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
(せーのっ)「いますぐはじめるえむえるおぷす」
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
Aipa
September 17, 2021
Technology
0
320
(せーのっ)「いますぐはじめるえむえるおぷす」
https://churadata.connpass.com/event/222561/
「機械学習を「いい感じ」にする技術’で発表したスライドです。
Aipa
September 17, 2021
Tweet
Share
More Decks by Aipa
See All by Aipa
Amazon Connect で文字起こしする
commander_aipa
0
14
Devinと電話する
commander_aipa
0
21
Gemini CLI x gcloud CLI x Chrome DevTools MCP で、Google Cloudに乗っているアプリケーションのバグFixをいい感じにする
commander_aipa
0
75
ピンチヒッターです。なにか話します
commander_aipa
0
140
おれたちはいつDXできるのか
commander_aipa
1
95
ウンケーニオキタコワイハナシ
commander_aipa
0
150
Nuxt3 Deeeeeeeeeeeeeeeeeeeeeploy
commander_aipa
0
200
Meilisearchでハイブリッドベクトル検索
commander_aipa
0
170
Honoの導入を検討していたが、Honoの人が来沖するらしいので、急いでHonoを導入した話
commander_aipa
0
220
Other Decks in Technology
See All in Technology
ランサムウェア対策としてのpnpm導入のススメ
ishikawa_satoru
0
220
CDK対応したAWS DevOps Agentを試そう_20260201
masakiokuda
1
400
20260208_第66回 コンピュータビジョン勉強会
keiichiito1978
0
190
Ruby版 JSXのRuxが気になる
sansantech
PRO
0
170
OCI Database Management サービス詳細
oracle4engineer
PRO
1
7.4k
配列に見る bash と zsh の違い
kazzpapa3
3
170
~Everything as Codeを諦めない~ 後からCDK
mu7889yoon
3
480
小さく始めるBCP ― 多プロダクト環境で始める最初の一歩
kekke_n
1
570
CDKで始めるTypeScript開発のススメ
tsukuboshi
1
540
We Built for Predictability; The Workloads Didn’t Care
stahnma
0
150
StrandsとNeptuneを使ってナレッジグラフを構築する
yakumo
1
120
SRE Enabling戦記 - 急成長する組織にSREを浸透させる戦いの歴史
markie1009
0
170
Featured
See All Featured
VelocityConf: Rendering Performance Case Studies
addyosmani
333
24k
Taking LLMs out of the black box: A practical guide to human-in-the-loop distillation
inesmontani
PRO
3
2k
End of SEO as We Know It (SMX Advanced Version)
ipullrank
3
3.9k
Writing Fast Ruby
sferik
630
62k
Six Lessons from altMBA
skipperchong
29
4.2k
Leveraging LLMs for student feedback in introductory data science courses - posit::conf(2025)
minecr
0
160
Imperfection Machines: The Place of Print at Facebook
