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From Small to Tiny: Co-designing ML Models, Computational Precision, and Circuits - Energy-Accuracy Trade-offs
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- 1 Intro
- 2 Circuit level choices
- 3 Circuit level implications
- 4 Architecture level choices (2)
- 5 Algorithm level choices: precision
- 6 Algorithm level choices: implications
- 7 Parametrized HW energy/latency/area model
- 8 Energy-based cross-layer optimization
- 9 Needs for flexible systems with cross-layer framework
- 10 Cascaded networks for efficient face recognition
- 11 Cascaded ML models for efficient keyword & speaker recognit
- 12 Towards embedded Deep Neural Networks