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Deep-Learning

Attempt on Kaggle Competition: https://www.kaggle.com/c/digit-recognizer

  • I tried to normalize the data and build Input pipelines for the model.
  • Adding custom activation functions, initializers, regularizers, and constraints to the models
  • Built MLP with standardization layer using lambda layer
  • Built CNN model.
  • MLP model achieved an accuracy of: 0.9695 and a loss of: 0.1017
  • CNN model achieved an accuracy of: 0.9767 and a loss of: 0.0824
  • Performed evaluation and visualization for both models

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