syne-tune
vizier
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| syne-tune | vizier | |
|---|---|---|
| 1 | 5 | |
| 363 | 1,173 | |
| 1.4% | 2.1% | |
| 8.1 | 9.3 | |
| 9 days ago | 5 days ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
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.
syne-tune
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Amazon AI Researchers Open-Source ‘Syne Tune’: A Novel Python Library For Distributed HPO With An Emphasis On Enabling Reproducible Machine Learning Research
Continue reading | Checkout the paper, github
vizier
- [N] Google Open Sources Vizier, Hyperparameter + Blackbox Optimization Service at Scale
- Is there any premade evolutionary algorithm selecting optimal NN architectures in TensorFlow ?
- Google just open sourced its Vizier optimisation suite
- Python-based research interface for blackbox and hyperparameter optimization
What are some alternatives?
auto-sklearn - Automated Machine Learning with scikit-learn
mango - Parallel Hyperparameter Tuning in Python
SMAC3 - SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization
SpaceDrones - A simple learning environment with space drones for evolution-inspired optimization.
nni - An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
Gradient-Free-Optimizers - Simple and reliable optimization with local, global, population-based and sequential techniques in numerical discrete search spaces.
Hyperactive - An optimization and data collection toolbox for convenient and fast prototyping of computationally expensive models.
keras-tuner - A Hyperparameter Tuning Library for Keras
tune - An abstraction layer for parameter tuning
mlr3hyperband - Successive Halving and Hyperband in the mlr3 ecosystem
baybe - Bayesian Optimization and Design of Experiments
DIgging - Decision Intelligence for digging best parameters in target environment.