡΈऔΓσϞ w 1FPQMFͷ໊ࢗಡΈऔΓ͸ػցֶशΛ׆༻ w લఏ਺ඵͰσʔλԽ׬ྃͱ͍͏ମݧΛఏڙ͍ͨ͠ w ਓ͕ؒհࡏ࣮ͯ͠ݱ͢Δͷ͸ෆՄೳ
w ը૾͔Βߏ଄ԽσʔλΛಡΈग़͢ॲཧ͸ɺී௨ͷΞϧΰϦζϜͰ͸೉͍͠ w ػցֶशΛ׆༻͔ͨ͠Β੒ཱͨ͠ϓϩμΫτ

©2018 Wantedly, Inc. Ϣʔβʔಉ࢜ͷͭͳ͕Γਪఆ w ʮϓϩμΫτʹ͸ଘࡏ͠ͳ͍͕ɺݱ࣮Ͱ͸ଘࡏ ͢Δͭͳ͕ΓʯΛਪఆ͢Δ "͞Μ $͞Μ #͞Μ
w ྫ"͞Μͱ$͞Μ͸#͞Μͱ͍͏ڞ௨ͷͭͳ͕Γ͕ ଘࡏ͢ΔͷͰɺݱ࣮Ͱ͸࣮͸ܨ͕͍ͬͯΔ͔΋ʁ w 'BDFCPPL΍-JOLFEJO΋ɺͭͳ͕ΓਪఆΛͯ͠ʮ஌Γ ߹͍Ͱ͸ʁʯػೳΛ࡞͍ͬͯΔ

©2018 Wantedly, Inc. ͭͳ͕ΓਪఆϩδοΫ w %FFQ8BMLͱ͍͏ख๏Λར༻ w άϥϑʢͭͳ͕ΓΛ൓өͨ͠σʔλߏ଄ʣͷ্ΛϥϯμϜʹભҠ͢ΔϥϯμϜ΢ΥʔΫͱɺ 8PSEWFDͷ4LJQ(SBNΛ૊Έ߹ΘͤΔख๏ w
ϥϯμϜ΢ΥʔΫͰಘΒΕͨܥྻΛֶशσʔλͱͯ͠8PSEWFDʹΑΔֶश΁ར༻ w άϥϑߏ଄Λ൓өͨ͠WFDUPSΛOPEF͝ͱʹੜ੒ w ࣅͨWFDUPSΛ࣋ͭOPEFಉ࢜͸ͭͳ͕͍ͬͯΔՄೳੑ͕ߴ͘ɺͭͳ͕Γͷਪఆ͕Մೳ w ޿ൣғͳάϥϑߏ଄Λ൓өͭͭ͠ɺܭࢉྔΛݱ࣮తͳྔʹ཈͑Δࣄ͕Ͱ͖Δ ϥϯμϜ΢ΥʔΫ ߴਫ਼౓ͷͭͳ͕ΓਪఆΛݱ࣮తͳܭࢉྔ Ͱ࣮ݱ

©2018 Wantedly, Inc. 8BOUFEMZʹ͓͚Δػցֶशͷ׆༻ w 8BOUFEMZ7JTJU w ਓʹର͢Δʮاۀͷืूʯͷਪન w اۀʹର͢Δʮީิऀʯͷਪન
w 8BOUFEMZ1FPQMF w ໊ࢗը૾ಡΈऔΓϩδοΫ w Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ w ࿩୊هࣄͷύʔιφϥΠζ w FUD ༷ʑͳλεΫͰػցֶशΛ׆༻ʂ

©2018 Wantedly, Inc. ϓϩμΫτνʔϜʹػցֶशΤϯδχΞ͕͍Δཧ༝ w ʮϓϩμΫτʹͱͬͯՁ஋͋ΔվળʯΛߦ͍΍͍͢ w ίϯςΩετΛڞ༗͍ͯ͠ΔͷͰద੾ͳλεΫઃఆɺΰʔϧઃఆ͕Ͱ͖Δ w ϓϩμΫτʹͱͬͯίΞͳՁ஋ΛੜΈग़͢͜ͱʹ੹೚Λ΋ͯΔ
w ϦϦʔεʹ޲͚ͯओମతʹಈ͚Δ w σʔλΛαʔϏεͷࢹ఺͔Βଊ͑Δ͜ͱ͕Ͱ͖Δ w FHεύϜߦಈΛߦ͏ϢʔβʔͷߦಈϩάͳͲΛద੾ʹѻ͏͜ͱ͕Ͱ͖Δ

