Mathematical Foundation for AI and Machine Learning

Introduction 1 lecture 03:52 Introduction Introduction 1 lecture 03:52 Introduction Introduction Introduction Introduction Introduction Linear Algebra 6 lectures 01:45:55 Scalars, Vectors, Matrices, and Tensors Linear Algebra: Scalars, Vectors, Matrices, and Tensors Vector and Matrix Norms Linear Algebra: Vector and Matrix Norms Vectors, Matrices, and Tensors in Python Linear Algebra: Vectors, Matrices, and Tensors in Python Special Matrices and Vectors Linear Algebra: Special Matrices and Vectors Eigenvalues and Eigenvectors Linear Algebra: Eigenvalues and Eigenvectors Norms and Eigendecomposition Linear Algebra: Norms and Eigendecomposition Linear Algebra 6 lectures 01:45:55 Scalars, Vectors, Matrices, and Tensors Linear Algebra: Scalars, Vectors, Matrices, and Tensors Vector and Matrix Norms Linear Algebra: Vector and Matrix Norms Vectors, Matrices, and Tensors in Python Linear Algebra: Vectors, Matrices, and Tensors in Python Special Matrices and Vectors Linear Algebra: Special Matrices and Vectors Eigenvalues and Eigenvectors Linear Algebra: Eigenvalues and Eigenvectors Norms and Eigendecomposition Linear Algebra: Norms and Eigendecomposition Scalars, Vectors, Matrices, and Tensors Linear Algebra: Scalars, Vectors, Matrices, and Tensors Scalars, Vectors, Matrices, and Tensors Linear Algebra: Scalars, Vectors, Matrices, and Tensors Scalars, Vectors, Matrices, and Tensors Linear Algebra: Scalars, Vectors, Matrices, and Tensors Scalars, Vectors, Matrices, and Tensors Linear Algebra: Scalars, Vectors, Matrices, and Tensors Linear Algebra: Scalars, Vectors, Matrices, and Tensors Linear Algebra: Scalars, Vectors, Matrices, and Tensors Vector and Matrix Norms Linear Algebra: Vector and Matrix Norms Vector and Matrix Norms Linear Algebra: Vector and Matrix Norms Vector and Matrix Norms Linear Algebra: Vector and Matrix Norms Vector and Matrix Norms Linear Algebra: Vector and Matrix Norms Linear Algebra: Vector and Matrix Norms Linear Algebra: Vector and Matrix Norms Vectors, Matrices, and Tensors in Python Linear Algebra: Vectors, Matrices, and Tensors in Python Vectors, Matrices, and Tensors in Python Linear Algebra: Vectors, Matrices, and Tensors in Python Vectors, Matrices, and Tensors in Python Linear Algebra: Vectors, Matrices, and Tensors in Python Vectors, Matrices, and Tensors in Python Linear Algebra: Vectors, Matrices, and Tensors in Python Linear Algebra: Vectors, Matrices, and Tensors in Python Linear Algebra: Vectors, Matrices, and Tensors in Python Special Matrices and Vectors Linear Algebra: Special Matrices and Vectors Special Matrices and Vectors Linear Algebra: Special Matrices and Vectors Special Matrices and Vectors Linear Algebra: Special Matrices and Vectors Special Matrices and Vectors Linear Algebra: Special Matrices and Vectors Linear Algebra: Special Matrices and Vectors Linear Algebra: Special Matrices and Vectors Eigenvalues and Eigenvectors Linear Algebra: Eigenvalues and Eigenvectors Eigenvalues and Eigenvectors Linear Algebra: Eigenvalues and Eigenvectors Eigenvalues and Eigenvectors Linear Algebra: Eigenvalues and Eigenvectors Eigenvalues and Eigenvectors Linear Algebra: Eigenvalues and Eigenvectors Linear Algebra: Eigenvalues and Eigenvectors Linear Algebra: Eigenvalues and Eigenvectors Norms and Eigendecomposition Linear Algebra: Norms and Eigendecomposition Norms and Eigendecomposition Linear Algebra: Norms and Eigendecomposition Norms and Eigendecomposition Linear Algebra: Norms and Eigendecomposition Norms and Eigendecomposition Linear Algebra: Norms and Eigendecomposition Linear Algebra: Norms and Eigendecomposition Linear Algebra: Norms and Eigendecomposition Multivariate Calculus 5 lectures 01:20:12 Introduction to Derivatives Multivariate Calculus: Introduction to Derivatives Basics of Integration Multivariate Calculus: Basics of Integration Gradients Multivariate Calculus: Gradients Gradient Visualization Multivariate Calculus: Gradient Visualization Optimization Multivariate Calculus: Optimization Multivariate Calculus 5 lectures 01:20:12 Introduction to Derivatives Multivariate Calculus: Introduction to Derivatives Basics of Integration Multivariate Calculus: Basics of Integration Gradients Multivariate Calculus: Gradients Gradient Visualization Multivariate Calculus: Gradient Visualization Optimization Multivariate Calculus: Optimization Introduction to Derivatives Multivariate Calculus: Introduction to Derivatives Introduction to Derivatives Multivariate Calculus: Introduction to Derivatives Introduction to Derivatives Multivariate Calculus: Introduction to Derivatives Introduction to Derivatives Multivariate Calculus: Introduction to Derivatives Multivariate Calculus: Introduction to Derivatives Multivariate Calculus: Introduction to Derivatives Basics of Integration Multivariate Calculus: Basics of Integration Basics of Integration Multivariate Calculus: Basics of Integration Basics of Integration Multivariate Calculus: Basics of Integration Basics of Integration Multivariate Calculus: Basics of Integration Multivariate Calculus: Basics of Integration Multivariate Calculus: Basics of Integration Gradients Multivariate Calculus: Gradients Gradients Multivariate Calculus: Gradients Gradients Multivariate Calculus: Gradients Gradients Multivariate Calculus: Gradients Multivariate Calculus: Gradients Multivariate Calculus: Gradients Gradient Visualization Multivariate Calculus: Gradient Visualization Gradient Visualization Multivariate Calculus: Gradient Visualization Gradient Visualization Multivariate Calculus: Gradient Visualization Gradient Visualization Multivariate Calculus: Gradient Visualization Multivariate Calculus: Gradient Visualization Multivariate Calculus: Gradient Visualization Optimization Multivariate Calculus: Optimization Optimization Multivariate Calculus: Optimization Optimization Multivariate Calculus: Optimization Optimization Multivariate Calculus: Optimization Multivariate Calculus: Optimization Multivariate Calculus: Optimization Probability Theory 5 lectures 54:59 Intro to Probability Theory Probability Theory: Intro to Probability Theory Probability Distributions Probability Theory: Probability Distributions Expectation, Variance, and Covariance Probability Theory: Expectation, Variance, and Covariance Graphing Probability Distributions in R Probability Theory: Graphing Probability Distributions in R Covariance Matrices in R Probability Theory: Covariance Matrices in R Probability Theory