Putting AI on a Diet: TinyML and Efficient Deep Learning

Putting AI on a Diet: TinyML and Efficient Deep Learning

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Pruning & Sparsity

4 of 13

4 of 13

Pruning & Sparsity

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Putting AI on a Diet: TinyML and Efficient Deep Learning

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

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