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Code accompanying RSE2019 talk Autograd: A cool software trick for avoiding maths, an introduction to autograd. Simple python notebooks that introduce AutoDiff (automatic differentiation) and AutoGrad package (usage of grad only).

  • AutoDiff notebook is a pure-Python implementation and uses no imports
  • AutoGrad notebook uses two imports: autograd and matplotlib for plotting

Recommended order of using the notebooks: AutoDiff -> AutoGrad