Learning Roadmap

See ORT Mindmap for an alternate way of visualizing the relationships between these topics (right click and hold to drag, ctrl+scroll to zoom).

Basic

• InferenceSession/ORTModule
• Graph/Node/NodeArg
• Ops and Kernels
• ORTValue/Tensor
• GraphTransformer
• Per-op Gradient Building
• Performance Investigation

Intermediate

• ExecutionProvider
• IOBinding/dlpack
• PyBind
• Gradient Graph Building
• CUDA Programming

Advanced

• Execution Engine

  • SessionState
  • ExecutionFrame

• Memory Management

• Distributed Training

Domain Experts

• Performance optimization for CUDA kernels
• Hyper-parameter tuning