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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 3: 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
36. Command and Risk
37. Student Choice
38. Alternative Architectures
39. Super Computers
40. Wrap and Critique
Appendix
Flash Edge Impulse Firmware to Arduino
Repository
Open issue
.md
.pdf
Student Choice
37.
Student Choice
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