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Topic: "linear-quantization"

creaiter/Linear-Quantization

Implementation of Linear Quantization for Deep Neural Networks on Tensorflow

Language: Python - Size: 8.59 MB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 6 - Forks: 1

ksm26/Quantization-in-Depth

Dive into advanced quantization techniques. Learn to implement and customize linear quantization functions, measure quantization error, and compress model weights using PyTorch for efficient and accessible AI models.

Language: Jupyter Notebook - Size: 5.79 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 5

ksm26/Quantization-Fundamentals-with-Hugging-Face

Learn linear quantization techniques using the Quanto library and downcasting methods with the Transformers library to compress and optimize generative AI models effectively.

Language: Jupyter Notebook - Size: 205 KB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 9

d1pankarmedhi/nn-linear-quantization

linear quantization with W8A16 for neural networks with PyTorch

Language: Python - Size: 28.3 KB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 0 - Forks: 0

Related Topics
quantization 3 model-compression 2 ai-optimization 1 asymmetric-quantization 1 machine-learning 1 per-channel-granularity 1 per-group-granularity 1 per-tensor-granularity 1 pytorch-quantizer 1 quantization-error 1 symmetric-quantization 1 weight-packing 1 deep-learning 1 huggingface-transformers 1 llm 1 pytorch 1 quantization-algorithms 1 advanced-quantization 1 8-bit-compression 1 2-bit-weights 1 tensorflow 1 cnn 1 transformers-library 1 quanto-library 1 quantization-fundamentals 1 optimize 1 model-optimization 1 model-deployment 1 hugging-face 1 generative-ai 1 downcasting 1 compression 1