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Putting AI on a Diet: TinyML and Efficient Deep Learning
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- 1 Intro
- 2 Today's Al is too Big
- 3 Deep Compression
- 4 Pruning & Sparsity
- 5 Once-for-All Network: Roofline Analysis
- 6 OFA Designs Light-weight Model, Bring Alto Mobile Devices
- 7 NAAS: Neural Accelerator Architecture Search
- 8 Application Specific Optimizations
- 9 TinyML for Video Recognition
- 10 TinyML for Point Cloud & LIDAR Processing
- 11 SpAtten: Sparse Attention Accelerator
- 12 TinyML for Natural Language Processing
- 13 Tiny Transfer Learning
