mlops

Model Performance Optimization

• Knowledge Distillation

• Pruning

• Quantization

• Graph Optimization

AI Frameworks and Operation toools

• Pytorch
  • Some Techniques To Make Your PyTorch Models Train (Much) Faster | Sebastian Raschka
  • TorchMetrics -- How do we use it, and what's the difference between .update() and .forward()?
  • Sharing Deep Learning Research Models with Lightning Part 1: Building A Super Resolution App
  • Sharing Deep Learning Research Models with Lightning Part 2: Leveraging the Cloud
• Wandb
  • Pytorch Intergration with Wandb
  • Hyperparameter tuning in pytorch in with wandb sweep

System Design

• ML system design: A database of 450 case studies from 100+ companies. | EvidentlyAI