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
MOVの機械学習システムを支えるMLOps実践
Search
Sponsored
·
SiteGround - Reliable hosting with speed, security, and support you can count on.
→
Takashi Suzuki
March 04, 2020
Technology
52
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
MOVの機械学習システムを支えるMLOps実践
2020/03に行われたDeNA TechConの登壇資料
Takashi Suzuki
March 04, 2020
More Decks by Takashi Suzuki
See All by Takashi Suzuki
到着予想時間サービスの特徴量のニアリアルタイム化
t24kc
0
210
Kubernetes超入門
t24kc
0
280
AI予約サービスのMLOps事例紹介
t24kc
0
51
MLプロジェクトのリリースフローを考える
t24kc
0
30
GOの機械学習システムを支えるMLOps事例紹介
t24kc
0
170
Optuna on Kubeflow Pipeline 分散ハイパラチューニング
t24kc
0
62
GOの実験環境について
t24kc
0
48
タクシー×AIを支えるKubernetesとAIデータパイプラインの信頼性の取り組みについて
t24kc
0
63
MOV お客さま探索ナビの GCP ML開発フローについて
t24kc
0
37
Other Decks in Technology
See All in Technology
多層防御と最⼩権限で実現する、安全なAIエージェント設計パターン
lycorptech_jp
PRO
0
180
Sony-DroidKaigi2026
sony
1
320
Microsoft 365 Copilot chat -tekoälypalvelun tietosuojaongelmat
hponka
0
110
ブラウザアプリの継続的パフォーマンスモニタリング (序) / Continuous Browser Application Performance Monitoring; Act 1
moznion
0
110
Driving AI Adoption Using In-House GPUs to Serve Qwen
po3rin
2
450
リージョンの壁を越える、 ちょっと変わったAWSサービスの話
falken
PRO
0
240
コスト最適化の「めんどくさい」を AWS FinOps Agent でチョット楽にする
classmethod_kaz
0
160
Nav2、Nav3 ... はたまた自作?〜 作って理解する Nav3 の設計意図 〜 / Nav2, Nav3 ... or Build Your Own? — Understanding Nav3's design intent by building it from scratch
yanzm
0
220
AI-DLCって実際どう? 〜聞きたいこと全部聞いてみる〜
news_it_enj
0
220
Bet AI Day 2026丨How We Bet AI: AIとともに働く場をつくる
layerx
PRO
2
2.2k
When Does a Local Qwen Start to Break
morshoto
0
170
2026-09-04 SRE Tech Talk #15 怠惰なTerraform / Lazy Terraform
masasuzu
0
190
Featured
See All Featured
Sam Torres - BigQuery for SEOs
techseoconnect
PRO
0
530
Bridging the Design Gap: How Collaborative Modelling removes blockers to flow between stakeholders and teams @FastFlow conf
baasie
0
690
Practical Orchestrator
shlominoach
191
12k
Code Review Best Practice
trishagee
74
20k
Git: the NoSQL Database
bkeepers
PRO
432
67k
Utilizing Notion as your number one productivity tool
mfonobong
4
570
Let's Do A Bunch of Simple Stuff to Make Websites Faster
chriscoyier
508
140k
Exploring the relationship between traditional SERPs and Gen AI search
raygrieselhuber
PRO
2
4.3k
Into the Great Unknown - MozCon
thekraken
41
2.7k
WCS-LA-2024
lcolladotor
0
820
The #1 spot is gone: here's how to win anyway
tamaranovitovic
3
1.2k
What the history of the web can teach us about the future of AI
inesmontani
PRO
1
680
Transcript
.07ͷػցֶशγεςϜΛࢧ͑Δ .-0QT࣮ફ ློ࢙ ஙࢁকԝ !1
DeNA TechCon 2020 #denatechcon
!3
!4
DeNA TechCon 2020 #denatechcon ✔ ✔ ✔ 5
6
7
8
͜ͷं྆ʹͱͬͯ ࠷దͳߦܦ࿏Կ͔ʁ 9 • • • •
10 々
11
12
• • !13 • •
ຊ൪ڥ • ਪύΠϓϥΠϯ • Ϟσϧਫ਼ࢹ !14 ࣮ݧڥ • ੳ/Ϟσϧ։ൃ •
࣮ݧཧ CI/CD • • • • 々
DeNA TechCon 2020 #denatechcon
!16 BigQuery 々
࣮ݧڥ σʔλαΠΤϯςΟετ !17 BigQuery ୳ࡧతσʔλղੳ લॲཧ ֶश ਪ ධՁ
DeNA TechCon 2020 #denatechcon
DeNA TechCon 2020 #denatechcon ※
DeNA TechCon 2020 #denatechcon ※
DeNA TechCon 2020 #denatechcon
DeNA TechCon 2020 #denatechcon ※ ?
