pyglove
nni
pyglove | nni | |
---|---|---|
3 | 5 | |
321 | 13,765 | |
0.9% | 0.6% | |
8.3 | 6.7 | |
11 days ago | 2 months ago | |
Python | Python | |
Apache License 2.0 | 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.
pyglove
- PyGlove: Manipulating Python Programs
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🔥 Google Research Introduces An Extension of PyGlove: A General Purpose Python Library That Can Now Easily And Scalably Share Machine Learning Ideas As Code
👉 PyGlove represents ideas as symbolic rule-based patches, enabling researchers to write down the rules for models they have not seen. Quick Read: https://www.marktechpost.com/2023/02/08/google-research-introduces-an-extension-of-pyglove-a-general-purpose-python-library-that-can-now-easily-and-scalably-share-machine-learning-ideas-as-code/ Paper: https://arxiv.org/pdf/2302.01918.pdf Github: https://github.com/google/pyglove
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?
pond-evolution - Project about evolution in small pond.
optuna - A hyperparameter optimization framework
best-of-ml-python - 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
FLAML - A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
autokeras - AutoML library for deep learning
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
archai - Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research.
automlbenchmark - OpenML AutoML Benchmarking Framework
tsflex - Flexible time series feature extraction & processing
LightAutoML - LAMA - automatic model creation framework