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DeepLearningとともにMrコンテストを愉しむ話

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@PyLadies Tokyo 1 anniversary party

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DeepLearningとともにMrコンテストを愉しむ話

  1. 1. DeepLearningとともに Mrコンテストを愉しむ話 PyLadies Tokyo 1周年記念パーティ @kensuke3238
  2. 2. 15秒でわかるきょうの話 きょうの話を超要約すると・・・ ● Deep LearningでMrコンテスト出場者の顔画像を学習 ● 学習したモデルで顔画像の特徴量変換してみたよ ● 2次元の散布図にプロットした愉しむアプリつくったお
  3. 3. こういうの作りました→ できること 1. 動く 2. 似てる顔の人さがせる イケメン探しが捗る 3. プロフィールみれる 4. 投票ページにジャンプできる いいな。と思ったら即投票
  4. 4. なんで そんなもん作ったんや? 10月某日
  5. 5. なんで そんなもん作ったんや? @kensuke3238はあるサイトを発 見しました
  6. 6. なんで そんなもん作ったんや? その名も”MR COLLE” ここがすごいぞMR COLLE 1 大学Mrコンテストが一気にみれるぞ! 2 プロフィールもみれるぞ! 3 投票もできちゃうぞ!
  7. 7. ↑ @kensuke3238の脳内 イケメンがたくさんおってるけど、なんや 多すぎやで・・・・・
  8. 8. ↑ @kensuke3238の脳内 全員をパッと見で眺めたいなぁ。 ついでに、 似た顔を寄せときたいなぁ
  9. 9. ↑ @kensuke3238の脳内 そや! Deep Learningつこうたろ! ついでに相関図にして、 わかりやすく可視化や!
  10. 10. そんなわけで作ってみました 画像 & プロフ スクレイピング Deep Learningで顔画像学習 2次元に圧縮 可視化
  11. 11. そんなわけで作ってみました 画像 & プロフ スクレイピング Deep Learningで顔画像学習 2次元に圧縮 可視化 PyLearn2 Scikit Learn Bokeh + ipython notebook ふつうに書く
  12. 12. PyLearn2とは? かんたんにDeep Learningできるゆるふわ系ライブラリ Theanoとの連携がよくできている(同じグループが作った) PFIのChainerの対抗馬(だと思ってる) Chainerがサポートしてない学習法をサポートしている RBM系のアルゴリズムが利用可能(Chainerだと難しい)
  13. 13. Bokehとは? インタラクティブなグラフをつくれるゆるふわ系ライブラリ 「ぼけ」って読むのか。。。読み方不明 PythonによるJavascriptラッパー 情報をHTMLにぜんぶ埋め込みできるので、独立したグラフhtmlにできる バックエンドを持つWebアプリも作れるらしい。
  14. 14. デモ Web公開中です http://kensuke-mi.pussycat. jp/univ_contest_project_pics/pages/boys_pics_deepNN_pca_ scatter.html Missコンテスト版もあり〼 http://kensuke-mi.pussycat.jp/univ_contest_project_pics/pages/girls_pics_deepNN_pca_scatter.html
  15. 15. 最後に コードはすべてgithubでさらしてます。 Kensuke-Mitsuzawa/let_s_analyze_miss_collection_girls 何かの参考にどうぞ 一緒にコンテストを愉しむ方も大歓迎です!

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