mildlyoverfitted
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Paper implementations from scratch and machine learning tutorials
mildlyoverfitted
Code for https://www.youtube.com/c/mildlyoverfitted.
Overview
| Name | Video | Code |
|---|---|---|
| Custom optimizer in PyTorch | link | link |
| Differentiable augmentation for GANs (using Kornia) | link | link |
| DINO in PyTorch | link | link |
| GPT in PyTorch | link | link |
| Gradient with respect to input in PyTorch (FGSM attack + Integrated Gradients) | link | link |
| Growing neural cellular automata in PyTorch | link | link |
| Integer embeddings in PyTorch | link | link |
| Mixup in PyTorch | link | link |
| MLP-Mixer in Flax and PyTorch | link | link |
| Mocking neural networks: unit testing in deep learning | link | link |
| NumPy equality testing | link | link |
| PonderNet in PyTorch | link | link |
| Product quantization in Faiss and from scratch | link | link |
| SIREN in PyTorch | link | link |
| The Lottery Ticket Hypothesis and pruning in PyTorch | link | link |
| The Sensory Neuron as a Transformer in PyTorch | link | link |
torch.nn.Embedding explained (+ Character-level language model) |
link | link |
| Vision Transformer in PyTorch | link | link |
| Visualizing activations with forward hooks (PyTorch) | link | link |