Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
TD Tech Talk 2018: DeNA AI&Analytics Infrastructure
Search
Hidenori Matsuki
May 22, 2018
Technology
1
2.5k
TD Tech Talk 2018: DeNA AI&Analytics Infrastructure
#tdtech
https://techplay.jp/event/669345
Hidenori Matsuki
May 22, 2018
Tweet
Share
More Decks by Hidenori Matsuki
See All by Hidenori Matsuki
つらい時にアゲる机
mazgi
1
320
getting-started-audio-video-recording-and-editing-for-it-engineers
mazgi
0
420
MLアプリケーション短期開発 / Fast development for ML Web Service on GKE & GCP
mazgi
6
2.9k
Brief description of Docker and XaaS in the AI era
mazgi
0
1.5k
HashiCorp Products on DeNA AI & Analytics Infrastructure
mazgi
1
12k
DeNA AI Cloud Infrastructure 2018 Summary
mazgi
1
630
Other Decks in Technology
See All in Technology
What is DRE? - Road to SRE NEXT@広島
chanyou0311
3
630
エンジニアの生存戦略 〜クラウド潮流の経験から紐解く技術トレンドのメカニズムと乗りこなし方〜
shimy
9
1.9k
Luupの開発組織におけるインシデントマネジメントの変遷 ver.RoadtoSRENEXT2024
grimoh
1
270
初中級者用如何使用backlog -VALE TUDOEDITION-
in0u
0
140
Github Actions 로 Android 팀의 효율성 극대화
hadonghyun
0
160
推薦システムを本番導入する上で一番優先すべきだったこと~NewsPicks記事推薦機能の改善事例を元に~
morinota
0
130
成長期に歩みを止めないための創業期の開発文化形成
mayah
6
420
コミュニティサービスに「あなたへ」フィードを リリースするまでの試行錯誤
takapy
1
150
エンジニアリングマネージャーはどう学んでいくのか #devsumi / How Do Engineering Managers Continue to Learn and Grow?
