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A first course in machine learning

By: Contributor(s): Material type: TextTextSeries: Chapman & Hall/CRC: machine learning and pattern recognitionPublication details: CRC Press 2017 Boca RatonEdition: 2ndDescription: xxix, 397 p.: ill. Includes bibliographical references and indexISBN:
  • 9781498738484
Subject(s): DDC classification:
  • 006.31 R6F4
Summary: Introduces the main algorithms and ideas that underpin machine learning techniques and applications -- Keeps mathematical prerequisites to a minimum, providing mathematical explanations in comment boxes and highlighting important equations -- Covers modern machine learning research and techniques -- Includes three new chapters on Markov Chain Monte Carlo techniques, Classification and Regression with Gaussian Processes, and Dirichlet Process models. https://www.routledge.com/A-First-Course-in-Machine-Learning/Rogers-Girolami/p/book/9780367574642
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Item type Current library Item location Collection Shelving location Call number Status Date due Barcode
Books Vikram Sarabhai Library Rack 4-A / Slot 107 (0 Floor, West Wing) Non-fiction General Stacks 006.31 R6F4 (Browse shelf(Opens below)) Available 203316

Table of Contents

Linear Modelling: A Least Squares Approach.
Linear Modelling: A Maximum Likelihood Approach.
The Bayesian Approach to Machine Learning.
Bayesian Inference.
Classification.
Clustering.
Principal Components Analysis and Latent Variable Models.
Further Topics in Markov Chain Monte Carlo.
Classification and Regression with Gaussian Processes.
Dirichlet Process models.

Introduces the main algorithms and ideas that underpin machine learning techniques and applications -- Keeps mathematical prerequisites to a minimum, providing mathematical explanations in comment boxes and highlighting important equations -- Covers modern machine learning research and techniques -- Includes three new chapters on Markov Chain Monte Carlo techniques, Classification and Regression with Gaussian Processes, and Dirichlet Process models.

https://www.routledge.com/A-First-Course-in-Machine-Learning/Rogers-Girolami/p/book/9780367574642

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