AutoDL-Projects
nni
AutoDL-Projects | nni | |
---|---|---|
3 | 5 | |
1,546 | 13,765 | |
- | 0.6% | |
1.8 | 6.7 | |
about 2 years ago | 2 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 ?
nni
- Filter Pruning for PyTorch
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Automated Machine Learning (AutoML) - 9 Different Ways with Microsoft AI
For a complete tutorial, navigate to this Jupyter Notebook: https://github.com/microsoft/nni/blob/master/examples/notebooks/tabular_data_classification_in_AML.ipynb
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[D] Efficient ways of choosing number of layers/neurons in a neural network
optuna, hyperopt, nni, plenty of less-known tools too.
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Top 10 Developer Trends, Sun Oct 18 2020
microsoft / nni
What are some alternatives?
makeZFS_armbian - RockPro64 Based NAS setup guide with ZFS
optuna - A hyperparameter optimization framework
Hyperactive - An optimization and data collection toolbox for convenient and fast prototyping of computationally expensive models.
FLAML - A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
archai - Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research.
autogluon - Fast and Accurate ML in 3 Lines of Code
AutoML - This is a collection of our NAS and Vision Transformer work. [Moved to: https://github.com/microsoft/Cream]
hyperopt - Distributed Asynchronous Hyperparameter Optimization in Python
automlbenchmark - OpenML AutoML Benchmarking Framework
tsflex - Flexible time series feature extraction & processing
LightAutoML - LAMA - automatic model creation framework