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
Federated Learning 連合学習
Search
regonn
March 24, 2023
Technology
4
1.7k
Federated Learning 連合学習
Regonn @関西Kaggler交流会 2023/03/24
regonn
March 24, 2023
Tweet
Share
More Decks by regonn
See All by regonn
Submission with Numerai Compute using GCP Batch
regonn
0
540
HelloMoon x Orca=HelloOrca
regonn
0
130
The Challenge of Automatically Configuring Numerai Compute Environment
regonn
0
91
PLATEAUをデータベースに取り込んでみた
regonn
0
1.7k
古参Numerai参加者の戯言
regonn
1
2.4k
Nim + Cloud Run + TerraformでGCPにNimのサーバーレス環境を作る
regonn
1
640
S+ Camera Basicと似た環境をラズパイから構築してみる
regonn
0
510
衛星画像のゴルフ場写り込み判定AIモデルを作る
regonn
0
760
データラーニングギルド での活動と今後
regonn
0
160
Other Decks in Technology
See All in Technology
IPA&AWSダブル全冠が明かす、人生を変えた勉強法のすべて
iwamot
PRO
2
170
面倒な作業はAIにおまかせ。Flutter開発をスマートに効率化
ruideengineer
0
270
【Oracle Cloud ウェビナー】インフラのプロフェッショナル集団KELが考えるOCIでのソリューション実現
oracle4engineer
PRO
1
100
LLM時代の検索
shibuiwilliam
2
360
American airlines ®️ USA Contact Numbers: Complete 2025 Support Guide
airhelpsupport
0
390
マネジメントって難しい、けどおもしろい / Management is tough, but fun! #em_findy
ar_tama
7
1.1k
事業成長の裏側:エンジニア組織と開発生産性の進化 / 20250703 Rinto Ikenoue
shift_evolve
PRO
3
22k
さくらのIaaS基盤のモニタリングとOpenTelemetry/OSC Hokkaido 2025
fujiwara3
3
460
AI エージェントと考え直すデータ基盤
na0
11
3.2k
ビズリーチが挑む メトリクスを活用した技術的負債の解消 / dev-productivity-con2025
visional_engineering_and_design
3
7.9k
Delta airlines Customer®️ USA Contact Numbers: Complete 2025 Support Guide
deltahelp
0
810
Claude Code に プロジェクト管理やらせたみた
unson
6
4.5k
Featured
See All Featured
The World Runs on Bad Software
bkeepers
PRO
69
11k
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
44
2.4k
Being A Developer After 40
akosma
90
590k
RailsConf & Balkan Ruby 2019: The Past, Present, and Future of Rails at GitHub
eileencodes
138
34k
Building Flexible Design Systems
yeseniaperezcruz
