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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

Alternative Architectures

38. Alternative Architectures#

TPU
FPGA
Groq
Neuromorphic

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37. Student Choice

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39. Super Computers

By DFEC

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