expajp
4
1.3k
AWSで”最小権限の原則”を実現するための考え方 /20240722-ssmjp-aws-least-privilege
opelab
10
4.4k
シフトレフトで挑む セキュリティの生産性向上
sekido
PRO
0
270
地理情報とAPIのトレンド
nagix
0
160
Featured
See All Featured
Docker and Python
trallard
37
2.9k
4 Signs Your Business is Dying
shpigford
178
21k
個人開発の失敗を避けるイケてる考え方 / tips for indie hackers
panda_program
78
15k
Product Roadmaps are Hard
iamctodd
PRO
48
10k
Why You Should Never Use an ORM
jnunemaker
PRO
51
8.9k
Adopting Sorbet at Scale
ufuk
71
8.8k
Designing Dashboards & Data Visualisations in Web Apps
destraynor
226
52k
Learning to Love Humans: Emotional Interface Design
aarron
269
39k
Embracing the Ebb and Flow
colly
81
4.3k
RailsConf 2023
tenderlove
16
720
Atom: Resistance is Futile
akmur
261
25k
Optimising Largest Contentful Paint
csswizardry
18
2.6k
Transcript
© DeNA Co., Ltd. May 22, 2018 TD Tech Talk
2018 Hidenori MATSUKI AI System Division DeNA Co., Ltd. ʹ͚ͨ %F/"ͷੳج൫ © DeNA Co., Ltd.
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. ࣗݾհ দ लݑ DeNA γεςϜຊ෦ AIγεςϜ෦
AI&ੳج൫Λ୲ [ུྺ] ΤϯλʔϓϥΠζ։ൃΛܦݧޙɺΑΓར༻ऀʹۙ ͍αʔϏεʹܞΘΔͨΊɺεϚʔτϑΥϯήʔϜ ͷόοΫΤϯυ։ൃʹैࣄɻ ͦͷޙେنࢄج൫ͷߏஙӡ༻ܦݧͱελʔτ ΞοϓͰͷ։ൃϚωδϝϯτܦݧΛܦͯDeNAʹ ೖࣾɻ AI&ੳج൫ͷߏஙͱϚωδϝϯτΛߦ͏ɻ 2
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. Agenda ࣗݾհ DeNAͱAIγεςϜ෦ͷ͝հ DeNAੳج൫ͷ"ࠓ" ⁃ DeNAੳج൫ͷಛ
⁃ ੳج൫ͷγεςϜߏ ⁃ ੳج൫ͷӡ༻ ⁃ AIج൫ͷ"ࠓ" 2020ʹ͚ͯ ~ AI&ੳج൫ͱͯ͠ ~ 3 ( 1 min. ) ( 4 min. ) ( 25 min. ) ( 10 min. ) ( 5 min. ) ( 5 min. ) ( 5 min. ) ( 10 min. )
© DeNA Co., Ltd. DeNAͱAIγεςϜ෦ͷ͝հ 4
Game Automotive EC Sports New! Entertainment Other Health care ©
DeNA Co., Ltd. ࣄۀϙʔτϑΥϦΦ 5 • ଟछଟ༷ͳࣄۀྖҬͰϏδωεɾαʔϏεల։ • ύʔτφʔاۀͱڞʹࣾձӨڹͷେ͖ͳαʔϏεΛग़ • େنΠϯλʔωοταʔϏεϓϥοτϑΥʔϜͷߏஙɾӡ༻ྗ
© DeNA Co., Ltd. DeNAͰͷσʔλ׆༻ 6 AI Service Data ࠷৽ݚڀΛϕʔεʹݚڀ։ൃ
AIΛ׆༻ͨ͠৽ͨͳՁ͋Δ αʔϏεઃܭɾ࣮ αʔϏεɾσʔλͷαΠΫϧ͔Β ੜ·ΕΔڧݻͳϏδωεߏ
© DeNA Co., Ltd. AIγεςϜ෦ͷׂʢੳฤʣ 7 DeNA Customers Game Analyst
