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Machine learing library

Project description

Camael

データのload、前処理

  • データ

    • 数値系
      • <input type="checkbox" checked="" disabled="" /> boston
        • <input type="checkbox" checked="" disabled="" /> iris
    • 画像系
      • <input type="checkbox" checked="" disabled="" /> MNIST
        • <input type="checkbox" checked="" disabled="" /> MNIST-fashion
        • <input type="checkbox" checked="" disabled="" /> CIFAR-10
  • 前処理

    • <input type="checkbox" checked="" disabled="" /> test-training分割
      • <input type="checkbox" checked="" disabled="" /> 正規化
      • <input type="checkbox" checked="" disabled="" /> 標準化
      • <input type="checkbox" checked="" disabled="" /> one-hot

非NN用

  • 回帰

    • <input type="checkbox" checked="" disabled="" /> 線形回帰
      • <input type="checkbox" checked="" disabled="" /> KNN
  • 分類

    • <input type="checkbox" checked="" disabled="" /> k-NN
      • <input type="checkbox" checked="" disabled="" /> ロジスティック回帰
      • <input type="checkbox" checked="" disabled="" /> SVC
    • <input type="checkbox" disabled="" /> 回帰木
      • <input type="checkbox" disabled="" /> 決定木
      • <input type="checkbox" disabled="" /> boosting
      • <input type="checkbox" disabled="" /> random-forest

NN用

  • <input type="checkbox" disabled="" /> 全結合NN
  • <input type="checkbox" disabled="" /> 畳み込みNN
  • <input type="checkbox" disabled="" /> RNN

utils

  • <input type="checkbox" disabled="" /> グラフの描画
  • <input type="checkbox" disabled="" /> cross-validation

進捗次第でさらに追加

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