Efficiency

Chapters

1. QuantizationScaffold
2. Pruning and SparsityScaffold
3. Knowledge DistillationScaffold
4. Small Language ModelsScaffold
5. Edge Machine LearningScaffold
6. Hardware-Aware OptimizationScaffold
7. Algorithm-Hardware Co-DesignScaffold

Books

• Understanding Deep LearningSimon Prince
• Efficient Processing of Deep Neural NetworksVivienne Sze, Yu-Hsin Chen, Tien-Ju Yang, Joel Emer
• Machine Learning Systems: Design and ImplementationLuo Mai, Hao Dong, Luo Cheng

Portfolio

No demos for this domain.

Writing

No published writing for this domain.