AIγεςϜ෦ AI&ੳج൫ ITPF CERT ΞφϦετ͕༰қʹࣗ༝ʹੳͰ͖ΔΠϯϑϥΛߏஙӡ༻͢Δ Sports Analyst (other) Analyst AIݚڀ։ൃ (other)
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. Agenda ࣗݾհ DeNAͱAIγεςϜ෦ͷ͝հ DeNAੳج൫ͷ"ࠓ" ⁃ DeNAੳج൫ͷಛ
⁃ ੳج൫ͷγεςϜߏ ⁃ ੳج൫ͷӡ༻ ⁃ AIج൫ͷ"ࠓ" 2020ʹ͚ͯ ~ AI&ੳج൫ͱͯ͠ ~ 8 ( 1 min. ) ( 4 min. ) ( 25 min. ) ( 10 min. ) ( 5 min. ) ( 5 min. ) ( 5 min. ) ( 10 min. )
© DeNA Co., Ltd. DeNAੳج൫ͷ"ࠓ" 9
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. DeNAੳج൫ͷಛ • 2010ʹHadoopʹΑΔେنσʔλੳج൫Λߏஙɺӡ༻։࢝ • ͋ΒΏΔαʔϏεͰϩάΛੵ͠ੳ͢Δ͜ͱ͕ͨΓલ •
αʔϏε։ൃͱฒߦͯ͠ϩάઃܭΛߦ͏ • ͍ΘΏΔETL෦͕ఆܕԽ͞Ε͓ͯΓҰఆͷ࣭Ͱੳ͕ߦ͑Δ • ͚ࣾϩάϑΥʔϚοτ͕ఆٛ͞Ε͍ͯΔ • PBΫϥεͷσʔλྔͱ60Ҏ্ͷར༻෦/αʔϏε • ήʔϜʹݶΒͣBtoC/BtoBଟ࠼ͳࣄۀͷੳσʔλΛѻ͏ • σʔλΞφϦετΛத৺ʹར༻ऀ͕ࣾʹวࡏ • Ϗδωε৬͍ΘΏΔόοΫΦϑΟεͷํΫΤϦΛ͛Δ 10
© DeNA Co., Ltd. ੳج൫ͷγεςϜߏ 11
ੳج൫ ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. DeNAੳج൫ͷશମ૾ 12 Log Gateway Hadoop
Argus Dashboard Medjed +Embulk HP VerIca Hue Jenkins & WorkstaIon Services Analyst Log DB Snapshot Web UI Web UI & SSH Query Query Google BigQuery
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. ੳج൫ DeNAੳج൫ͷશମ૾ 13 Log Gateway Hadoop
Argus Dashboard Medjed +Embulk HP VerIca Hue Jenkins & WorkstaIon Services Analyst Log DB Snapshot Web UI Web UI & SSH Query Query Google BigQuery
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. ੳج൫: App -> LogGateway • ΞϓϦέʔγϣϯϩά
• ΞϓϦέʔγϣϯαʔόʔͰൃੜͨ͠ϩάΛFluentdͰऩू • https://github.com/civitaspo/fluent-plugin-cat-sweep • ϩάதܧαʔόʔΛհͯ͠શࣾڞ௨ͷLogGatewayʹHTTPS POST • ೝূͨ͠αʔϏε͔ΒͷΈϩάΛड͚औΔ • DBεφοϓγϣοτ • εφοϓγϣοτऩूαʔόʔ͔ΒLogGatewayʹHTTPS POST • DB͕ΦϯϓϨϛεͷ߹SqoopʹΑΔεφοϓγϣοτऩू 14
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. Fluentdͷ͕͜͜ੌ͍ • མͪͳ͍ • མͪͯ࠶ىಈ͢ΕϩάΛ࠶ૹͯ͘͠ΕΔ •
ಋೖ࣌Ҏ֎ͷ͖᪴΄΅ͳ͠ • PluginʹΑΓॊೈʹΧελϚΠζͰ͖Δ • HTTP POST͢Δ߹ͳͲ • ετϦʔϜσʔλͷHubͱͯ͠ػೳ͢Δ • ࠷ऴతʹFluentdʹͨͲΓண͘༏ΕͨΞʔΩςΫνϟ 15
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. ੳج൫ DeNAੳج൫ͷશମ૾ 16 Log Gateway Hadoop