scottboms
269
14k
SEO Brein meetup: CTRL+C is not how to scale international SEO
lindahogenes
0
2.4k
Claude Code どこまでも/ Claude Code Everywhere
nwiizo
61
52k
Why Mistakes Are the Best Teachers: Turning Failure into a Pathway for Growth
auna
0
54
Primal Persuasion: How to Engage the Brain for Learning That Lasts
tmiket
0
260
Bridging the Design Gap: How Collaborative Modelling removes blockers to flow between stakeholders and teams @FastFlow conf
baasie
0
450
Transcript
ػցֶशΛʮ͍͍ײ͡ʯ ʹ͢Δٕज़ ΞΠύʔୂ 2021/09/17@JX௨৴ࣾ x ͪΎΒσʔλ߹ಉษڧձ
ʢͤʔͷͬʣ ͍·͙͢͡ΊΔ ͑Ή͑Δ͓͢
͔݁Β͠·͕͢ ͡·Γ·ͤΜͰͨ͠
ຊʹ͋Γ͕ͱ͏ ͍͟͝·ͨ͠
ϥΠτχϯάτʔΫʂʂʂʂʂ
·͊Ͱ୭ظ͍ͯ͠ͳ͍λΠτϧʢྦʣ ͩͬͨͱࢥ͏ͷͰɺ͜Ε͔Βͷۤ࿑Ͱ ฉ͍͓ͯ͘Ε ໘നͦ͏ ໘നͦ͏ ໘നͦ͏ ໘നͦ͏ ʁʁʁʁ
ࣗݾհ
ࣗݾհ • ΞΠύʔʢAipaʣୂʢຬ31ࡀʣ • ೋࣇͷ • ͪΎΒσʔλגࣜձࣾ • ৭ʑΓ·͢ •
ΰδϥ͕͖Ͱ͢
ࠓ͢͜ͱ ʢΓ͔ͨͬͨ͜ͱʣ
͢͜ͱʢΓ͔ͨͬͨ͜ͱʣ • G.I.I.C.Systemͷ։ൃ
͢͜ͱʢΓ͔ͨͬͨ͜ͱʣ • G.I.I.C.Systemͷ։ൃ • Godzillaʢΰδϥͷʣ • Imageʢը૾Λʣ • Iikanjiʢ͍͍ײ͡ʹʣ •
Collectʢͱͬͯ͘Δʣ • Systemʢͯ͢͠Ήʣ
ΰδϥʹғ·Εͯ ইੜ֔Λऴ͍͑ͨ
ΞʔΩςΫνϟਤ ʢશྗͰະ͑Ή͑Δ͓͢ʣ "NB[PO4BHF.BLFS .PEFM ϥϕϦϯάɾ Ξϊςʔγϣϯπʔϧ 4 4 ϚΠ(16Ϛγϯ 5SBJO
4 લॲཧScript 4BHF.BLFS&OEQPJOU ͓·͍Β 44UBUJD)PTUJOH &$3 ,FESP
ΞʔΩςΫνϟਤ ʢશྗͰະ͑Ή͑Δ͓͢ʣ "NB[PO4BHF.BLFS .PEFM ϥϕϦϯάɾ Ξϊςʔγϣϯπʔϧ 4 4 ϚΠ(16Ϛγϯ 5SBJO
4 લॲཧScript 4BHF.BLFS&OEQPJOU ͓·͍Β 44UBUJD)PTUJOH &$3 σʔλׂͷύϥϝʔλͱ͔ ར༻ͨ͠σʔλͷύεͱ͔ ֶशύϥϝʔλ ֶशதͷϩάͱ͔ ,FESP 1SFBOOPUBUJPOతͳͭ ͤͬͤͱूΊΔͷͩΔ͍ͷ Ͱɺ"1*Λ͏
ະͳΒ͠ΐ͏͕ͳ͍ ؾ࣋ͪΛΓସ͑·͢ • Pipelineͱ͔mlflowͱ͔sagemakerਖ਼օ༷͍ͬͺ͍Μͩ͜ͱ͋Δͩͱ ࢥ͍·͢ɻࠓߋ͍͍ΑͶʢʣ • ႈੑͱ͔ฒྻԽͱ͔ߴԽͱ͔ߟ͑Δ͜ͱ͍ͬͺ͍͋Γͦ͏Ͱ͕͢ɺج ຊϐλΰϥεΠονͳΜͰ͠ΐʁʢҟೝΊΔʣ • ࠓճΞϊςʔγϣϯ͔Βελʔτ͠Α͏ͱࢥ͚ͬͨͲɺԿ͓͏͔ͳͬͯ
ࢥͬͯͨʢͬͨ͜ͱͳ͍ʣ • Կ͔ྑ͍πʔϧͳ͍͔ͳʔʁ • ͦͦΞϊςʔγϣϯͱ͔ϥϕϦϯάͷϑΣʔζͬͯMLOpsͳͷʁʁʁ
ͦ͏Έ͍ͨͰ͢ https://aws.amazon.com/jp/sagemaker/
͔͍ͨ͋͋͋͋͋͋͋͋ https://aws.amazon.com/jp/sagemaker/
Կ͔ྑ͍πʔϧͳ͍͔ͳʔ ʢ2ճʣ https://qiita.com/shu-yusa/items/d19ea57e3cf9c4dbdce2
͓ʁʢ^ω^ = ^ω^ʣ https://twitter.com/1027kg/status/1392852597166379009
ͳʹ͜ΕΑͦ͞͏ https://labelstud.io/
͋Βૉఢ https://labelstud.io/
͋Βʙʙʙ https://labelstud.io/api#tag/Annotations
͖Όʔʔʔʔʔʔ https://labelstud.io/guide/storage.html
͍͢͝ʙʢͳʹ͜Εʣ
αΫαΫʂʂʢମײʣ
Export Data…
!!!!???
