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GPU版TensorflowRの挙動を見てほしい
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第110回Tokyo.RでのLTの資料です。途中の埋め込んだ動画は下のURLから飛べます。 https://www.youtube.com/watch?v=k83v8wXbkyg
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GPU版TensorflowRの挙動を見てほしい
1.
GPU版TensorFlowRの挙動を見てほしい! 専修大学人間科学部心理学科 4年 上村 大地 @dkamimura0 https://castella3.github.io/index.html Tokyo.R
#110回
2.
この本をやっていたら、途中から GPUを使った方がいいよと言われた。 そこで、GPU版のTensorflowをRか ら動かせるように環境を整えたんだ けど、TensorflowRデータの加工か らモデルの作成まで便利な関数たく さんある! さらに、学習時のPlotsの出力が面白 いので見てほしい !
3.
犬猫判別モデルを作ってみる データや画像の加工にも便利な関数が多数あるが今回は省略
4.
モデル構築 モデルを組むコードはたったこれだけ(パイプ演算子で繋げられる !) 総パラメタ数300万近いモデルの構築が簡単にできる
5.
コンパイル・学習 コンパイルを行い、学習させる すると…
6.
学習結果 このようにplotの部分で学習の様子がリアルタイムで見れる
7.
学習結果 plot関数を使うとこんな感じで 上に損失、下に正確度がplotさ れる これを見て過学習の程度やモデ ルの適応度を考え、モデルを改 良できる !
8.
TensorFlowR、触ってみると楽しい MNISTのチュートリアルや環境構築の話、より詳しい犬猫判別モ デルを作って自分の犬と猫を判別してみる等々は https://castella3.github.io/deepleaning.html に書いてます。気になって方は見てあげてください。 ご清聴ありがとうございました !
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