Argus Dashboard Medjed +Embulk HP VerIca Hue Jenkins & WorkstaIon Services Analyst Log DB Snapshot Web UI Web UI & SSH Query Query Google BigQuery
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. ੳج൫: LogGateway -> HDFS • 2018ݱࡏHadoopΛओʹData
Lakeͱͯ͠༻͍ͯ͠Δ • ͨͩ͠HiveQLΛ༻͍ͯ͠Δ෦/αʔϏε·ͩଘࡏ͢Δ • ͦͷͨΊHueΛఏڙ • LogGatewayʹू·ͬͨϩάΛҎԼΛߦ͍ͳ͕ΒHDFSʹॻ͖ࠐΉ • αʔϏε͝ͱͷྨ • ॏෳഉআ 17
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. ੳج൫ DeNAੳج൫ͷશମ૾ 18 Log Gateway Hadoop
Argus Dashboard Medjed +Embulk HP Ver=ca Hue Jenkins & WorkstaIon Services Analyst Log DB Snapshot Web UI Web UI & SSH Query Query Google BigQuery
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. ੳج൫: HDFS -> BigQuery/Vertica • 2018ݱࡏͷDeNAਪΫΤϦΤϯδϯGoogle
BigQuery • 2013ࠒHP VerticaಋೖɺݱࡏBigQueryॱ࣍Ҡߦத • 2013ҎલHiveQL • Bulk Loadπʔϧ"Medjed"ͰHDFS͔ΒΫΤϦΤϯδϯʹσʔλసૹ • Medjed = Web UI + Embulk manager • ΞφϦετ͕yamlΛॻ͔ͳͯ͘ࡁΉ • ΞφϦετ͕Google Spread SheetΛฤू͢Εyaml͕ੜ͞ΕΔ • ΞφϦετ͕SchemaཧΛߦ͑Δ • EmbulkࣗମෳͷWorkerϊʔυͰ࣮ߦ͞ΕΔͨΊεέʔϧՄೳ 19
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. Bulk Loadπʔϧ"Medjed" 20 Web UIͰλεΫఆٛखಈ࣮ߦ͕ߦ͑Δ
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. Bulk Loadπʔϧ"Medjed" 21 input / output
ͷఆٛΛGoogle Spread SheetͰߦ͑Δ
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. Embulkͷ͕͜͜ศར • FluentdͷΑ͏ͳpluginΞʔΩςΫνϟ • pluginΛ༻/࣮͢Δ͜ͱͰ͋ΒΏΔsource/destinationʹରԠՄೳ •
https://github.com/medjed • https://github.com/sonots/embulk-output-vertica • https://github.com/sonots/embulk-input-vertica • ઃఆΛyamlͰॻ͚Δ • ϓϩάϥϛϯάݴޠͱਓؒ(ΤϯδχΞ)ʹ༏͍͠ • (ΞφϦετ͚ʹMedjedΛఏڙ) 22
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. ੳج൫ DeNAੳج൫ͷશମ૾ 23 Log Gateway Hadoop
Argus Dashboard Medjed +Embulk HP Ver=ca Hue Jenkins & WorkstaIon Services Analyst Log DB Snapshot Web UI Web UI & SSH Query Query Google BigQuery
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. ੳج൫: μογϡϘʔυ for BigQuery/Vertica • DeNAͰ2014ࠒ͔ΒμογϡϘʔυπʔϧ"Argus"Λ
