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ML Resources

My machine learning notebooks

Learning Points

  • Classification of images using Logistic Regression, Multi-Layer Perceptron and CNN on the MNIST Dataset.
  • Sentiment analysis and text classification using SWEM, RNNs, LSTMs, GRU. Used pre-trained word vectors from ConceptNet Numberbatch as well as learned word embeddings from AG News dataset.
  • Reinforcement Learning techniques like Q learning, using it for OpenAI Gym environments like FrozenLake, as well as DQN, using it on CartPole.

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My machine learning notebooks

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