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城ヶ崎美嘉で学ぶRNNLM

 城ヶ崎美嘉で学ぶRNNLM

オタク機械学習勉強会#0 のLT

Kento Nozawa

June 05, 2016
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  1. Recurrent Neural Network Language Model • ηϦϑੜ੒: ௚લ·Ͱͷ୯ޠ͔Β࣍ͷ1୯ޠΛ༧ଌ͠ଓ͚Δ • ྫɿΊΔΊΔʜᣦՅʹϝʔϧૹ৴ͬ˒

    • ୯ޠ෼ׂ: <BOS> ΊΔΊΔʜᣦՅʹϝʔϧૹ৴ͬ˒&04 • ֶश: Q ΊΔΊΔc#04 ͱ͔ Q ᣦՅc<BOS>, ΊΔΊΔ ʜ
  2. ࣮ݧ֓ཁ • SCRNΛ࢖༻ • LSTM ΍ GRU Λ࢖Θͳ͍ • Keras

    Ͱ࣮૷ • લॲཧ • ܗଶૉղੳͤͣʹจࣈ୯ҐͰֶश • /。|★|?|!|♪/ ͰηϦϑΛ෼ׂ • ໿900ηϦϑ (Վࢺ) Λ࢖༻ • ϞόϚε • σϨες • TOKIMEKIΤεΧϨʔτ
  3. ࢀߟจݙͳͲ • http://keras.io/ • DLͷϥΠϒϥϦ • ָ͍͢͝ʹॻ͚Δ • Mikolov at.el.

    Recurrent neural network based language model. 2010. • RNNͷը૾͸͜ͷ࿦จͷ΋ͷΛ࢖༻ • Mikolov at.el Learning Longer Memory in Recurrent Neural Networks. 2014. • ࠓճ࢖༻ͨ͠Ϟσϧ