Model Optimization Alternatives

A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
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Alternatives To tensorflow/model-optimization
Project Name Stars Downloads Repos Using This Packages Using This Most Recent Commit Total Releases Latest Release Open Issues License Language
PINTO0309/PINTO_model_zoo 3,121 0 0 about 2 years ago 0 11 mit Python
A repository for storing models that have been inter-converted between various frameworks. Supported frameworks are TensorFlow, PyTorch, ONNX, OpenVINO, TFJS, TFTRT, TensorFlowLite (Float32/16/INT8), EdgeTPU, CoreML.
IntelLabs/nlp-architect 2,924 0 0 over 3 years ago 10 April 12, 2020 14 apache-2.0 Python
A model library for exploring state-of-the-art deep learning topologies and techniques for optimizing Natural Language Processing neural networks
tensorflow/model-optimization 1,445 3 27 over 2 years ago 30 May 26, 2023 207 apache-2.0 Python
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
openvinotoolkit/nncf 725 0 6 about 2 years ago 16 November 16, 2023 46 apache-2.0 Python
Neural Network Compression Framework for enhanced OpenVINO™ inference
guan-yuan/awesome-AutoML-and-Lightweight-Models 647 0 0 over 5 years ago 0 0
A list of high-quality (newest) AutoML works and lightweight models including 1.) Neural Architecture Search, 2.) Lightweight Structures, 3.) Model Compression, Quantization and Acceleration, 4.) Hyperparameter Optimization, 5.) Automated Feature Engineering.
google/qkeras 514 0 2 about 2 years ago 1 July 07, 2021 38 apache-2.0 Python
QKeras: a quantization deep learning library for Tensorflow Keras
PINTO0309/onnx2tf 461 0 2 about 2 years ago 438 December 10, 2023 14 mit Python
Self-Created Tools to convert ONNX files (NCHW) to TensorFlow/TFLite/Keras format (NHWC). The purpose of this tool is to solve the massive Transpose extrapolation problem in onnx-tensorflow (onnx-tf). I don't need a Star, but give me a pull request.
neuralmagic/sparsify 310 0 0 over 2 years ago 136 December 11, 2023 9 apache-2.0 Python
ML model optimization product to accelerate inference.
sony/model_optimization 245 0 0 about 2 years ago 0 12 apache-2.0 Python
Model Compression Toolkit (MCT) is an open source project for neural network model optimization under efficient, constrained hardware. This project provides researchers, developers, and engineers advanced quantization and compression tools for deploying state-of-the-art neural networks.
tantara/JejuNet 236 0 0 over 5 years ago 0 3 mit Java
Real-Time Video Segmentation on Mobile Devices with DeepLab V3+, MobileNet V2. Worked on the project in 🏝 Jeju island
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