I want to do Data Science

Probability & Statistics → Linear Algebra. Focus on data analysis and inference.

9 lessons 560 XP

Basic Probability Rules

Coming soon

Conditional Probability

Coming soon

Bayes Theorem

Coming soon

Common Probability Distributions

Coming soon

Expected Value and Variance

Coming soon

Maximum Likelihood Estimation

Coming soon

Vectors and Vector Operations

Learn what vectors are, why they are the fundamental building blocks of machine learning, and how to manipulate them.

Matrices and Matrix Operations

Understand matrices as the core data structure of machine learning — from storing datasets to representing neural network layers.

Principal Component Analysis

Coming soon