!!!!???
!!!!??? _(:3 ʯ㲃) ŴŗŖ
͏ͻΐʙʙʙʙ
ྑ͍ (Αͦ͞͏)
ແࣄπʔϧબఆ͕͢Μͩͱ͜ΖͰɺ ͜Ε͔Βۤ࿑ • Label Studio • Kedro • YOLOv5 •
MLFlow • SageMaker
εοɾɾɾ • Label Studio • Kedro • YOLOv5 • MLFlow
• SageMaker
MLOpsɾɾɾʁ ͓લɾɾɾʂʁ • Label Studio • Kedro • YOLOv5 •
MLFlow • SageMaker
• Label Studio • Kedro • YOLOv5 • MLFlow •
SageMaker ΏΔ͠(ry
ۤ࿑
ۤ࿑ʢ͓ʔΔ͋ͷͯʔ͠ΐΜʣ • ը૾͕දࣔ͞Εͳ͍ʢ403ʣ • ΞΫηεΩʔඞਢʢͦ͏Ͱͳ͍͚Ͳɺ͚ͭͨํ͕શػೳ Λར༻Ͱ͖Δʣ • APIυΩϡϝϯτ͕Γͳ͍ • [Export]
Downloadํ๏͕ࡌ͍ͬͯͳ͍ • Request Parameter͕লུ͞ΕͯͯࠔΔ
ը૾͕දࣔ͞Εͳ͍ʢ403ʣ • ઃఆͰS3ॺ໊͖ͩͱ͏·͘දࣔ͞Εͳ͍ • ࢼ͍ͯ͠ͳ͍͚ͲΞΫηεΩʔͷઃఆ͕ଟ ඞਢ • ӳޠͪΌΜͱಡΉΜͩʢռΊʣ
͜ͷล • ઃఆͰS3ॺ໊͖ͩͱ͏·͘දࣔ͞Εͳ͍ • ࢼ͍ͯ͠ͳ͍͚ͲೝূΩʔͷઃఆ͕ଟඞਢ • ӳޠͪΌΜͱಡΉΜͩʢռΊʣ
ը૾͕දࣔ͞Εͳ͍ʢbase64ʣ • Project࡞͔ΒɺS3σʔλSyncޙɺϦετΛදࣔ͠Α͏ ͱ͢Δͱಈ͔ͳ͘ͳΔ • Base64ͷจࣈྻ͕େྔʹը໘ߋ৽͢Δͱ͜͏ͳΔͬΆ͍ • ͗ํ͕Θ͔Βͳ͍ • 1ճຕΞοϓϩʔυ
→ Sync → දࣔͰ͖Δ͜ͱ ֬ೝͰ͖ͨΒɺશ෦Ξοϓϩʔυ → Sync Ͱ҆ఆ͢Δ
ΞΫηεΩʔඞਢ • EC2Ͱىಈͯ͠ɺIAMϩʔϧ(S3FullAccessͱ͔)༩͠ ͨΒΞΫηεΩʔ͍Βͳ͍ • ͕ɺExport͢Δͱ͖ʹը૾σʔλ1ຕͣͭμϯϩʔυ ͍ͯ͠ΔΑ͏ͳͷͰɺඞਢͱͳΔɹ • Ξϊςʔγϣϯ͕ྃͨ͠ޙʹʮ࡞ۀ͕ऴΘͬ ͨʂʂʂʯͱ͍͏ؾ͔࣋ͪΒग़ͯ͘ΔΤϥʔʹ
(´ɾωɾʆ)͢ΔͷͰ͓ͬͯ͘Μͩʂʂʂ
