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Dario Fervenza Garcia, congratulations on completing Quantization in Depth!

Quantization in Depth
Short Course

Quantization in Depth

Customize model compression with advanced quantization techniques. Try out different variants of Linear Quantization, including symmetric vs. asymmetric mode, and different granularities.

Compression and Quantization
  • Hugging Face
Hugging Face
100% Completed
View Course
  • Introduction
    Video
    ・
    4 mins
  • Overview
    Video
    ・
    3 mins
  • Quantize and De-quantize a Tensor
    Video with Code Example
    ・
    11 mins
  • Get the Scale and Zero Point
    Video with Code Example
    ・
    12 mins
  • Symmetric vs Asymmetric Mode
    Video with Code Example
    ・
    7 mins
  • Finer Granularity for more Precision
    Video with Code Example
    ・
    2 mins
  • Per Channel Quantization
    Video with Code Example
    ・
    11 mins
  • Per Group Quantization
    Video with Code Example
    ・
    7 mins
  • Quantizing Weights & Activations for Inference
    Video with Code Example
    ・
    3 mins
  • Custom Build an 8-Bit Quantizer
    Video with Code Example
    ・
    13 mins
  • Replace PyTorch layers with Quantized Layers
    Video with Code Example
    ・
    5 mins
  • Quantize any Open Source PyTorch Model
    Video with Code Example
    ・
    8 mins
  • Load your Quantized Weights from HuggingFace Hub
    Video with Code Example
    ・
    7 mins
  • Weights Packing
    Video
    ・
    5 mins
  • Packing 2-bit Weights
    Video with Code Example
    ・
    8 mins
  • Unpacking 2-Bit Weights
    Video with Code Example
    ・
    8 mins
  • Beyond Linear Quantization
    Video
    ・
    7 mins
  • Conclusion
    Video
    ・
    1 min