Deep Learning skills

scvi-tools Deep Learning

anthropics

Advanced tools for single-cell genomic analysis.

Activation Recompute

nvidia

Optimize GPU memory usage with activation recompute.

Molecular Featurization Hub

k-dense-ai

Transform chemical structures into ML-ready features.

PyHealth

k-dense-ai

Streamline clinical deep learning pipelines with ease.

PyTorch Lightning

k-dense-ai

Streamline your deep learning workflows with PyTorch.

CUDA Graphs

nvidia

Optimize GPU performance with CUDA graph capture.

H

Hierarchical Context Parallel

nvidia

Optimize Megatron-Bridge for hierarchical context parallelism.

M

Megatron Bridge Resiliency

nvidia

Enhance fault tolerance and performance in distributed training.

C

CPU Offloading

nvidia

Optimize memory usage by offloading CPU tasks in Megatron Bridge.

DeepSpot-M

k-dense-ai

Generate virtual spatial transcriptomics from histology tiles.

TorchTitan

nousresearch

Efficiently pretrain LLMs with PyTorch's 4D parallelism.

PyTorch Lightning

nousresearch

Streamline your PyTorch training with organized code.

Flash Attention

nousresearch

Accelerate transformer training and inference significantly.

Serving Image Selection

huggingface

Choose the right container for SageMaker model deployments.

PyTorch Development Patterns

affaan-m

Best practices for building robust PyTorch applications.

T

TP DP PP Communication Overlap

nvidia

Optimize Megatron-Bridge for efficient communication overlap.

Flow Nexus Neural Networks

ruvnet

Train and deploy neural networks in distributed environments.