ΞΫηεΩʔඞਢ • EC2Ͱىಈͯ͠ɺIAMϩʔϧ(S3FullAccessͱ͔)༩͠ ͨΒΞΫηεΩʔ͍Βͳ͍ • ͕ɺExport͢Δͱ͖ʹը૾σʔλ1ຕͣͭμϯϩʔυ ͍ͯ͠ΔΑ͏ͳͷͰɺඞਢͱͳΔɹ • Ξϊςʔγϣϯ͕ྃͨ͠ޙʹʮ࡞ۀ͕ऴΘͬ ͨʂʂʂʯͱ͍͏ؾ͔࣋ͪΒग़ͯ͘ΔΤϥʔʹ
(´ɾωɾʆ)͢ΔͷͰ͓ͬͯ͘Μͩʂʂʂ ͜Ε࣮ҧ͔ͬͨͷͰޙϒϩά͔Ͳ͔͜Ͱ
APIυΩϡϝϯτ͕Γͳ͍ • Download API͕͋ΔͬΆ͍͚ͲυΩϡϝϯτʹ ͳ͍ɻΈ͍ͨͳ͜ͱ͕͋Δ • ඞཁ࠷ݶࡌ͍ͬͯΔ͚Ͳɺࡉ͔͍ύϥϝʔλ ͕ͳ͔ͬͨΓͯ͠ɺ୳͕͢ਏ͍ • σʔλϕʔεɺGithubʢίʔυಡΉʣͱୟ͍ͯ
ڍಈΛ֬ೝ͍͚͍ͯͣ͠Εղܾ͢Δʢେมʣ
ΈΜͳͷ৺ͷ ʢ͓લ͕هࣄॻ͚͍͍ͷͰɾɾɾʁʣ • Download API͕͋ΔͬΆ͍͚ͲυΩϡϝϯτʹ ͳ͍ɻΈ͍ͨͳ͜ͱ͕͋Δ • ඞཁ࠷ݶࡌ͍ͬͯΔ͚Ͳɺࡉ͔͍ύϥϝʔλ ͕ͳ͔ͬͨΓͯ͠ɺ୳͕͢ਏ͍ •
σʔλϕʔεɺGithubʢίʔυಡΉʣͱୟ͍ͯ ڍಈΛ֬ೝ͍͚͍ͯͣ͠Εղܾ͢Δʢେมʣ
• Download API͕͋ΔͬΆ͍͚ͲυΩϡϝϯτʹ ͳ͍ɻΈ͍ͨͳ͜ͱ͕͋Δ • ඞཁ࠷ݶࡌ͍ͬͯΔ͚Ͳɺࡉ͔͍ύϥϝʔλ ͕ͳ͔ͬͨΓͯ͠ɺ୳͕͢ਏ͍ • σʔλϕʔεɺGithubʢίʔυಡΉʣͱୟ͍ͯ ڍಈΛ֬ೝ͍͚͍ͯͣ͠Εղܾ͢Δʢେมʣ
͔ͨ͠ ʢ͔ͨ͠ʹʣ
• Download API͕͋ΔͬΆ͍͚ͲυΩϡϝϯτʹ ͳ͍ɻΈ͍ͨͳ͜ͱ͕͋Δ • ඞཁ࠷ݶࡌ͍ͬͯΔ͚Ͳɺࡉ͔͍ύϥϝʔλ ͕ͳ͔ͬͨΓͯ͠ɺ୳͕͢ਏ͍ • σʔλϕʔεɺGithubʢίʔυಡΉʣͱୟ͍ͯ ڍಈΛ֬ೝ͍͚͍ͯͣ͠Εղܾ͢Δʢେมʣ
͔ͨ͠ ʢ͔ͨ͠ʹʣ དྷिʹॻ͜͏ͱࢥ͍·͢ ʢϑϥάʣ
σϞ
σϞ༰ • Label Studioͷىಈ • S3ͱͷ࿈ܞ • Ξϊςʔγϣϯ࡞ۀ • APIͷར༻
• Export
·ͱΊ
·ͱΊ • ʮ͍·͙͢ʯMLOpsΛ࢝Ί͍ͨͳΒΫϥυ ͬͨ΄͏͕͍͍Ͱ͢ΑʁʢռΊʣ • Label Studio͏߹ͷࢡΛ౿ΜͰ͕Μ ͍ͬͯͩ͘͞
͓·͚
YOLOv5ͷ݁Ռ
None