During my time at Udacity I led to the construction of several machine learning (nanodegree) programs. Here are some of the links.

FREE deep learning with Pytorch.

In this course you learn the basics of neural networks, CNNs, and RNNs, with some useful Pytorch labs.

Deep Learning Nanodegree.

  • Neural Networks
  • CNNs
  • RNNs
  • GANs.

Machine Learning Nanodegree

  • Supervised learning
  • Unsupervised learning
  • Deep learning
  • Model evaluation and validation

Natural Lanuguage Processing

  • Probabilistic models in NLP (HMM, LDA, etc.)
  • Deep learning methods in NLP
  • Speech recognition
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