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Cloud Next '19 Tokyo Summary
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2kyym
August 29, 2019
Programming
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Cloud Next '19 Tokyo Summary
社内で発表した Cloud Next '19 Tokyo の参加報告資料です。自分が聴講したセッションの中から ML, MLOps に関連するものをピックアップしました。
2kyym
August 29, 2019
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Transcript
(PPHMF$MPVE/FYU`5PLZPࢀՃใࠂ "*.- !"*ٕज़ڞ༗ձ ஙࢁকԝ "*ຊ෦"*γεςϜ෦.-ΤϯδχΞϦϯάୈҰάϧʔϓ גࣜձࣾσΟʔɾΤψɾΤʔ
͡Ίʹ ͜Μͳײ͡ʹͳͬͯΔͱ͜ΖϦϯΫͰ͢ ʢҎޙʣ
$MPVE/FYU`5PLZP֓ཁ
$MPVE/FYU`5PLZP֓ཁ Πϕϯτ֓ཁ w (PPHMF$MPVE1MBUGPSNؔ࿈ͷ৽ϦϦʔεɺاۀͰͷ׆༻ࣄྫͳͲͷൃද w ձɿ౦ژϓϦϯεϗςϧβɾϓϦϯεύʔΫλϫʔ౦ژ w ࠓͷࢀՃऀ ਓ
w ίϯςϯπ w جௐߨԋͱηογϣϯʢϝΠϯʣ w ($1ͷػೳ֤اۀͷσϞ͕లࣔ͞Ε͍ͯΔ&YQP w "TLUIF4QFBLFS w /FYUJO5PLZP/JHIUʢύʔςΟʣ IUUQTDMPVEXJUIHPPHMFDPNOFYUUPLZP
$MPVE/FYU`5PLZP֓ཁ %F/"͔Βͷొஃ w ೆ͞Μ w جௐߨԋ w ۀ࣌ͷ͔ΒΦϯϓϨˠΫϥυҠߦͷ͍͖ͭ͞·Ͱ w
य़͞Μ w $MPVE"*1MBUGPSNʹ͓͚ΔػցֶशϞσϧͷϥΠϑαΠΫϧ w JLLJ͞Μ w ʰٯసΦηϩχΞʱͷ"*ػೳΛࢧ͑Δ($1 w ؠඌ͞ΜʢήʔϜࣄۀ෦ੳ෦ʣ w #JH2VFSZΛ͍ͤʂ%F/"σʔλΤϯδχΞͷऔΓΈࣄྫ
None
None
None
None
$MPVE/FYU`5PLZP֓ཁհ͢Δηογϣϯ ΧελϜϞσϧΛॊೈɾߴɾ҆Ձʹ࡞͢ΔͨΊͷαʔϏε $MPVE"*1MBUGPSNηογϣϯ #2ͷ5JQTͱ%F/"ʹ͓͚Δ#2׆༻ࣄྫ #JH2VFSZϕετϓϥΫςΟε (PPHMFۘͷσΟʔϓϥʔχϯάಛԽϋʔυΣΞ $MPVE516ηογϣϯ (,&$PNQPTFSΛ׆༻ͨ͠ػցֶशγεςϜͷߏங ;0;0Ͱͷ.-0QT࣮ફͱ(,&ΠϯϑϥΞʔΩςΫνϟ
