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ONNX Runtime

Cross-platform ML inference with ONNX.

Course Duration: 6 hours​

What You'll Learn​

  • ONNX format
  • Model conversion
  • ONNX Runtime
  • Optimization
  • Cross-platform deployment
  • GPU acceleration

Prerequisites​

  • ML basics
  • Python programming

Course Modules​

  1. Introduction to ONNX
  2. ONNX Model Format
  3. Converting PyTorch to ONNX
  4. Converting TensorFlow to ONNX
  5. ONNX Runtime Python
  6. ONNX Runtime C++
  7. Optimization (Graph, Quantization)
  8. Execution Providers (CUDA, TensorRT)
  9. Dynamic Shapes
  10. Transformers with ONNX
  11. ONNX Runtime Web
  12. Project: High-Performance Inference

Topics Covered​

  • ONNX Format
  • ONNX Runtime
  • Optimization
  • Cross-platform