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ECE 386: AI Hardware Applications
Machine Prediction
1. Hello, Colab!
2. Networks and Tooling
3. Prediction Machines
4. Datasets
5. ICE 1: K-Means Clustering
6. ICE 2: Handwritten Digits - DNN
7. Cloud Hosting
8. Lab 1: Handwritten Digits - FastAPI
10. C&C: Prediction and Dimensionality
Edge Inference
11. Edge Inference Intro
12. Lab 2: Cortex DSP Benchmark
13. ARM Cortex Architecture
14. Quantization
15. Lab 3: Edge Impulse KWS
17. Memory Management
18. C&C: Edge Inference
Development Boards
19. Lab 4: Transfer Learning with Cats vs. Dogs
22. Containerization
23. ICE 3: Whisper Transcription
24. GPU Architecture
25. ICE 4: GPU Acceleration
Large Language Models
26. Text Vectorization
27. Large Language Models
28. Lab 5: Prompt Engineering
30. C&C GPUs and LLMs
Final Block
31. Final Project
32. Final: LLM Prompt Checkpoint
33. Final: GPIO Checkpoint
34. Final: Design Again Checkpoint
35. Final: Integration
37. Socratic Recap
38. Chip War
39. Super Computers
40. Wrap and Critique
Appendix
Flash Edge Impulse Firmware to Arduino
Jetson Setup
Repository
Open issue
Index
