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TensorFlow Lite for microcontroller
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Classroom Contents
CMSIS-NN & Optimizations for Edge AI
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- 1 Introduction
- 2 Presentation
- 3 Optimizations
- 4 Cycle Measurements
- 5 Cycle Bound Analysis
- 6 Memory Bound Analysis
- 7 Library Optimizations
- 8 Fully Connected Operators
- 9 Loop unrolling
- 10 Checking compiler output
- 11 Cycle bound improvement
- 12 Simplifications
- 13 Summary
- 14 Hyperparameter Optimization
- 15 Question for Felix
- 16 TensorFlow Lite for microcontroller
- 17 Merging CMSISNN and optimized kernels
- 18 Reference kernels
- 19 Optimization
- 20 Person Detection
- 21 Hardware
- 22 Demo
- 23 Questions
