Learn Probability and Statistics for Data Science

Boyega
2 min readDec 5, 2024

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WorldQuant University recommends all video and text

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This thread contains videos and courses covering topics on advanced algebra, linear algebra, differential calculus, integral calculus, differential equations, discrete mathematics, probability, and statistics.

College Algebra

Missouri State University: Lecture Series (36 videos, 40 minutes each)

Youtube channel — Geek’s Lesson: Full Course (12h)

freeCodeCamp.org: Full course (7h)

Linear Algebra

MIT Open Courseware: Videotaped Lectures (34 videos, 23h total)

freeCodeCamp.org: Full Course (12h)

freeCodeCamp.org: Full Course and Free Textbook (20h)

Probability

Harvard edX: Introduction to Probability — Self-paced Course (10 weeks)

Open Learning Initiative Carnegie Mellon University: Introductory Course

MIT OpenCourseWare: Course (15 weeks)

Harvard EdX: Data Science Probability — Self-paced Course (8 weeks)

Harvard EdX: Introduction to Probability Part I Instructor-paced Course (16 weeks)

Harvard EdX: Introduction to Probability Part II Instructor-paced Course (16 weeks)

Statistics

Geek Flare: Statistics for Data Science (20 courses, variable length)

YouTube channel — 365 Data Science (Multiple videos, variable length)

Harvard edX: Statistical Inference and Modeling — Self-paced Course (4 weeks)

Harvard edX: Statistics and R — Self-paced Course (4 weeks)

Columbia edX: Statistical Thinking for Data Science and Analytics — Self-paced Course (5 weeks)

Varsity Tutors Statistics Practice Tests

Differential Calculus

The Organic Chemistry Tutor: Understand Calculus (35 minutes)

Khan Academy: Full Course (6 units)

freeCodeCamp.org: Full course (12h)

Integral Calculus

Khan Academy: Full Course (6 units)

freeCodeCamp.org: Full course (7h)

YouTube channel — Calculus 2: Full Course (10h)

MIT Open Courseware: Calculus Courses (variable length)

Differential Equations

Youtube channel — The Math Sorcerer: Lecture series (26 videos, 30h total)

MIT OpenCourseWare: Video series (55 videos)

MIT OpenCourseWare: Videotaped Lectures (33 videos, 27h total)

Varsity Tutor Misc Practice Tests

Discrete Mathematics

My Lesson: Discrete Mathematics — Full Course (6h)

TutorialsPoint: Lessons Series

MIT OpenCourseWare: Full Course

Python Programming

Youtube channel — Traversy Media: Multiple Videos

Python Cheat Sheet for Beginners by Mosh Hamedani (1h)

YouTube channel — CS Dojo: Python for beginners (Multiple videos)

YouTube channel -Derek Banas (Multiple videos)

freeCodeCamp.org: A collection of posts and articles

YouTube channel — thenewboston (Multiple Videos)

US San Diego EdX: Python for Data Science — Self-paced Course (10 weeks)

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Boyega
Boyega

Written by Boyega

Data Scientist, Technical Writer and a Content Creator. I simplify complex Data Science/ML, Analyst & Statistics topics through articles & videos.

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