Advanced Labs
114 deep, interactive labs — from the math foundations through classical ML and deep learning to modern LLMs. Each one runs in your browser, every number real.
Foundations & Math
Summation Product Notation
Foundations & Math
Functions Limits Continuity
Foundations & Math
Sequences Series Convergence
Foundations & Math
Exp, Log & Softmax
Foundations & Math
Complex Numbers Euler
Foundations & Math
Derivatives Rules
Foundations & Math
Chain Rule
Foundations & Math
Partial Derivatives Gradient
Foundations & Math
Partial Derivatives Optimization
Foundations & Math
Jacobian Hessian
Foundations & Math
Integrals Expectation
Foundations & Math
Taylor Series
Foundations & Math
Convexity Optimization
Foundations & Math
Lagrange Multipliers
Foundations & Math
Vectors & Vector Spaces
Foundations & Math
Dot Product Cosine Similarity
Foundations & Math
Norms & Distances
Foundations & Math
Matrices & Arithmetic
Foundations & Math
Matrix Multiplication
Foundations & Math
Linear Transformations
Foundations & Math
Span Basis Independence
Foundations & Math
Rank Subspaces
Foundations & Math
Linear Systems Inverse
Foundations & Math
Determinants
Foundations & Math
Eigenvalues Eigenvectors
Foundations & Math
Orthogonality Projections
Foundations & Math
Quadratic Forms
Foundations & Math
Singular Value Decomposition
Foundations & Math
Probability Foundations
Foundations & Math
Joint Conditional Marginal
Foundations & Math
Bayes Probability
Foundations & Math
Random Variables Distributions
Foundations & Math
Common Distributions
Foundations & Math
Gaussian Distribution
Foundations & Math
Expectation Variance Moments
Foundations & Math
Covariance Correlation
Foundations & Math
Law of Large Numbers & CLT
Foundations & Math
Sampling Monte Carlo
Foundations & Math
Estimators & MLE
Foundations & Math
Maximum Likelihood Estimation
Foundations & Math
Bayesian Inference MCMC
Foundations & Math