Best text book for machine learning

Could you please suggest the best text book in order to gain mathematical idea behind in Scikit Learn algorithms. I am not yet gained the knowledge to choose the best algorithms with respect to its parameters and when we could able to choose the best possible model for given datasets. If you could suggest the best ML books to have more theoretical knowledge while choosing the models and its respective parameter’s to develop a best model.

You can read Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition by O’Reilly
Or if you’re interested in Video Course, try joining Andrew NG Machine Learning on Coursera.
Both will help you to get substantial information regarding different parameters and their usage.

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Thanks for the information