install hyperopt
pip install hyperopt
Here is what the above code is Doing:
1. Importing the necessary libraries
2. Loading the data
3. Splitting the data into training and testing sets
4. Defining the objective function
5. Defining the search space
6. Running the optimization
7. Printing the best hyperparameters
8. Printing the best accuracy