• ݱࡏͷରԠΫΤϦΤϯδϯ: BigQuery, Vertica • ࠷ۙͷଟ͘ͷμογϡϘʔυಉ༷ΫΤϦΛॻ͍ͯάϥϑΛදࣔͰ͖Δ • ͷϝϦοτ • ͳͷͰࡉ͔ͳཁʹૉૣ͘Ԡ͑ΒΕΔ • 2018ݱࡏͰճ/िͷϦϦʔε • ࣾʹ߹Θͤͨࡉ͔ͳݖݶཧ͕ߦ͑Δ • ADάϧʔϓͱ࿈ܞͯ͠ཧ/ฤू/ӾཡݖݶΛ༩Ͱ͖Δ 24
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. μογϡϘʔυ"Argus" 25 Web UI্ͰΫΤϦΛॻ͍࣮ͯߦ
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. μογϡϘʔυ"Argus" 26 ΫΤϦ࣮ߦ݁ՌΛάϥϑදͰදࣔՄೳ
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. ੳج൫ DeNAੳج൫ͷશମ૾ 27 Log Gateway Hadoop
Argus Dashboard Medjed +Embulk HP VerIca Hue Jenkins & WorkstaIon Services Analyst Log DB Snapshot Web UI Web UI & SSH Query Query Google BigQuery
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. ੳج൫: Job Scheduler/Workstation • Job Schedulerͱͯ͠JenkinsΛ༻
• Web UI͕ΞφϦετʹͱ͍͍ͬͯ͢ • େͷ͜ͱ͕Ͱ͖ͯ͠·͏ • ݖݶཧॊೈʹߦ͑Δ • ਖ਼ӡ༻େม • Web UIͰ݁͠ͳ͍ۀͷͨΊʹLinux WorkstationΛఏڙ • ΞφϦετ͕ϩάΠϯͰ͖ΔLinuxαʔόʔΛఏڙ͍ͯ͠Δ • Hadoop CLIͷ࣮ߦPythonεΫϦϓτͷ։ൃʹ༻͞Ε͍ͯΔ 28
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. Digdagͱ͍͏༗ྗީิ • ಋೖ͍ͨ͠ϙΠϯτ • Embulkͱಉ͘͡yamlͰઃఆͰ͖Δ •
WorkflowΛίʔυͰཧͰ͖Δ • Shell/Ruby/PythonεΫϦϓτΛॻ͚Δ • Workflow, Taskͷࡉ͔͍ఆ͕ٛͰ͖Δ: ݅ذ, ґଘ, ܁Γฦ͠, etc. • HAͱฒྻॲཧ͕༰қ • ಋೖͰ͖ͣʹ͍Δཧ༝ • ݖݶཧ͕ߦ͍ͮΒ͍ 29
© DeNA Co., Ltd. ੳج൫ͷӡ༻ 30
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. ओͳӡ༻ۀ • ArgusʢμογϡϘʔυʣ/ MedjedʢBulk Loadπʔϧʣͷઃఆ •
BigQueryͷ伴ొ • ݖݶͷॳظઃఆ • Jenkinsͷઃఆ • ݖݶઃఆ • αʔόʔӡ༻ • ͍ΘΏΔී௨ͷΠϯϑϥӡ༻ • ֤λεΫGitHub IssueͰཧ • Issueݪଇશैۀһ͔ΒӾཡՄೳ 31
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. ओͳαϙʔτۀ • ࣾͷੳج൫ར༻ऀ͚ٕज़αϙʔτ • ϙϦγʔʮੳج൫ΑΖͣ૯ड͚ʯ •
ੳج൫ʹ͍ͭͯͷ૬ஊͰ͋Εʮ·ͣड͚Δʯ • αϙʔτରओʹΞφϦετ • ͔͠͠ΞφϦετ৬Ͱͳ͍ਓ͔Βͷ߹ͤ͋Δ • 2018ݱࡏSlackͰͷαϙʔτ͕7ׂ΄Ͳ • ͍࣍Ͱର໘ϛʔςΟϯάɺϝʔϧ 32
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. SlackʹΑΔαϙʔτํ • ୭ͰೖΕΔαϙʔτઐ༻Slack WorkspaceΛ༻ҙ͍ͯ͠Δ • DeNAͰશैۀһ͕Slack
Enterprise GridΞΧϯτΛ͍࣋ͬͯΔ • ࠔͬͨΒmentionͯ͠Β͏ @support ͱ͍͏άϧʔϓΛ༻ҙ͍ͯ͠Δ • @support ʹAI&ੳج൫ϝϯόʔؚΊෳ໊͕ొ͞Ε͍ͯΔ 33
