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https://python.engineering/data-science-from-scratch-first-principles-with-python/
Data science libraries, structures, modules, and toolkits are great for data science, but they are also a good way to immerse yourself in the discipline without actually understanding data science. In this book, you’ll learn how many of the most basic data science tools and algorithms work by implementing them from scratch.