3Blue1Brown (Probability & Linear Algebra)
by Grant Sanderson
3Blue1Brown offers beautifully animated explanations of complex mathematical topics, including foundational concepts in probability and linear algebra, which are crucial for understanding statistics in data science.
More resources on Statistics & Probability
StatQuest with Josh Starmer
StatQuest with Josh Starmer provides incredibly clear and intuitive explanations of statistical concepts, machine learning algorithms, and probability. It's a highly recommended resource for visual learners in data science.
Introduction to Probability and Statistics (18.05) - MIT OpenCourseWare
Another excellent MIT OpenCourseWare course, 'Introduction to Probability and Statistics,' covering fundamental concepts with a focus on problem-solving and application.
Think Stats: Probability and Statistics for Programmers
Think Stats: Probability and Statistics for Programmers by Allen B. Downey teaches how to apply Python to explore real datasets and perform statistical analysis. It emphasizes a computational approach to understanding probability and statistics.
OpenIntro Statistics
OpenIntro Statistics offers a complete college-level introductory statistics textbook that is free and openly licensed. It's known for its data-centric approach and real-world examples, making it highly suitable for data science aspirants.