©2018 Wantedly, Inc. ϓϩμΫτνʔϜʹػցֶशΤϯδχΞ͕͍Δ৔߹ͷσϝϦοτ w Կ΋ରࡦ͠ͳ͚Ε͹σϝϦοτ͸͋Δ w νʔϜؒͷػցֶशΤϯδχΞͷ஌ࣝɾ஌ݟͷ෼அ w ձࣾશମͱͯ͠ݟͨͱ͖ʹػցֶश؀ڥ͕੔උ͞ΕͮΒ͍
w ࣾ಺ɺࣾ֎ษڧձ w ࣾ಺ྠߨ΍%BUB%SJWFO%FWFMPQFS.FFUVQͷ։࠵ w ձࣾશମͷػցֶशج൫ͷ੔උ

©2018 Wantedly, Inc. 8BOUFEMZͷػցֶशج൫ w σʔλج൫ w ։ൃֶश w ධՁ
w σϓϩΠ w ܭଌ

©2018 Wantedly, Inc. σʔλΛஷΊΔج൫ w ͋ΒΏΔϩά΍σʔλΛ#JH2VFSZʹू໿ w ϩά΍σʔλू໿༻ͷج൫͕੔͍ͬͯΔ w (P
3VCZͳͲ֤ݴޠ༻ͷMPHHFSMJCSBSZ qVFOUE w σʔλϕʔεͷσʔλಉظδϣϒ w ͋ΒΏΔϩά΍σʔλΛू໿ w Ϣʔβʔߦಈϩά w Πϕϯτϩά w σʔλϕʔεͷσʔλ w ֎෦࿈ܞαʔϏεʢFH4BMFTGPSDF ;FOEFTLʣͷσʔλ w ֤छΠϯϑϥϝτϦΫεʢ"QQMJDBUJPOMPH LVCFSOFUFTDMVTUFSMPH FUDʣ w FUD

©2018 Wantedly, Inc. w #JH2VFSZ 4ͷ؀ڥͰɺඞཁͳݖݶ͸ ػցֶशΤϯδχΞʹશͯ౉͍ͯ͠Δ w ඞཁͳσʔλΛࣗ༝ʹऔಘɺ੔ܗɺอଘͰ͖Δ w
σʔλ෼ੳɺՄࢹԽɺલॲཧɺֶश ػցֶशΤϯδχΞ σʔλΛ࢖͏ج൫ #JH2VFSZ 4

©2018 Wantedly, Inc. σʔλج൫·ͱΊ w σʔλΛஷΊΔج൫ w #JH2VFSZ w ֤छMPHHFSMJCSBSZ
w σʔλಉظδϣϒ w 4 w σʔλΛ࢖͏ج൫ w #JH2VFSZ 4ΛػցֶशΤϯδχΞʹར༻ͯ͠΋Β͏ w "OBMZUJDTαʔϏεPO,VCFSOFUFT σʔλΛ׆༻Ͱ͖Δσʔλج൫

©2018 Wantedly, Inc. 8BOUFEMZͷػցֶशج൫ w σʔλج൫ʜ#JH2VFSZ 4 w ։ൃֶश w
ධՁ w σϓϩΠ w ܭଌ

©2018 Wantedly, Inc. w σʔλͱίʔυͱ؀ڥΛ༻ҙͯ͠ɺ։ൃֶश ։ൃֶश #JH2VFSZ 4 σʔλ ίʔυ
1Z5PSDI ։ൃֶश؀ڥ 4BHF.BLFS

