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: A Gentle Introduction to Scikit-Learn offers a clear overview of the industry-standard library for production ML. Machine Learning Mastery with Python
This tutorial is widely considered the "Hello World" of the site and covers the complete lifecycle of a project:
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: Machine Learning Algorithms From Scratch is perfect if you want to understand how the math works by coding it yourself. Community Feedback
: Loading, summarizing, and visualizing datasets. : Machine Learning Algorithms From Scratch is perfect
: Prepare Data for Machine Learning in Python with Pandas focuses on the critical "data munging" phase before modeling begins.