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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
9. C&C: Prediction and Dimensionality
Edge Inference
10. Edge Inference Intro
11. Lab 2: Cortex DSP Benchmark
12. ARM Cortex Architecture
13. Quantization
14. Lab 3: Edge Impulse KWS
16. Command and Risk
17. C&C: Edge Inference
Development Boards
18. Lab 4: Cats vs. Dogs
21. Containerization
22. ICE 3: Whisper Transcription
23. GPU Architecture
24. ICE 4: GPU Acceleration
25. Student Choice
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. Wrap and Critique
Colab
Repository
Open issue
.ipynb
.pdf
Quantization
13.
Quantization
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