©2018 Wantedly, Inc. w ࠓ೥͔Β"NB[PO4BHF.BLFSΛಋೖ w "NB[PO4BHF.BLFS͸ʮ։ൃʯʮֶशʯʮσϓϩΠʯ͕ߦ͑ΔػցֶशϓϥοτϑΥʔϜ w ֤εςοϓ͝ͱʹઐ༻ͷJOTUBODFΛཱͯͯར༻ w
։ൃ༻ͷίετͷ௿͍/PUFCPPL*OTUBODFΛਓ͕઎༗ͯ͠ར༻ɻTBHFNBLFSTELΛ௨ ֶͯ͠श։࢝͢Δͱ5SBJOJOH*OTUBODF͕ద੾ͳ෼͚ͩىಈɻ w *".Ͱద੾ʹݖݶઃఆɻ/PUFCPPL*OTUBODFͷىಈTDSJQUͰηοτΞοϓɻ w EPDLFSDPOUBJOFSΛར༻ֶͯ͠शͰ͖Δɻ؀ڥ͸͔ͳΓࣗ༝౓Λ࣋ͬͯ࡞ΕΔɻ w ༷ʑͳϝϦοτ w ։ൃֶशʹར༻ɻ؀ڥηοτΞοϓͷίετ͕େ෯ʹݮͬͨɻ w ֶशऴྃޙʹ(16JOTUBODF͕উखʹTUPQ͢ΔͷͰɺ໘౗ͳӡ༻͕ෆཁʹͳͬͨ w "NB[PO4BHF.BLFSʹ͍ͭͯ͸ɺͷ"84%FW%BZͰ࿩ͨ͠ͷͰৄࡉ͸ͪ͜Βʂ ։ൃֶश؀ڥ IUUQTTQFBLFSEFDLDPNTPVUIOVNCFSBXTEFWEBZ

©2018 Wantedly, Inc. w ֶश؀ڥ͸ɺ͔ͳΓʮࣗ༝౓ʯ͕͋Δ w ֶश΋EFQMPZ΋શͯEPDLFSDPOUBJOFSΛར༻͍ͯ͠ΔͷͰɺࣗ෼Ͱ%PDLFSpMF Λ༻ҙ͢Ε͹ͲΜͳ؀ڥͰ΋ಈ͔ͤΔ w 5FOTPS'MPX
1Z5PSDI TDJLJUMFBSOͳͲɺϓϩδΣΫτʹΑͬͯϥΠϒϥϦ΋ҧ͏ɻ ຊਓͷशख़౓ͳͲ༷ʑͳཁҼͰ࢖͏΋ͷ͸มߋՄೳɻ ։ൃֶश؀ڥ

©2018 Wantedly, Inc. w DPPLJFDVUUFSNMUFNQMBUFͰ։ൃΛߴ଎Խ w ػցֶशϓϩδΣΫτΛ܁Γฦ͢͠͏ͪʹɺࣾ಺ϕετϓϥΫςΟε͕ݟ͖͑ͯͨ w SFQPTJUPSZͷTFUVQॲཧΛANBLFCPPUTUSBQAʹ౷Ұ w
ֶशσʔλΛ4ͱ΍ΓͱΓ͢ΔͨΊͷπʔϧΛར༻ w %PDLFSpMFΛར༻ w ֶशͷFOUSZQPJOUΛANBLFUSBJOAʹ౷Ұ w ධՁͷFOUSZQPJOUΛATDSJQUFWBMVBUFAʹ౷Ұ w ֶश࣌ͱਪ࿦࣌ͷલॲཧNPEVMFΛ౷Ұ w "1*TFSWFSͷUFNQMBUF࣮૷Λར༻ w ϕετϓϥΫςΟεͷపఈ։ൃޮ཰Խͷҝʹɺࣾ಺༻DPPLJFDVUUFSNMUFNQMBUFΛ༻ҙ w ։ൃ΍ֶशɺͦͷޙͷϑϩʔ͕ߴ଎Խʂ ։ൃֶश

