Math & Statistics
The linear algebra, calculus, probability and statistics behind machine learning, explained visually.
Advanced
Once the basics are comfortable.
A Powerful Extension to Lasso Regression You've Never Heard Of : Fused Lasso
A video from ritvikmath on A Powerful Extension to Lasso Regression You've Never Heard Of : Fused Lasso. Best once you are comfortable with the basics of Math & Statistics. It plays here in the portal, and your progress is saved as you watch.
ritvikmath
Contextual Bandits : Data Science Concepts
A video from ritvikmath on Contextual Bandits : Data Science Concepts. Best once you are comfortable with the basics of Math & Statistics. It plays here in the portal, and your progress is saved as you watch.
ritvikmath
Elastic Net Regularization : Data Science Concepts
A video from ritvikmath on Elastic Net Regularization : Data Science Concepts. Best once you are comfortable with the basics of Math & Statistics. It plays here in the portal, and your progress is saved as you watch.
ritvikmath
I Made an AI Agent to Write Better Video Titles
A video from ritvikmath on I Made an AI Agent to Write Better Video Titles. Best once you are comfortable with the basics of Math & Statistics. It plays here in the portal, and your progress is saved as you watch.
ritvikmath
I Perfectly Predicted the Super Bowl Last Year : Can I Do it Again?
A video from ritvikmath on I Perfectly Predicted the Super Bowl Last Year : Can I Do it Again. Best once you are comfortable with the basics of Math & Statistics. It plays here in the portal, and your progress is saved as you watch.
ritvikmath
so you built a chatbot, how do you know if it's any good?
A video from ritvikmath on so you built a chatbot, how do you know if it's any good. Best once you are comfortable with the basics of Math & Statistics. It plays here in the portal, and your progress is saved as you watch.
ritvikmath
The 4 Must-Know LLM Parameters and the Intuitive Math Behind Them
A video from ritvikmath on The 4 Must-Know LLM Parameters and the Intuitive Math Behind Them. Best once you are comfortable with the basics of Math & Statistics. It plays here in the portal, and your progress is saved as you watch.
ritvikmath
The Simple Genius of the Medical Match
A video from ritvikmath on The Simple Genius of the Medical Match. Best once you are comfortable with the basics of Math & Statistics. It plays here in the portal, and your progress is saved as you watch.
ritvikmath
The Superior Way to Hold an Auction that Feels Fundamentally Wrong
A video from ritvikmath on The Superior Way to Hold an Auction that Feels Fundamentally Wrong. Best once you are comfortable with the basics of Math & Statistics. It plays here in the portal, and your progress is saved as you watch.
ritvikmath
The Unspoken Effectiveness of L3 Regularization
A video from ritvikmath on The Unspoken Effectiveness of L3 Regularization. Best once you are comfortable with the basics of Math & Statistics. It plays here in the portal, and your progress is saved as you watch.
ritvikmath
The Yule Walker Equations : Time Series Talk
A talk from ritvikmath on The Yule Walker Equations : Time Series Talk. Best once you are comfortable with the basics of Math & Statistics. It plays here in the portal, and your progress is saved as you watch.
ritvikmath
These Four Calculus Rules are Actually All the Same.
A video from ritvikmath on These Four Calculus Rules are Actually All the Same. Best once you are comfortable with the basics of Math & Statistics. It plays here in the portal, and your progress is saved as you watch.
ritvikmath
Why You Will (Eventually) Suck at Your Job
A video from ritvikmath on Why You Will (Eventually) Suck at Your Job. Best once you are comfortable with the basics of Math & Statistics. It plays here in the portal, and your progress is saved as you watch.
ritvikmath
Engineering Mathematics (UW ME564 and ME565)
A full university engineering-maths course on video: ODEs, linear algebra, vector calculus and PDEs, taught with applications in mind. Good preparation for physics-informed and scientific ML.
Steve Brunton (University of Washington)
Singular Value Decomposition (Data-Driven Science and Engineering)
The SVD from scratch and why it sits under PCA, recommender systems, image compression and least squares. Short lectures with MATLAB and Python examples.
Steve Brunton (University of Washington)
MIT 18.06: Linear Algebra (Gilbert Strang)
The classic university linear algebra course, taught by Gilbert Strang, covering everything from elimination to SVD.
MIT OpenCourseWare