Mathematics for Machine Learning
Deisenroth Marc Peter
Mathematics for Machine Learning English Marc Peter Deisenroth - UK Cambridge University 2021 - v, 371 p. , soft bound 18x25.5 cm
Part I: Mathematical Foundations
Introduction and Motivation
Linear Algebra
Analytic Geometry
Matrix Decompositions
Vector Calculus
Probability and Distribution
Continuous Optimization
Part II: Central Machine Learning Problems
When Models Meet Data
Linear Regression
Dimensionality Reduction with Principal Component Analysis
Density Estimation with Gaussian Mixture Models
Classification with Support Vector Machines
Report errata and feedback.
978-1-108-45514-5
006.31 / DEI
Mathematics for Machine Learning English Marc Peter Deisenroth - UK Cambridge University 2021 - v, 371 p. , soft bound 18x25.5 cm
Part I: Mathematical Foundations
Introduction and Motivation
Linear Algebra
Analytic Geometry
Matrix Decompositions
Vector Calculus
Probability and Distribution
Continuous Optimization
Part II: Central Machine Learning Problems
When Models Meet Data
Linear Regression
Dimensionality Reduction with Principal Component Analysis
Density Estimation with Gaussian Mixture Models
Classification with Support Vector Machines
Report errata and feedback.
978-1-108-45514-5
006.31 / DEI