Though this book is mainly about deep learning, the review of machine learning is thorough and adequate. Along with the book, I'd suggest you look at Hugo LaRochelle's videos on youtube. They are fantastic. https://www.deeplearningbook.org/

Thank you very much: it seems a very good book! Thank you for your video suggestions as well.

Excellent foundational text: http://www-bcf.usc.edu/~gareth/ISL/

For regression specific approaches: http://www.springer.com/us/book/9780387775005

Any of the Analytics Vidhya tutorials are good starts as well.