328
39k
Rails Girls Zürich Keynote
gr2m
95
14k
Agile that works and the tools we love
rasmusluckow
329
21k
A Modern Web Designer's Workflow
chriscoyier
695
190k
Documentation Writing (for coders)
carmenintech
72
4.9k
Code Review Best Practice
trishagee
69
19k
Embracing the Ebb and Flow
colly
86
4.7k
Bootstrapping a Software Product
garrettdimon
PRO
307
110k
Transcript
Regonn @ؔKagglerަྲྀձ 2023/03/24 Federated Learning ࿈߹ֶश
Regonn (@regonn_haizine) • Kaggle Competition Expert • Kaggle ؔ࿈ Podcast
(with ΧϨʔͪΌΜ) • ౡࠜͷϑϦʔϥϯε • ϒϩοΫνΣʔϯɾϝλόʔεɾػցֶश(Ӵσʔλɾ)ͷࣄҊ݅ • Solana Japan Orca(DEX: ࢄऔҾॴ) ͷ CM • ڈ͔Βۀ࢝Ίͯ·͢
࠷ۙ AI ͷਐา֮·͍͠ • ChatGPT-4 • Hugging Face ͷ͓͔͛Ͱɺత(Task)ʹ߹ͬͨɺֶशࡁΈϞσϧΛར༻͠ ͘͢ͳ͖͍ͬͯͯΔ
औಘ͕͍͠σʔλᶃ • ΤοδσόΠεσʔλ • ௨৴ଳҬͳͲͷ੍ݶ • શͯͷηϯαʔσʔλऔಘ͍͠
औಘ͕͍͠σʔλᶄ • ҩྍσʔλɾސ٬σʔλ • ϓϥΠόγʔ • ଞࣾؒͰͷڞ༗
Federated Learning(FL) ࢄͯ͠อ࣋͞ΕͨσʔλΛऩूɾू͢Δ͜ͱͳ͘ػցֶशϞσϧͷ܇࿅ʹ ༻͍Δํ๏
Federated Learning(FL)ͷछྨ • ਫฏ࿈߹ֶश • ਨ࿈߹ֶश • ࿈߹సҠֶश
ਫฏ࿈߹ֶश • ͦΕͧΕ͕ɺಉ͡ಛྔͰɺҟͳΔσʔληοτΛ͍࣋ͬͯͨ߹ • ΤοδσόΠεͰ͜ͷλΠϓ
ਫฏ࿈߹ֶश ᶃ ᶄ ᶅ ᶃϩʔΧϧͰֶश ᶄதԝαʔόʔʹଛࣦޯใΛૹΔ ᶅதԝαʔόʔͰΞϯαϯϒϧతॲཧ(ޯฏۉԽ) ᶆߋ৽͞ΕͨϞσϧΛશͯฦ͢ ᶆ
ਨ࿈߹ֶश • ͦΕͧΕಛྔҟͳΔ͕ɺಉ͡λʔήοτͷσʔλΠϯσοΫε͕ଘࡏ͢ Δ߹ ߴ ϩʔϯ ސ٬A xx yy ௨৴ྔ
՝ֹۚ ސ٬A xx yy ΫϨδοτΧʔυͷσϑΥϧτ༧ଌ σϑΥϧτ ސ٬A 1
ਨ࿈߹ֶश ߴ ϩʔϯ ސ٬A xx yy ސ٬C zz ww ௨৴ྔ
՝ֹۚ ސ٬A kk mm ސ٬B aa bb σϑΥϧτ ސ٬A 1 ސ٬D 0 ※ݫີͰͳ͍ தԝαʔόʔͰ҉߸伴Λ࡞Γެ։伴Λɺ ͦΕͧΕͷϩʔΧϧͰ҉߸Խ͠ɺ ΞϊχϚΠζ͞ΕͨσʔλͰֶश ߴ ϩʔϯ ௨৴ྔ աֹۚ σϑΥϧτ ސ٬A xx yy kk mm 1
࿈߹సҠֶश • ಛྔλʔήοτҟͳΔ߹ • ࣅ͍ͯΔυϝΠϯྖҬ • αΠζ͕େ෯ʹҟͳΔ߹
Federated Learningͷใु • ͦΕͧΕͷɺϞσϧߩݙʹԠͯ͡ใुΛܭࢉ͢ΔϩδοΫݚڀ͞Εͯ ͍Δ
Numerai • ۚ༥σʔλͷਨ࿈߹ֶशతͳͷ͕Ͱ͖͍ͯΔ • શੈքגࣜࢢͷגՁͷಈ͖ΛNumeraiଆ͕࡞ͨ͠Target 0~1Ͱ༧ଌ͢Δ • Numerai Signals ͰɺಛྔࣗͰ༻ҙͯ͘͠Δ
• ࣮ࡍʹσʔλͰϑΝϯυ͕ӡ༻͞ΕͯɺརӹͷҰ෦ΛϞσϧͷߩݙʹԠ͡ ͯ͞ΕΔ
Federated Learning ϥΠϒϥϦؔ࿈ • େ͖Ίͷͷͩͱ • https://github.com/tensorflow/federated • TensorflowFederated: Tensorflow
ͷެࣜ Federated ϥΠϒϥϦ • https://github.com/OpenMined/PySyft • PySyft: PyTorch Λ͏߹ͩͬͨΒɺͪ͜ΒΛ͏ • ͓ͦΒ͘ɺϥΠϒϥϦ͚ͩͰͳ͘αʔϏεࠓޙ૿͖͑ͯͦ͏
ࢀߟਤॻ Federated Learning: ϓϥΠόγʔอޢԼʹ͓͚Δػցֶश
ऴΘΓ