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 neuralnetworksanddeeplearning.com
Neural networks and deep learning
| | sriku.org
The Calculus You Actually Need for Deep Learning | Codaholic
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| | karpathy.github.io
Deep Neural Nets: 33 years ago and 33 years from now
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| | Musings of a Computer Scientist.
| | windowsontheory.org
Yet another backpropagation tutorial - Windows On Theory
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| | (Updated and expanded 12/17/2021) I am teaching deep learning this week in Harvard's CS 182 (Artificial Intelligence) course. As I'm preparing the back-propagation lecture, Preetum Nakkiran told me about Andrej Karpathy's awesome micrograd package which implements automatic differentiation for scalar variables in very few lines of code. I couldn't resist using this to show how...
| | pyimagesearch.com
Gradient Descent Algorithms and Variations - PyImageSearch
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| In this tutorial, you will learn what gradient descent is, how gradient descent enables us to train neural networks, variations of gradient descent, including Stochastic Gradient Descent (SGD), and how SGD can be improved using momentum and Nesterov acceleration.