I like to train Deep Neural Nets on large datasets.

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A Recipe for Training Neural Networks
The most common neural net mistakes and listing a few common gotchas related to training neural nets.
checklist training debugging article
CS231n: Convolutional Neural Networks for Visual Recognition
Deep dive into details of the deep learning architectures with a focus on learning end-to-end models for these tasks, particularly image classification.
convolutional-neural-networks computer-vision deep-learning cs231n
A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API
autograd neural-networks code library

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