Pattern recognition and machine learning

Large-scale Data Analytics with Python and Spark

A Hands-on Guide to Implementing Machine Learning Solutions

textbook

Triguero, Isaac
Galar, Mikel
Published: Not yet published - available from February 2024

Introduction to Intelligent Systems, Control, and Machine Learning using MATLAB

Schoen, Marco
Published: Not yet published - available from January 2024

Machine Learning with Python

Principles and Practical Techniques

textbook

Bhatia, Parteek
Published: Not yet published - available from November 2024Published: March 2023

Deep Learning for Biomedical Image Reconstruction

Ye, Jong Chul
Eldar, Yonina C.
Unser, Michael
Published: Not yet published - available from December 2023

Dive into Deep Learning

Zhang, Aston
Lipton, Zachary C.
Li, Mu
(+ 1 other)
Published: Not yet published - available from December 2023

Adversarial Learning and Secure AI

textbook

Miller, David J.
Xiang, Zhen
Kesidis, George
Published: Not yet published - available from November 2023

Algorithmic High-Dimensional Robust Statistics

Diakonikolas, Ilias
Kane, Daniel M.
Published: Not yet published - available from August 2023

Introduction to Environmental Data Science

Hsieh, William W.
Published: March 2023Published: March 2023

Bayesian Optimization

Garnett, Roman
Published: February 2023Published: February 2023

A Hands-On Introduction to Machine Learning

textbook

Shah, Chirag
Published: December 2022Published: December 2022

Inference and Learning from Data

Foundations

Sayed, Ali H.
Published: December 2022Published: February 2023
Volume 1

Inference and Learning from Data

Inference

textbook

Sayed, Ali H.
Published: December 2022Published: February 2023
Volume 2

Inference and Learning from Data

Learning

textbook

Sayed, Ali H.
Published: December 2022Published: February 2023
Volume 3

Inference and Learning from Data

Sayed, Ali H.
Published: December 2022

Machine Learning for Engineers

Simeone, Osvaldo
Published: November 2022Published: January 2023

Principles of Statistical Analysis

Learning from Randomized Experiments

Arias-Castro, Ery
Published: August 2022Published: August 2022Published: August 2022

The Science of Deep Learning

textbook

Drori, Iddo
Published: August 2022Published: August 2022

Machine Learning and Wireless Communications

Eldar, Yonina C.
Goldsmith, Andrea
Gündüz, Deniz
(+ 1 other)
Published: August 2022Published: July 2022

Random Matrix Methods for Machine Learning

Couillet, Romain
Liao, Zhenyu
Published: July 2022Published: July 2022

Control Systems and Reinforcement Learning

Meyn, Sean
Published: June 2022Published: May 2022