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The Top 23 Python Deep Learning Model Compression Open Source Projects

Open source projects categorized as Python Deep Learning Model Compression
Categories > Machine Learning > Deep Learning
Categories > Machine Learning > Model Compression
Nni ⭐ 13,725
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
dependent packages 27total releases 55most recent commit a month agopypi nni} Downloads
Pocketflow ⭐ 2,553
An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.
most recent commit 3 years ago
Model Optimization ⭐ 1,445
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
dependent packages 27total releases 30most recent commit 3 months agopypi tensorflow-model-optimization} Downloads
Tinyneuralnetwork ⭐ 681
TinyNeuralNetwork is an efficient and easy-to-use deep learning model compression framework.
most recent commit 3 months ago
Deep Compression Alexnet ⭐ 599
Deep Compression on AlexNet
most recent commit 2 years ago
Archai ⭐ 428
Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research.
total releases 9most recent commit 7 months ago
Only_train_once ⭐ 242
OTOv1-v3, NeurIPS, ICLR, TMLR, DNN Training, Compression, Structured Pruning, Erasing Operators, CNN, LLM
total releases 15most recent commit 3 months ago
Keras_compressor ⭐ 152
Model Compression CLI Tool for Keras.
most recent commit 5 years ago
Ayolov2 ⭐ 152
most recent commit 2 years ago
Font_recognition Deepfont ⭐ 136
Its a implementation of DeepFont : Identify Your Font from An Image using Keras
most recent commit a year ago
Allie ⭐ 126
🤖 An automated machine learning framework for audio, text, image, video, or .CSV files (50+ featurizers and 15+ model trainers). Python 3.6 required.
most recent commit 7 months ago
Microexpnet ⭐ 118
MicroExpNet: An Extremely Small and Fast Model For Expression Recognition From Frontal Face Images
most recent commit 3 years ago
Mayo ⭐ 82
Mayo: Auto-generation of hardware-friendly deep neural networks. Dynamic Channel Pruning: Feature Boosting and Suppression.
most recent commit 4 years ago
Heterofl Computation And Communication Efficient Federated Learning For Heterogeneous Clients ⭐ 79
HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients
most recent commit a year ago
Tf2 ⭐ 74
An Open Source Deep Learning Inference Engine Based on FPGA
most recent commit 4 years ago
Cop ⭐ 36
Code for IJCAI2019 paper
most recent commit 5 years ago
Model_compression ⭐ 28
deep learning model compression based on keras
most recent commit 6 years ago
Fastpose ⭐ 24
pytorch realtime multi person keypoint estimation
most recent commit 5 years ago
Lossless_compression ⭐ 21
We propose a lossless compression algorithm based on the NTK matrix for DNN. The compressed network yields asymptotically the same NTK as the original (dense and unquantized) network, with its weights and activations taking values only in {0, 1, -1} up to scaling.
most recent commit 5 months ago
Lgtm ⭐ 10
[ACL 2023] Code for paper “Tailoring Instructions to Student’s Learning Levels Boosts Knowledge Distillation”(https://arxiv.org/abs/2305.09651)
most recent commit a year ago
Chip_neurips2021 ⭐ 9
Code for CHIP: CHannel Independence-based Pruning for Compact Neural Networks (NeruIPS 2021).
most recent commit 2 years ago
Eve Mli ⭐ 8
eve-mli: making learning interesting
total releases 2most recent commit 2 years ago
Da2lite ⭐ 6
DA2Lite is an automated model compression toolkit for PyTorch.
most recent commit 2 years ago
The 2 Most Depended On Python Deep Learning Model Compression Open Source Projects
The 5 Latest Releases In Python Deep Learning Model Compression Open Source Projects
Archai ⭐ 428
Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research.
total releases 9latest release September 15, 2023most recent commit 7 months ago
Model Optimization ⭐ 1,445
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
dependent packages 27total releases 30latest release May 26, 2023most recent commit 3 months agopypi tensorflow-model-optimization} Downloads
Eve Mli ⭐ 8
eve-mli: making learning interesting
total releases 2latest release January 13, 2021most recent commit 2 years ago
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