AutoDL-Projects
archai
| AutoDL-Projects | archai | |
|---|---|---|
| 3 | 3 | |
| 1,546 | 455 | |
| - | 1.1% | |
| 1.8 | 8.3 | |
| about 2 years ago | 5 months ago | |
| Python | Python | |
| MIT License | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
AutoDL-Projects
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Forward pass computation for GDAS NAS coding
https://github.com/D-X-Y/AutoDL-Projects/issues/99#issuecomment-835802887
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Backpropagation for Network Architecture Search (NAS)
However in GDAS, there are multiple parallel edges in between two nodes.
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Gumbel-Max implementation
Could anyone explain how this Gumbel-Max code implementation works ?
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
What are some alternatives?
makeZFS_armbian - RockPro64 Based NAS setup guide with ZFS
nni - An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
Hyperactive - An optimization and data collection toolbox for convenient and fast prototyping of computationally expensive models.
only_train_once - OTOv1-v3, NeurIPS, ICLR, TMLR, DNN Training, Compression, Structured Pruning, Erasing Operators, CNN, Diffusion, LLM
sapientml - Generative AutoML for Tabular Data
autogluon - Fast and Accurate ML in 3 Lines of Code
deephyper - DeepHyper: Scalable Asynchronous Neural Architecture and Hyperparameter Search for Deep Neural Networks
TensorFlow-Examples - TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)
autokeras - AutoML library for deep learning