Deep Learning Foundations

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  • Learn the principles behind deep learning and artificial neural networks
  • Implement simple feedforward neural networks with Tensorflow Keras and PyTorch

Videos + Readings
  1. 65 min 2017-Oct 3Blue1Brown: Neural Networks Playlist
    • 19 min But what is a Neural Network?
    • 21 min Gradient descent, how neural networks learn
    • 14 min What is backpropagation really doing?
    • 11 min Backpropagation calculus
  2. 24 min 2017-Mar Brandon Rohrer: How Deep Neural Networks Work
  3. 45 min 2019-Jan Alexander Amini: Introduction to Deep Learning
  4. 2015-Jun Michael Nielsen: A visual proof that NNs can compute any function
  5. 2017-May Jonathan Uesato: What is an ablation study? (Quora)

Coding Exercises
  1. Andrej Karpathy | Denny Britz - Build Neural Networks from Scratch
  2. Soumith Chintala: PyTorch 60 Minute Blitz
  3. Tensorflow Keras | PyTorch Tutorials | FChollet Tutorials

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