Awesome Robotics Resources

Free Robotics & AI learning resources, including courses, books, lectures, research papers, tutorials, projects, and more.

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Probability & Statistics

← Mathematics · Home

Probability, inference, Bayesian thinking, statistics for ML.

Status: structure ready, curation pending. Only verified, legitimately free resources are listed; none are added until checked.

📚 Books

• Mathematics for Machine Learning
• Mathematics for Computer Science
• Linear Algebra for Everyone

🎓 University Courses

• MIT 18.06 Linear Algebra
• MIT 18.01SC Single Variable Calculus
• MIT 18.05 Probability and Statistics

▶️ YouTube & Lecture Series

• 3Blue1Brown
• MIT OCW
• StatQuest

📝 Lecture Notes

• MIT 18.06
• MIT 18.01SC
• MIT 18.05

🌐 Websites & Tutorials

• Mathematics for Machine Learning
• Khan Academy
• Paul’s Online Math Notes

🧪 Interactive Resources

• GeoGebra
• Desmos
• 3Blue1Brown visualizations

💻 Projects

• Khan Academy Math
• 3Blue1Brown Essence of Linear Algebra
• MIT Open Learning Library