©2018 Wantedly, Inc. w DPPLJFDVUFSUFNQMBUFͰ։ൃΛߴ଎Խ w ػցֶशϓϩδΣΫτΛ܁Γฦ͢͠͏ͪʹɺࣾ಺ϕετϓϥΫςΟε͕ݟ͖͑ͯͨ w SFQPTJUPSZͷTFUVQॲཧΛANBLFCPPUTUSBQAʹ౷Ұ w
ֶशσʔλΛ4΁഑ஔɺ4͔ΒSFQPTJUPSZ΁μ΢ϯϩʔυ΍ٯʹ4΁Ξοϓϩʔυ ͢ΔͨΊͷπʔϧΛར༻ w %PDLFSpMFͷར༻ w ֶशͷFOUSZQPJOUΛANBLFUSBJOAʹ౷Ұ w ධՁͷFOUSZQPJOUΛATDSJQUFWBMVBUFAʹ౷Ұ w ֶश࣌ͱਪ࿦࣌ͷલॲཧNPEVMFΛ౷Ұ w "1*TFSWFSͷUFNQMBUF࣮૷Λར༻ w ϕετϓϥΫςΟεͷపఈπʔϧར༻؆ศԽͷҝʹɺDPPLJFDVUUFSUFNQMBUFΛ༻ҙͨ͠ ֶश ։ൃֶश؀ڥͷ੔උ͕ਐΜͩ

©2018 Wantedly, Inc. 8BOUFEMZͷػցֶशج൫ w σʔλج൫ʜ#JH2VFSZ 4 w ։ൃֶशʜ"NB[PO4BHF.BLFS w
ධՁ w σϓϩΠ w ܭଌ

©2018 Wantedly, Inc. w ֶशͨ͠ϞσϧͷΫΦϦςΟΛνΣοΫ͢Δͨ ΊʹɺP⒐JOFධՁΛߦ͏ w ਖ਼ղ཰ʢBDDVSBDZʣ͸ʁద߹཰ʢQSFDJTJPOʣ͸ʁ࠶ݱ཰ʢSFDBMMʣ͸ʁ w ਪ࿦Λؒҧ͑ͨ࣌ɺͲͷέʔεʹରͯ͠Ͳ͏͍ͬͨؒҧ͍Λͨ͠ͷ͔ʁ
w ʮϦϦʔεͷ൑அʯ΍ʮਫ਼౓վળʯΛ͔֬ΊΔͨΊʹඞཁ ධՁ

©2018 Wantedly, Inc. w ՝୊ݩʑɺ֤.-SFQPTJUPSZͰόϥόϥʹ P⒐JOFධՁ݁ՌΛ؅ཧ͍ͯͨ͠ w ଟ͘ͷ.-SFQPTJUPSZ͸ɺධՁTDSJQUΛόϥόϥͷ໊લͰઃஔͯ͠ɺ4΁VQMPBE w υΩϡϝϯτ͕ແ͚Ε͹ɺP⒐JOFධՁͷ࣮ߦํ๏΍Ӿཡํ๏΋෼͔Βͳ͍
w JUFN͝ͱͷ݁ՌΛݟͨͯ͘΋ɺݟΔํ๏͕෼͔Βͳ͍ w ղܾࡦP⒐JOFධՁʹؔͯ͠ϨʔϧΛෑ͘͜ͱ ʹͨ͠ ධՁ

©2018 Wantedly, Inc. P⒐JOFධՁσʔλ؅ཧ༻ͷࣗࣾ੡044ʮFWʯ w FWFWBMVBUJPOEBUBNBOBHFNFOUUPPMɻFW͸ͭͷػೳΛఏڙɻ PGGMJOFධՁͷϨʔϧ ֶशޙͷP⒐JOFධՁσʔλ؅ཧ w FWDMJ
IUUQTHJUIVCDPNXBOUFEMZFWDMJ ͕࣮૷ w P⒐JOFධՁ݁ՌΛϞσϧͷόʔδϣϯɺϋΠύʔύϥϝʔλɺֶशσʔλͷόʔδϣϯͱͱ ΋ʹอଘ͢Δʢ࠶ݱੑͷ͋ΔܗͰධՁ݁ՌΛอଘʣ ఆظతͳNBTUFSCSBODIͰͷP⒐JOFධՁ࣮ߦ w FWKPCHFO IUUQTHJUIVCDPNXBOUFEMZFWKPCHFO ͕࣮૷ w ຖ೔NBTUFSCSBODIͰP⒐JOFධՁͷ࣮ߦͱධՁ݁ՌͷอଘΛߦͬͯɺվળͷྺ࢙Λ࢒͢

