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Hand-Written-Digits-Recognition

  1. Logistic Regression Algorithm with One-VS-Rest strategy: in-sample prediction accuracy measure by micro-average AUC is: 98%, out-of-sample prediction accuracy is about 90%. Regularization strength parameter is set as 1e-5, which may be a little small and have caused over-fitting. So next step, in addition to trying other algorithms, tuning parameters to find optimal values will be attempt.

  2. SVM Algorithm with One-VS-Rest strategy: (coming soon)

  3. KNN Algorithm: (coming soon)

  4. Decision Trees and Random Forest Algorithms: (coming soon)

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