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. SlackʹΑΔαϙʔτͷྫ 34 "ͱΓ͋͑ͣ"ฉ͍ͯΒͬͯରԠ→ղফͰ͖͍ͯΔ͔֬ೝ
© DeNA Co., Ltd. AIج൫ͷ"ࠓ" 35
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. DeNAͷAIج൫ • AWS/GCPʹΑΔػցֶशج൫Λߏங/ӡ༻ • GPUΠϯελϯεΛ͍ͭͰඞཁͳ͚ͩ •
Infra as CodeΛపఈ͍ͯ͠Δ • Terraform • Itamae ( RubyϓϩϏδϣχϯάπʔϧ ) • ϓϩδΣΫτൃ͔ΒظؒͰΠϯϑϥఏڙͰ͖͍ͯΔ • ֤छਃؚΊͯ࠷1िؒ 36
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. DeNAͷAIج൫ 37 hUps://speakerdeck.com/mazgi/dena-ai-cloud-infrastructure-2018-summary
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. Agenda ࣗݾհ DeNAͱAIγεςϜ෦ͷ͝հ DeNAੳج൫ͷ"ࠓ" ⁃ DeNAੳج൫ͷಛ
⁃ ੳج൫ͷγεςϜߏ ⁃ ੳج൫ͷӡ༻ ⁃ AIج൫ͷ"ࠓ" 2020ʹ͚ͯ ~ AI&ੳج൫ͱͯ͠ ~ 38 ( 1 min. ) ( 4 min. ) ( 25 min. ) ( 10 min. ) ( 5 min. ) ( 5 min. ) ( 5 min. ) ( 10 min. )
© DeNA Co., Ltd. 2020ʹ͚ͯ ~ AI&ੳج൫ͱͯ͠ ~ 39
© DeNA Co., Ltd. ͜Ε͔ΒͷDeNAੳج൫͕ࢦ࢟͢ • ΫϥυωΠςΟϒ • αʔϏεͷΫϥυԽʹ߹Θͤͯੳج൫ΫϥυԽ •
ಉ࣌ʹΞφϦετʹطଘͱಉͷUXΛఏڙ • ੳج൫ʹཹ·Βͳ͍AI&ੳج൫ • ੳͷߴԽͱAIٕज़ͷಋೖͷͨΊศརͳUXΛఏڙ • σʔλੳ / AI / σʔλαΠΤϯε / Kaggle ѻ͏σʔλͷଟ༷Խ • ΑΓ҆શͳݖݶ • AWSΞΧϯτ/GCPϓϩδΣΫτࣗମΛσʔλͷൿಗੑʹԠͯ͡ 40
طଘੳج൫ © DeNA Co., Ltd. ΫϥυωΠςΟϒͳੳج൫ͷྫ 41 Argus Dashboard Medjed
+Embulk Jenkins & WorkstaIon Analyst Web UI Web UI & SSH Service Google BigQuery Log DB Snapshot αʔϏε͕Ϋϥυ্ʹ͋Δ ߹ɺ͋͑ͯΦϯϓϨϛεʹ Data LakeΛ࣋ͭඞཁͳ͍ɻ ҰํɺΞφϦετ׳ΕͨUX ͰੳΛߦ͍͍ͨɻ
© DeNA Co., Ltd. AI&ੳج൫ͱͯ͠Amazon SageMakerΛΈࠐΜͩྫ 42 ੳͱػցֶशΛJupyter Notebook(Amazon SageMaker)Ͱߦ͑Δɻ
© DeNA Co., Ltd. Amazon SageMaker ( Jupyter Notebook )
43 Web UI্ͰPythonίʔυ͕࣮ߦͰ͖Δ
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. ϚϧνϝσΟΞσʔλΛѻ͏AIج൫ͷྫ • ࣮Ҋ݅ͷAIٕज़ಋೖͰ੩ࢭը૾ಈը૾Λѻ͏έʔε͕૿͖͑ͯͨ • S3ͷϚϧνϝσΟΞσʔλೖΛτϦΨʔʹॲཧΛ࣮ߦ͢Δ •
ੳج൫ͱѻ͏σʔλॲཧͷཻҟͳΔ 44 GPUΠϯελϯε (ը૾/ಈըॲཧ)
ɹɹɹɹɹɹɹɹɹɹɹɹɹ© DeNA Co., Ltd. ͜Ε͔ΒͷDeNAੳج൫ • ΫϥυωΠςΟϒ • αʔϏεʹ߹Θͤͯੳج൫ΫϥυωΠςΟϒʹͳ͍ͬͯ͘ •
ੳج൫ʹཹ·Βͳ͍AI&ੳج൫ • ੳରͷσʔλ࣭ɾྔͱʹ૿͍͑ͯ͘ • ػցֶशΞϧΰϦζϜͷ࣮αʔϏεͰͷӡ༻Λࢧ͑ΔML Ops͕ඞཁ • 1ͭͷϓϩδΣΫτͰAIٕज़͏͠ੳߦ͏ • ʮAI͔ੳʯͰͳ͘ʮAIੳʯߦ͑Δج൫͕ॏཁ • ΑΓ҆શͳݖݶ • ѻ͏σʔλଟ༷ʹͳ͖͍ͬͯͯΔ • దʹݖݶͨ͠ΑΓηΩϡΞͳڥߏங͕ॏཁ 45