mildlyoverfitted

BentoML SageMaker deployment

Retrieval augmented generation with OpenSearch and reranking

Named entity recognition (NER) model evaluation

Asynchronous requests and rate limiting (HTTPX and asyncio.Semaphore)

Few-shot text classification with prompts

OpenAI function calling

Deploying machine learning models on Kubernetes

Haiku basics (neural network library from DeepMind)

Product quantization in Faiss and from scratch

GPT in PyTorch

The Lottery Ticket Hypothesis and pruning in PyTorch

The Sensory Neuron as a Transformer in PyTorch

Custom optimizer in PyTorch

Mixup in PyTorch

torch.nn.Embedding explained (+ Character-level language model)

Gradient with respect to input in PyTorch (FGSM attack + Integrated Gradients)

Integer embeddings in PyTorch

Visualizing activations with forward hooks (PyTorch)

Vision Transformer in PyTorch

PonderNet in PyTorch