Mathematics for machine learning

By: Deisenroth, Marc PeterContributor(s): Faisal, A. Aldo | Ong, Cheng SoonMaterial type: TextTextPublisher: New York Cambridge University Press 2020Description: 371pISBN: 9781108455145Subject(s): Machine learning- MathematicsDDC classification: 006.31 DEI Summary: The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decomposition, vector calculus, optimization, probability and statistics. This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematical concepts with a minimum of prerequisites. It uses these concepts to derive four central machine learning methods: linear regression, principal component analysis, Gaussian mixture models and support vector machines.
Tags from this library: No tags from this library for this title. Log in to add tags.
    Average rating: 0.0 (0 votes)
Item type Current location Call number Status Date due Barcode
Books Books IIMJ Library
006.31 DEI (Browse shelf) Checked out 09/11/2021 4854

Table of Contents:
1 - Introduction and Motivation
2 - Linear Algebra
3 - Analytic Geometry
4 - Matrix Decompositions
5 - Vector Calculus
6 - Probability and Distributions
7 - Continuous Optimization
8 - When Models Meet Data
9 - Linear Regression
10 - Dimensionality Reduction with Principal Component Analysis
11 - Density Estimation with Gaussian Mixture Models
12 - Classification with Support Vector Machines

The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decomposition, vector calculus, optimization, probability and statistics. This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematical concepts with a minimum of prerequisites. It uses these concepts to derive four central machine learning methods: linear regression, principal component analysis, Gaussian mixture models and support vector machines.

There are no comments on this title.

to post a comment.
Customized & Implemented by Library, Indian Institute of Management Jammu