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Federated Learning 連合学習

regonn
March 24, 2023

Federated Learning 連合学習

Regonn @関西Kaggler交流会 2023/03/24

regonn

March 24, 2023
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  1. Regonn (@regonn_haizine) • Kaggle Competition Expert • Kaggle ؔ࿈ Podcast

    (with ΧϨʔͪΌΜ) • ౡࠜͷϑϦʔϥϯε • ϒϩοΫνΣʔϯɾϝλόʔεɾػցֶश(Ӵ੕σʔλɾ೴೾)ͷ࢓ࣄҊ݅ • Solana Japan ΍ Orca(DEX: ෼ࢄऔҾॴ) ͷ CM • ڈ೥͔Β೶ۀ΋࢝Ίͯ·͢
  2. 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 ※ݫີͰ͸ͳ͍ தԝαʔόʔͰ҉߸伴Λ࡞Γެ։伴Λ഑෍ɺ ͦΕͧΕͷϩʔΧϧͰ҉߸Խ͠ɺ ΞϊχϚΠζ͞ΕͨσʔλͰֶश ࢒ߴ ϩʔϯ ௨৴ྔ աֹۚ σϑΥϧτ ސ٬A xx yy kk mm 1
  3. Federated Learning ϥΠϒϥϦؔ࿈ • େ͖Ίͷ΋ͷͩͱ • https://github.com/tensorflow/federated • TensorflowFederated: Tensorflow

    ͷެࣜ Federated ϥΠϒϥϦ • https://github.com/OpenMined/PySyft • PySyft: PyTorch Λ࢖͏৔߹ͩͬͨΒɺͪ͜ΒΛ࢖͏ • ͓ͦΒ͘ɺϥΠϒϥϦ͚ͩͰͳ͘αʔϏε΋ࠓޙ૿͖͑ͯͦ͏