#JH2VFSZ ϕετϓϥΫςΟε
#JH2VFSZϕετϓϥΫςΟε ৽ػೳɿӬଓ6%'ʢЋ൛ˠЌ൛ʣ w 6%'6TFS%FpOFE'VODUJPO w +40/ύʔεॲཧͳͲͷॲཧΛ+BWB4DSJQUͰهड़Ͱ͖Δ w ͜Ε·Ͱ6%'Ұ࣌తͳͷͰɺ༻͍Δ42-Ͱఆٛ͢Δඞཁ͕͋ͬͨ w
Ӭଓ6%'ʹΑͬͯ༧Ίఆ͓͍͍ٛͯͯͭ͠Ͱݺͼग़ͤΔΑ͏ʹ w Ұ࣌6%'ͱൺֱͯ͠ύϑΥʔϚϯε্
#JH2VFSZϕετϓϥΫςΟε ৽ػೳɿӬଓ6%'ʢЋ൛ˠЌ൛ʣ
#JH2VFSZϕετϓϥΫςΟε ৽ػೳɿ$POOFDUFE4IFFUTʢЋ൛ʣ w #2্ͷςʔϒϧΛγʔϜϨεʹ(44ͰՄࢹԽɾੳͰ͖Δ w 4QSFBE4IFFUT%BUB$POOFDUPSͱҧ͍ɺ42-Λॻ͘ඞཁ͢Βͳ͍ w ੳऀʹͱͬͯخ͍͔͠ʁ w
5#ͷେ༰ྔςʔϒϧͰͳ͘ಡΈࠐΊΔΒ͍͠
IUUQTTUPSBHFHPPHMFBQJTDPNHXFCDMPVECMPHQVCMJTIPSJHJOBM@JNBHFT#JH2VFSZ@TQSFBETIFFU@JOUFSGBDFHJG
#JH2VFSZϕετϓϥΫςΟε ($4͔ΒಡΈࠐΉࡍͷσʔλϑΥʔϚοτ w ϩʔυ͕͍ॱʹ w "WSPʢѹॖʣ w "WSP w
1BSRVFU03$ w $47 w +40/ w $47ʢѹॖʣ w +40/ʢѹॖʣ w "WSPʹม͢Δׂ͔ϑΝΠϧΛಡΈࠐΉͱ͍
#JH2VFSZϕετϓϥΫςΟε ׂςʔϒϧɾΫϥελԽςʔϒϧ w ςʔϒϧͷඞཁͳ෦ͷΈরձͯ͠ίετΛݮ w UJNFTUBNQྻΛׂΧϥϜʹࢦఆͰ͖Δ w େنͳϑΝΫτςʔϒϧʹl3FRVJSF1BSUJUJPO'JMUFSzΦϓγϣϯΛ w
ΫϥελԽςʔϒϧ w ׂࡁΈͷςʔϒϧʹର͠ɺΫϥελྻΛࢦఆͯ͠͞Βʹίετݮ w ಡΈࠐΈύϑΥʔϚϯεվળ
#JH2VFSZϕετϓϥΫςΟε εϩοτͱ͍͏֓೦ w εέδϡʔϦϯάͷ୯Ґ w ϦιʔεαΠζʢԋࢉೳྗʣʹରԠ w σϑΥϧτׂϓϩδΣΫτʹ͖ͭεϩοτ w
ϓϩδΣΫτɾϓϩδΣΫτؒͰϑΣΞεέδϡʔϦϯά w ݄ఆֹΦϓγϣϯͩͱεϩοτΛࣗ༝ʹׂՄೳ
#JH2VFSZϕετϓϥΫςΟε %F/"ʹ͓͚ΔήʔϜੳࣄྫ w ՝ w ࣮ߦ͞ΕͨΫΤϦ͕࠷దͰͳ͍ w ҰൃͰ5#ʢສԁʣͷΫΤϦ͕ඈΜͩ͜ͱ w
