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Quantization in Depth
  • 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
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