archai
only_train_once
archai | only_train_once | |
---|---|---|
3 | 1 | |
455 | 261 | |
1.1% | - | |
8.3 | 8.9 | |
4 months ago | 27 days ago | |
Python | Python | |
MIT License | MIT License |
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archai
- [D] Where is AutoML for NNs?
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Questions about reproducing DARTS code implementation
https://github.com/microsoft/archai/blob/ed2296f9b8226c49c0339244242dcef201012b95/archai/algos/darts/bilevel_optimizer_slow.py#L34 is not trivial to understand though
only_train_once
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OTOv2 Automatic One-Shot General DNN Training and Compression Framework.
Github: https://github.com/tianyic/only_train_once
What are some alternatives?
nni - An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
delve - PyTorch model training and layer saturation monitor
sapientml - Generative AutoML for Tabular Data
Torch-Pruning - [CVPR 2023] Towards Any Structural Pruning; LLMs / SAM / Diffusion / Transformers / YOLOv8 / CNNs
autogluon - Fast and Accurate ML in 3 Lines of Code
model-optimization - A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
deephyper - DeepHyper: Scalable Asynchronous Neural Architecture and Hyperparameter Search for Deep Neural Networks
ds2 - Easiest way to use AI models without coding (Web UI & API support)
makeZFS_armbian - RockPro64 Based NAS setup guide with ZFS
sparseml - Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
TensorFlow-Examples - TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)
Activeloop Hub - Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow. https://activeloop.ai [Moved to: https://github.com/activeloopai/deeplake]