DeNA TechCon 2020 #denatechcon ?
DeNA TechCon 2020 #denatechcon 々 々 → 々
DeNA TechCon 2020 #denatechcon ※ #JH2VFSZ
!26 ※
!27 - ⇒ - - -
DeNA TechCon 2020 #denatechcon
!29 CI/CD 々
!30 CI/CD 々 々
DeNA TechCon 2020 #denatechcon 々
DeNA TechCon 2020 #denatechcon 々 ※ "*1MBUGPSN
!33
々 - - - !34
DeNA TechCon 2020 #denatechcon
• ※ ⇒ ※ • → ※ !36
DeNA TechCon 2020 #denatechcon ͔͜͜Βޙ
DeNA TechCon 2020 #denatechcon
DeNA TechCon 2020 #denatechcon 々※
DeNA TechCon 2020 #denatechcon
DeNA TechCon 2020 #denatechcon M ! ®lROgňǐkYi々 @ ûÂIJ_jmąƀŰ¯=z?`ÍÌŰ¯^]=é©é\ęÐaŰ¯Qm
@ ƈœĪ`ēÑøħůÄ_jmŐƉ`ąƀÛ ġŁǐƢǜ ƔŁǐƢǜ ijŨƿç Map data ©2019 Google
DeNA TechCon 2020 #denatechcon 々
DeNA TechCon 2020 #denatechcon
DeNA TechCon 2020 #denatechcon 々 AI Platform Training BigQuery
DeNA TechCon 2020 #denatechcon ($3 ,VCFGMPX1JQFMJOF 々 4JNVMBUJPO
3VOOFS *NBHF 1SFEJDUPS *NBHF $PNQPTFS 1SPGJMF 4JNVMBUPS%BUB 5SBJO #BUDI 1SFEJDUJPO 1SFQSPDFTT #VJME #JH2VFSZ ($4
DeNA TechCon 2020 #denatechcon ($3 1SPEVDUJPO"1* 3PVUF"1* 1SFEJDUPS
*NBHF $PNQPTFS 1SFEJDUJPO 1SFQSPDFTT #JH2VFSZ ($4
DeNA TechCon 2020 #denatechcon
DeNA TechCon 2020 #denatechcon
DeNA TechCon 2020 #denatechcon 々 々 々 々 々 々
DeNA TechCon 2020 #denatechcon 々 々 々 々 々 々
?
DeNA TechCon 2020 #denatechcon 々 々 々 々 々 々
DeNA TechCon 2020 #denatechcon ※ 々 々
DeNA TechCon 2020 #denatechcon ※ 々
DeNA TechCon 2020 #denatechcon def task_fail_slack_alert(context): slack_msg = “Task Failed.”
failed_alert = SlackWebhookOperator( task_id="xxx", http_conn_id="slack", webhook_token=Variable.get("webhook.token"), message=slack_msg, username="airflow", ) return failed_alert.execute(context=context)
DeNA TechCon 2020 #denatechcon <!subteam^ABCDEF123|@user_group>
DeNA TechCon 2020 #denatechcon 々 々 々 々 々 々
DeNA TechCon 2020 #denatechcon 々
DeNA TechCon 2020 #denatechcon ※
DeNA TechCon 2020 #denatechcon
DeNA TechCon 2020 #denatechcon
DeNA TechCon 2020 #denatechcon
DeNA TechCon 2020 #denatechcon 々 々
DeNA TechCon 2020 #denatechcon 々
DeNA TechCon 2020 #denatechcon
DeNA TechCon 2020 #denatechcon 々
DeNA TechCon 2020 #denatechcon ※
DeNA TechCon 2020 #denatechcon → 々
DeNA TechCon 2020 #denatechcon 々
DeNA TechCon 2020 #denatechcon ※ @pytest.fixture(scope="session", autouse=True) def setup_teardown(request, test_config):
# setup # ͜͜ʹࡉʑͱͨ͠ॲཧ suffix = uuid.uuid4() create_dataset(suffix) yield # teardown # ͜͜ʹࡉʑͱͨ͠ॲཧ delete_blobs(suffix) delete_dataset(suffix)
DeNA TechCon 2020 #denatechcon @pytest.mark.dependency(depends=[“test_preprocess_a”, “test_preprocess_b”]) def test_trainer(test_config): trainer =
Trainer( test_config[“xxx”].format(test_config[“hash"]), test_config[“yyy”].format(test_config[“hash"]), ) trainer.train() trainer.upload_model()
DeNA TechCon 2020 #denatechcon →
DeNA TechCon 2020 #denatechcon 々 →
• = • = • !73
DeNA TechCon 2020