Launched: May, 2021
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Cross-Validation
- K-fold, LOOCV, LPOCV, Stratified CV
- Group CV and variants
- CV for time series
- Nested CV
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Basic Search Algorithms
- Manual Search, Grid Search and Random Search
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Bayesian Optimization
- with Gaussian Processes
- with Random Forests (SMAC) and GBMs
- with Parzen windows (Tree-structured Parzen Estimators or TPE)
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Multi-fidelity Optimization
- Successive Halving
- Hyperband
- BOHB
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Other Search Algorthms
- Simulated Annealing
- Population Based Optimization
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Gentetic Algorithms
- CMA-ES
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Python tools
- Scikit-learn
- Scikit-optimize
- Hyperopt
- Optuna
- Keras Tuner
- SMAC
- Others