ঃʑʹίετ͕͔͞ΜͰ͍ͨ w ϲ݄͝ͱʹສԁ݄૿Ճ w ҎԼͷվળʹΑͬͯͷίετݮʂ w 4UBDLESJWFSʹΑΔڊେΫΤϦͷϞχλϦϯάͱ௨ w ΫϥελԽςʔϒϧͷಋೖ
$MPVE"*1MBUGPSN
$MPVE"*1MBUGPSN ػցֶशͷFFαΠΫϧ IUUQTDMPVEHPPHMFDPNBJQMBUGPSN IMKB
$MPVE"*1MBUGPSN "*)VCʢЌ൛ʣ w ػցֶशΞηοτͷΧλϩά w ҰݴͰݴ͏ͱɿ%PDLFS)VCͷػցֶशϞσϧ൛ w ΧελϜϞσϧΛ($1ʹϫϯΫϦοΫσϓϩΠ w
ެ։ൣғݶఆ؆୯ w (PPHMFϢʔβάϧʔϓ୯ҐͰઃఆՄೳ IUUQTDMPVEHPPHMFDPNBJIVC
$MPVE"*1MBUGPSN "*)VCʢЌ൛ʣ w ػցֶशΞηοτͷΧλϩά w ҰݴͰݴ͏ͱɿ%PDLFS)VCͷػցֶशϞσϧ൛ w ΧελϜϞσϧΛ($1ʹϫϯΫϦοΫσϓϩΠ w
ެ։ൣғݶఆ؆୯ w (PPHMFϢʔβάϧʔϓ୯ҐͰઃఆՄೳ
$MPVE"*1MBUGPSN "*)VCͷ͍ํ w 5FOTPS'MPX.PEVMFͰ͋Ε w /PUFCPPLͰ͋Ε w "*1MBUGPSN/PUFCPPLʢޙड़ʣͱϫϯΫϦοΫ࿈ܞ
$MPVE"*1MBUGPSN "*1MBUGPSN/PUFCPPLTʢЌ൛ʣ w Ϛωʔδυ+VQZUFS-BCΠϯελϯε w ΦϯσϚϯυʹߏมߋͰ͖ΔܭࢉػϦιʔε w Πϯελϯεىಈޙʹ(16૿ઃͳͲ w
ඞཁͳϥΠϒϥϦ͕ϓϦΠϯετʔϧ w "*)VC #JH2VFSZͳͲ($1ίϯϙʔωϯτͱີͳ࿈ܞ IUUQTDMPVEHPPHMFDPNBJQMBUGPSNOPUFCPPLT
$MPVE"*1MBUGPSN w ,VCF'MPX'BJSJOHʹΑΔ֎෦ϦιʔεͰͷ࣮ݧ w Ϟσϧֶश༻ͷΫϥεؔΛίϯςφԽ͠ɺ($1্Ͱ࣮ݧͰ͖Δ w %FFQ-FBSOJOH7.*NBHFΛ༻͍ͯ؆୯ʹ/PUFCPPL্͔ΒճͤΔ "*1MBUGPSN/PUFCPPLTʢЌ൛ʣ
IUUQTBEUFDIDZCFSBHFOUJPQSBSDIJWFT
$MPVE"*1MBUGPSN "*1MBUGPSN5SBJOJOHʢچ$MPVE.-&OHJOFʣ w ಛ w ΞΠυϧঢ়ଶͷΠϯελϯεແ՝ۚ w ϋΠύϥνϡʔχϯάͷࣗಈԽɾฒྻֶश w
ΧελϜίϯςφαϙʔτʢЌ൛ʣʹΑΓҙͷϑϨʔϜϫʔΫ͕Մೳʹ w ಈ࡞Πϝʔδ w ػցֶशίʔυͷύοέʔδͱઃఆϑΝΠϧΛ༻ҙ w δϣϒΛ͛ΔͱɺֶशΛ࣮ߦ͢ΔΫϥελ͕ࣗಈͰཱͯΒΕΔ
$MPVE"*1MBUGPSN 1ZUIPO͔Βֶशδϣϒͷ࣮ߦ
