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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

.md

Super Computers

Contents

39.1. How they work
39.2. Top500

39. Super Computers#

39.1. How they work#

39.2. Top500#

Top500 Lists
Top500 Treemap
Top500 Trends

../_images/top500-country.png — Fig. 39.1 Top500 Supercomputers by Country: November 2023#

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38. Chip War

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40. Wrap and Critique

Contents

39.1. How they work
39.2. Top500

By DFEC

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