utkd135/mildlyoverfitted

Paper implementations from scratch and machine learning tutorials

mildlyoverfitted

Code for https://www.youtube.com/c/mildlyoverfitted.

Overview

Name	Video	Code
Asynchronous requests and rate limiting	link	link
BentoML Sagemaker deployment	link	link
Custom optimizer in PyTorch	link	link
Deploying machine learning models on Kubernetes	link	link
Differentiable augmentation for GANs (using Kornia)	link	link
DINO in PyTorch	link	link
Few-shot text classification with prompts	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
Haiku basics	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
NER model evaluation	link	link
NumPy equality testing	link	link
OpenAI function calling	link	link
PonderNet in PyTorch	link	link
Product quantization in Faiss and from scratch	link	link
Retrieval augmented generation with OpenSearch and reranking	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