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Quantization in Depth
Syllabus
Courses
Course Syllabus
Quantization in Depth
Introduction
Video
・
4m
Overview
Video
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3m
Quantize and De-quantize a Tensor
Video with Code Example
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11m
Get the Scale and Zero Point
Video with Code Example
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12m
Symmetric vs Asymmetric Mode
Video with Code Example
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7m
Finer Granularity for more Precision
Video with Code Example
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2m
Per Channel Quantization
Video with Code Example
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11m
Per Group Quantization
Video with Code Example
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7m
Quantizing Weights & Activations for Inference
Video with Code Example
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3m
Custom Build an 8-Bit Quantizer
Video with Code Example
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13m
Replace PyTorch layers with Quantized Layers
Video with Code Example
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5m
Quantize any Open Source PyTorch Model
Video with Code Example
・
8m
Load your Quantized Weights from HuggingFace Hub
Video with Code Example
・
7m
Weights Packing
Video
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5m
Packing 2-bit Weights
Video with Code Example
・
8m
Unpacking 2-Bit Weights
Video with Code Example
・
8m
Beyond Linear Quantization
Video
・
7m
Conclusion
Video
・
1m
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Quantization in Depth
Intermediate
2h11m
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Topics
Compression and Quantization
Collaborator
Hugging Face
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