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What are the best books about data science?

Although most of the students and learners prefer the online route, there are multiple quality books as well in data science – divided across its different streams such as statistics, machine learning, NLP, deep learning etc. The book on ‘Introduction to Statistical Learning’ by Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani is a worthy start to the world of statistics. Other than that, there is a book named ‘The Hundred-Page Machine Learning Book’ by Andriy Burkov which gives an excellent perspective on machine learning. The book on ‘Deep learning with Python’ by Francois Chollet presents a good introduction of Python as a useful tool for data science as well.