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
580
HelloMoon x Orca=HelloOrca
regonn
0
140
The Challenge of Automatically Configuring Numerai Compute Environment
regonn
0
97
PLATEAUをデータベースに取り込んでみた
regonn
0
1.8k
古参Numerai参加者の戯言
regonn
1
2.5k
Nim + Cloud Run + TerraformでGCPにNimのサーバーレス環境を作る
regonn
1
660
S+ Camera Basicと似た環境をラズパイから構築してみる
regonn
0
520
衛星画像のゴルフ場写り込み判定AIモデルを作る
regonn
0
790
データラーニングギルド での活動と今後
regonn
0
170
Other Decks in Technology
See All in Technology
[2025年10月版] Databricks Data + AI Boot Camp
databricksjapan
1
110
これがLambdaレス時代のChatOpsだ!実例で学ぶAmazon Q Developerカスタムアクション活用法
iwamot
PRO
8
1.1k
CoRL 2025 Survey
harukiabe
1
220
Introduction to Sansan for Engineers / エンジニア向け会社紹介
sansan33
PRO
5
43k
Oracle Base Database Service 技術詳細
oracle4engineer
PRO
12
81k
Biz職でもDifyでできる! 「触らないAIワークフロー」を実現する方法
igarashikana
3
860
20251007: What happens when multi-agent systems become larger? (CyberAgent, Inc)
ornew
1
470
Introdução a Service Mesh usando o Istio
aeciopires
0
230
AI時代におけるデータの重要性 ~データマネジメントの第一歩~
ryoichi_ota
0
700
それでも私が品質保証プロセスを作り続ける理由 #テストラジオ / Why I still continue to create QA process
pineapplecandy
0
140
React19.2のuseEffectEventを追う
maguroalternative
2
520
HonoとJSXを使って管理画面をサクッと型安全に作ろう
diggymo
0
130
Featured
See All Featured
Bash Introduction
62gerente
615
210k
The Language of Interfaces
destraynor
162
25k
Unsuck your backbone
ammeep
671
58k
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
46
2.5k
Stop Working from a Prison Cell
hatefulcrawdad
271
21k
VelocityConf: Rendering Performance Case Studies
addyosmani
332
24k
Keith and Marios Guide to Fast Websites
keithpitt
411
23k
Reflections from 52 weeks, 52 projects
jeffersonlam
353
21k
A Modern Web Designer's Workflow
chriscoyier
697
190k
Build your cross-platform service in a week with App Engine
jlugia
232
18k
Understanding Cognitive Biases in Performance Measurement
bluesmoon
31
2.7k
Save Time (by Creating Custom Rails Generators)
garrettdimon
PRO
32
1.6k
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