©2018 Wantedly, Inc. FWKPCHFOͷػೳ w P⒐JOFධՁͱFWDMJΛఆظ࣮ߦ͢Δ ,VCFSOFUFT$SPO+PCΛొ࿥ w :BNMͰ࠷খͷఆٛΛॻ͘ͱɺP⒐JOFධՁͱFWDMJΛ࣮ߦ͢Δ$SPO+PC͕ొ࿥͞ΕΔ w
ຖ೔֤.-SFQPTJUPSZͷNBTUFSͰͷP⒐JOFධՁ݁ՌΛ࢒͠ଓ͚Δ $SPO+PC" $SPO+PC# FWKPCHFO ొ࿥ ొ࿥ ܧଓతͳϞσϧධՁͷ ج൫͕੔උ͞Εͨ

ධՁʜFW w σϓϩΠ w ܭଌ

©2018 Wantedly, Inc. σϓϩΠ w σϓϩΠʹ͸େ͖͘෼͚ͯछྨͷํ๏͕͋Δ "1*TFSWFSΛ༻ҙͯ͠ɺSFRVFTUʹରͯ͠ϞσϧͰਪ࿦ ͨ݁͠ՌΛฦ͢ʢը૾෼ྨͳͲʣ
είΞΛόονܭࢉͯ͠BQQMJDBUJPO͔Βར༻ʢਪનͳͲʣ

©2018 Wantedly, Inc. w "1*4FSWFSʹ͸,VCFSOFUFTΛར༻ w ϝϦοτΠϯϑϥΤϯδχΞ͕શؔ͘༩ͤͣʹ৽͍͠"1*TFSWFSΛݐͯΒΕΔ w ඞཁͳͷ͸ֶशࡁΈϞσϧͱ4FSWFS࣮૷ͱ%PDLFSpMFͱϚχϑΣετϑΝΠϧͷΈ w
͞Βʹɺ4FSWFS࣮૷ͷେ෦෼͸DPPLJFDVUUFSNMςϯϓϨʔτͰఏڙ w ϚχϑΣετϑΝΠϧ΋ɺࣾ಺ςϯϓϨʔτ͕ଘࡏ w EFQMPZखॱͷυΩϡϝϯτ΋੔උ͞Ε͓ͯΓɺEFQMPZ༻ͷศརͳࣾ಺πʔϧ΋ଘࡏ "1*TFSWFSΛ༻ҙ͢Δํ๏ .-DBUFHPSJ[FS .-SFDPNNFOEFS" .-SFDPNNFOEFS#

©2018 Wantedly, Inc. ิ଍,VCFSOFUFTͱ͸ w ,VCFSOFUFT͸ίϯςφΦʔέετϨʔγϣϯ πʔϧ w %PDLFSDPOUBJOFSΛΫϥελͷOPEFʹׂΓ౰ͯͯ͘ΕΔ w
Ϋϥελ͕Ұ౓ߏங͞ΕΕ͹ɺ༷ʑͳDPOUBJOFSΛ؆୯ʹಈ͔͢ࣄ͕Ͱ͖Δ w Φʔτεέʔϧͯ͠ɺෛՙʹରͯ͠ॊೈʹରԠ͢Δࣄ΋Մೳ w 8BOUFEMZͰ͸ɺ,VCFSOFUFTΫϥελ্ʹϚΠΫϩαʔϏεΛߏங͍ͯ͠Δʢ໿αʔϏεʣ 4FSWJDF" 4FSWJDF# 4FSWJDF$

©2018 Wantedly, Inc. w είΞͷόονܭࢉʹ͸,VCFSOFUFTͷ $SPO+PCΛར༻ w ڠௐϑΟϧλϦϯάͳͲɺશମਪ࿦͢Δ΋ͷ͸είΞΛόονܭࢉ͢Δ w ܭࢉ݁Ռ͸3%4΍3FEJTͳͲɺ"QQMJDBUJPO͔Βར༻͠΍͍͢σʔλετΞʹอଘ
w ඞཁͳͷ͸ίʔυͱ%PDLFSpMFͱϚχϑΣετϑΝΠϧͷΈ είΞΛόονܭࢉ͢Δํ๏ .-+PC 3%4 3FEJT "QQMJDBUJPO είΞॻ͖ग़͠ είΞಡΈࠐΈ

