Ensure that you set the “n_jobs” argument to the number of cores on your machine.
After that, more suggestions include:
- Evaluate on a smaller sample of your dataset.
- Explore a smaller search space.
- Use fewer repeats and/or folds for cross-validation.
- Execute the search on a faster machine, such as AWS EC2.
- Use an alternate model that is faster to evaluate.