$MPVE516
$MPVE516 $MPVE516֓ཁ w جຊతʹ5FOTPSqPXઐ༻ϓϩηοα w %PNBJO4QFDJpD"SDIJUFDUVSFʢ%4"ʣ w ྖҬ͝ͱʹϋʔυͱιϑτΛ࠷దઃܭ w
516։ൃͷྺ࢙ w ॳظݕ౼ w ࣮։ൃ։࢝ w 516Wͷಋೖ։࢝ʢ։ൃ։͔࢝Βϲ݄ޙʣ
$MPVE516 w $16ͱͷҧ͍ w (16ͰϊΠϚϯϘτϧωοΫ͋Δ w ڞ༗ϝϞϦʹ͕ࠩ࣌ؒ͢͠ϘτϧωοΫ w 516ͰϢχοτಉ͕࢜ύΠϓϥΠϯͰܨ͕͓ͬͯΓɺϝϞϦಡΈॻ͖ͷ
ϘτϧωοΫ͕ͳ͍ w Ͳ͏ͳ͔ͬͨ w طଘ$16ͱൺֱ͠ిྗੑೳൺഒ $MPVE516֓ཁ IUUQTDMPVEHPPHMFDPNUQV
$MPVE516 ;0;0ը૾ݕࡧͰͷ׆༻ࣄྫ w 516ಋೖલͷ՝ w ($1ͷ5FTMB7ΠϯελϯεͰֶश w ࣮ݧαΠΫϧ w
Ͱ64%Ͱ 64% w ͜ͷ࣌ͰΦϯϓϨΑΓ͍҆ w ࣮ݧʹ͚͜Δͱिؒਐ͕ͳ͍͜ͱʜʜ w ݟ͕ஷ·Δͷ͕͍ˍ։ൃऀͷϞνϕʔγϣϯԼ
$MPVE516 ;0;0ը૾ݕࡧͰͷ׆༻ࣄྫ w 516ಋೖޙͲ͏ͳ͔ͬͨ w ࣌ؒ͋ͨΓͷॲཧ͕ສϖΞສϖΞ w ࣮ݧαΠΫϧ࣌ؒ w
όοναΠζ w ஈʁ w ௨ৗͷ516ͳΒഒͷίετ w 1SFFNQUJWFͳΒ௨ৗ(16ΑΓ͍҆ w 1SFFNQUJWFͷσϝϦοτӡ༻ͰΧόʔ
$MPVE516 5161PETͱ w 516Λܨ͍ͩεύίϯ w 516 1FUB'-014 w 7ͱൺֱͯ͠ഒߴͰɺίετݮ
w ߴ͍εέʔϥϏϦςΟ w 516Ͱ࣌ؒͷ࣮ݧ͕516Ͱʹ w ΄΅ઢܗʹεέʔϧ w ௨ৗͷ516ͷίʔυ͔Βมߋඞཁͳ͠ w ͨͩ͠1SFFNQUJWF·ͩఏڙ͞Ε͍ͯͳ͍ IUUQTDMPVEHPPHMFDPNUQV
;0;0ը૾ݕࡧͰͷ.-0QTͱ (,&ΠϯϑϥΞʔΩςΫνϟ
;0;0ը૾ݕࡧͷιϑτΣΞελοΫ w αʔόαΠυ w 1ZUIPO'MBTL(VOJDPSO4XBHHFSH31$ w .-ϑϨʔϜϫʔΫɿ$IBJOFS w Πϯϑϥ
w ਪ"1*ɿ(,& 3FEJT w ֶशɿ$MPVE$PNQPTFS (-& 'JMFTUPSF w $MPVE-PBE#BMBODFS$MPVE"SNPS w ($4($3ͳͲͳͲʜ ;0;0ը૾ݕࡧͰͷ.-0QTͱ(,&ΠϯϑϥΞʔΩςΫνϟ
ϓϩμΫγϣϯϨϕϧʹ͢ΔͨΊʹߦͬͨ w μϯλΠϜͳ͠ͰͷσϓϩΠ w 3PMMJOH6QEBUF w -JWFOFTT1SPCF w 3FBEJOFTT1SPCF
