Advanced Deep Learning Computation Techniques

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Delve into the intricate world of deep learning computation with a focus on parameter management, deferred initialization, custom layers, and GPU integration. Explore various blocks and layers, including sequential blocks and custom blocks, for enhanced model performance and efficiency in neural network training.

  • Deep Learning
  • Computation
  • Parameter Management
  • Custom Layers
  • GPU
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Presentation Transcript

  1. Dive into Deep Learning 5. Deep Learning Computation Deep Learning Computation / Yejin Kim Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs

  2. Dive into Deep Learning Introduction Layers and Blocks , Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs -256 ReLU -10

  3. A Custom Block - Dive into Deep Learning Introduction - Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs - - Block ,

  4. The Sequential Block 1. 2. Dive into Deep Learning Introduction Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs

  5. Parameter Management Dive into Deep Learning Introduction - - - Sequential Parameter Access Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs

  6. Dive into Deep Learning Introduction All Parameters at Once Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs

  7. Dive into Deep Learning Introduction Collecting Parameters from Nested Blocks Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs

  8. Dive into Deep Learning Introduction Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs

  9. Parameter Initialization Dive into Deep Learning Introduction Layers and Blocks Parameter Management Deferred Initialization Custom Layers - 0.01 - 0 File I/O GPUs

  10. Dive into Deep Learning Introduction Custom Initialization Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs

  11. Instantiating a Network Dive into Deep Learning Introduction MLP - Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs -

  12. Layers without Parameters Dive into Deep Learning Introduction - CenteredLayer Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs

  13. Layers with Parameters Dive into Deep Learning Introduction Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs

  14. Loading and Saving Tensors Dive into Deep Learning Introduction - load save - Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs

  15. Loading and Saving Model Parameters Dive into Deep Learning Introduction Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs

  16. Computing Devices Dive into Deep Learning Introduction Layers and Blocks Parameter Management Deferred Initialization Custom Layers - GPU File I/O GPUs

  17. Tensors and GPUs Dive into Deep Learning Introduction - x GPU , GPU - nvidia-smi GPU Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs

  18. Dive into Deep Learning Introduction Copying Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs

  19. Dive into Deep Learning Introduction Neural Networks and GPUs Layers and Blocks Parameter Management Deferred Initialization Custom Layers File I/O GPUs

  20. Dive into Deep Learning Introduction Thank you

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