For a general overview, this could be a good starting point [1]. As for deep learning, you may wanna start from here [2], but I personally had good results with

For a general overview, this could be a good starting point [1]. As for deep learning, you may wanna start from here [2], but I personally had good results with Hyperband [3] for DL. [1] https://wires.onlinelibrary.wiley.com/doi/full/10.1002/widm.1484 https://wires.onlinelibrary.wiley.com/doi/full/10.1002/widm.... [2] https://github.com/google-research/tuning_playbook https://github.com/google-research/tuning_playbook [3] https://jmlr.csail.mit.edu/papers/v18/16-558.html https://jmlr.csail.mit.edu/papers/v18/16-558.html