Skip to content

Level 3 · Advanced Advanced

Goal: scale up from microcontrollers to accelerated edge hardware — NPUs and Edge TPUs, cross-framework deployment with ONNX Runtime, streaming real-time pipelines, compiler stacks, and securing the models you ship.

Modules

  1. Edge NPUs & Accelerators (Coral Edge TPU)
  2. Vendor NPU Toolchains (i.MX, Ethos-U)
  3. ONNX Runtime & Cross-Framework Deployment
  4. Streaming Inference & Real-Time Pipelines
  5. Object Detection at the Edge
  6. ML Compiler Stacks (TVM, IREE)
  7. Model Security & IP Protection
  8. Multi-Model & Sensor-Fusion Systems
  9. Benchmarking Edge Models (MLPerf Tiny)
  10. Project — Accelerated Vision Node

Content status

Level 3 module content is being written — every page below has its scope defined and will be filled in next. Level 1 is complete; Level 2 is the prerequisite for this level.