In the ML world, there are many Hyperparameter optimization techniques are available. Manual Search. Random Search. Grid Search. Halving. Grid Search. Randomized Search. Automated Hyperparameter tuning. Bayesian Optimization. Genetic Algorithms. Artificial Neural Networks Tuning. HyperOpt-Sklearn. Bayes Search.