Pytorch for DL

Overview

  • What is ML?? & What is Human Intelligence??
    • input: Information
    • Output: Inference
    • ML needs lots of training data
  • Rule based vs. Representation learning ?
  • Pytorch
    • A python package that provides two high-level features:
      • Tensor computation (like numpy) with strong GPU acceleration
      • Deep Neural Networks built on a tape-based autograd system
    • More Pythonic (Imperative)
      • Flex, Intuitive, cleaner code, easy to debug
    • More Neural Networkic
      • Write code as the network works
      • forward/backward

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