w (SBDFGVM4IVUEPXO w ΦʔτεέʔϦϯά w %/4Ωϟογϡ w H31$ͷෛՙࢄ ;0;0ը૾ݕࡧͰͷ.-0QTͱ(,&ΠϯϑϥΞʔΩςΫνϟ
μϯλΠϜͳ͠ͰͷσϓϩΠ w 3PMMJOH6QEBUF w 1PEΛগͣͭ͠৽ͨʹ্ཱͪ͛ͯམͱ͍ͯ͘͠ w ύϥϝʔλ w NBY4VSHFɿڐ༰ա1PE
w NBY6OBWBJMBCMFɿڐ༰ෆ1PE w 3FBEJOFTT1SPCF w ϔϧενΣοΫ w 1PE্ͷΞϓϦ͕ϦΫΤετΛࡹ͚Δঢ়ଶ͔Ͳ͏͔νΣοΫ ;0;0ը૾ݕࡧͰͷ.-0QTͱ(,&ΠϯϑϥΞʔΩςΫνϟ
μϯλΠϜͳ͠ͰͷσϓϩΠ w -JWFOFTT1SPCF w ίϯςφͷੜ·ΕมΘΓΛίϯτϩʔϧ w 1SPCFࣦഊ͢Δͱίϯςφ࠶ىಈ w (SBDFGVM4IVUEPXO
w ϦΫΤετΛฦ͢લʹ1PE͕ࢮͳͳ͍Α͏ʹ͢Δ w ͜ΕҎ্ϦΫΤετΛड͚͚ͳ͍Α͏ʹ͠ɺશͯͷϦΫΤετΛ ॲཧ͔ͯ͠Βਖ਼ৗʹऴྃ ;0;0ը૾ݕࡧͰͷ.-0QTͱ(,&ΠϯϑϥΞʔΩςΫνϟ
ΦʔτεέʔϦϯάͱ%/4Ωϟογϡ w )PSJ[POUBM1PE"VUPTDBMFSʢ)1"ʣ w ෛՙ͕ᮢΛ͑ͨ߹ʹ1PEΛΦʔτεέʔϧ w ͦΕͱಉ࣌ʹ/PEFΦʔτεέʔϧ w ,VCF%/4ύέοτϩε
w %/46%1ͳͷͰύέοτϩε͕ى͖͍͢ w ͦͷͬͭ͞Μͷఆରॲ w 1ZUIPOΫϥΠΞϯτଆͰʢ55-ʣඵΩϟογϡ ;0;0ը૾ݕࡧͰͷ.-0QTͱ(,&ΠϯϑϥΞʔΩςΫνϟ
$PNQPTFSΛར༻ͨ͠ϫʔΫϑϩʔ w $MPVE$PNQPTFSͱ w "QBDIF"JSqPXͷϚωʔδυαʔϏε w ಛ w 1ZUIPOͰॻ͚Δ
w (,&Ͱδϣϒ࣮ߦ w ("&Ͱ"JSqPX6*ఏڙ ;0;0ը૾ݕࡧͰͷ.-0QTͱ(,&ΠϯϑϥΞʔΩςΫνϟ
;0;0ը૾ݕࡧͷϫʔΫϑϩʔ w "//*OEFYͷ࠶ߏங w ৽ͨʹग़͞Εͨը૾Λू͠ө w ߋ৽සɿ࣌ʢ͍ͣΕΠϕϯτۦಈʹ͍ͨ͠ʣ w ྲྀΕ
#2ςʔϒϧͷόοΫΞοϓ ը૾μϯϩʔυ ಛྔநग़"//*OEFY࠶ߏங σϓϩΠ ;0;0ը૾ݕࡧͰͷ.-0QTͱ(,&ΠϯϑϥΞʔΩςΫνϟ IUUQTDMPVEHPPHMFDPNTPMVUJPOTBVUPNBUJOHJOGSBTUSVDUVSFVTJOHDMPVE DPNQPTFS IMKB
$PNQPTFSΛͬͨײ w ར w ϚωʔδυͰ͋Δ w 1ZUIPOͰ%"(ʢ༗ඇ८ճάϥϑʣΛॻ͚Δ w ܽ
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