©2018 Wantedly, Inc. w (16JOTUBOUFͰ૊Μͩ,VCFSOFUFTDMVTUFS ΋༻ҙ͍ͯ͠Δ w σΟʔϓϥʔχϯάͳͲ(16Λ࢖͏λεΫͰ͋ͬͯ΋ɺ,VCFSOFUFTDMVTUFS΁؆୯ʹσ ϓϩΠͰ͖Δ w
$SPO+PCͰͷֶशɾਪ࿦ʹར༻ w (PPHMF,VCFSOFUFT&OHJOFΛར༻ ,VCFSOFUFTDMVTUFSͷ؀ڥ %FFQ-FBSOJOH4FSWJDF" %FFQ-FBSOJOH4FSWJDF# ,VCFSOFUFTΛ׆༻ͯ͠ σϓϩΠج൫͸੔උ

ධՁʜFW w σϓϩΠʜ,VCFSOFUFT w ܭଌ

©2018 Wantedly, Inc. w ຊ൪σϓϩΠޙ͸ɺϩάΛݟͯܧଓతʹܭଌ w σʔλج൫͕੔ͬͯΔͷͰɺϩάͷऩू΋؆୯ w ޮՌݕূʹ͸"#UFTUΛར༻ w
ਪનܥλεΫͰ͋Ε͹ΫϦοΫ཰ͳͲɺਪ࿦ܥλεΫͰ͋Ε͹ਖ਼౴཰ͳͲΛܭଌ ܭଌ

©2018 Wantedly, Inc. 8BOUFEMZͷػցֶशج൫ w σʔλج൫ʜ#JH2VFSZ 4 "OBMZUJDT w ֶशʜ(16JOTUBODF
4BHF.BLFS w ධՁʜFW #JH2VFSZ %0.0 w σϓϩΠʜ,VCFSOFUFT (16DMVTUFS w ܭଌʜϩάܭଌ "#UFTU %0.0 ػցֶशج൫ͷ্Ͱ ܧଓతͳվળΛ࣮ݱ

©2018 Wantedly, Inc. w σʔλج൫ʜ#JH2VFSZ 4 w σʔλ෼ੳ؀ڥΛ੔͑ΔͨΊ೥ʹ5SFBTVSF%BUBɺ೥ʹ#JH2VFSZಋೖ w ։ൃֶशʜ"NB[PO4BHF.BLFS
w ೥ʹ"NB[PO4BHF.BLFSΛಋೖ w ධՁʜFW w ೥͔ΒFWΛ։ൃɺಋೖͯ͠ϨʔϧΛෑ͍ͨ w σϓϩΠʜ,VCFSOFUFT w ೥͔Β,VCFSOFUFTར༻ w ܭଌʜϩάܭଌ "#UFTU 8BOUFEMZͷػցֶशج൫ͷྺ࢙

©2018 Wantedly, Inc. ·ͱΊ w 8BOUFEMZͰ͸ػցֶशΛϓϩμΫτʹ׆༻ w 8BOUFEMZ7JTJU 8BOUFEMZ1FPQMFͷػೳʹػցֶश͕׆͔͞Ε͍ͯΔ w
ػցֶशΤϯδχΞ͸ϓϩμΫτνʔϜʹॴଐɹ w ϓϩμΫτνʔϜͷதͰίΞͳՁ஋ΛੜΈग़͢ࣄʹ஫ྗ͍ͯ͠Δ w ػցֶशج൫͸վળ͠ଓ͚͍ͯΔ w ͜Ε·Ͱ΋վળ͖ͯͨ͠ࠓޙ΋վળ͍ͯ͘͠ʂ

Wantedly の機械学習プロダクト開発を支える機械学習基盤 / #d3m

Wantedly の機械学習プロダクト開発を支える機械学習基盤 / #d3m

More Decks by Nao Minami

Other Decks in Technology

Featured

Transcript