Pattern recognition and machine learning

Control Systems and Reinforcement Learning

Meyn, Sean
Published: June 2022Published: May 2022

Introduction to Graph Signal Processing

Ortega, Antonio
Published: June 2022Published: June 2022

The Principles of Deep Learning Theory

An Effective Theory Approach to Understanding Neural Networks

Roberts, Daniel A.
Yaida, Sho
Published: May 2022Published: May 2022

Mathematical Pictures at a Data Science Exhibition

Foucart, Simon
Published: April 2022Published: April 2022Published: April 2022

Optimization for Data Analysis

Wright, Stephen J.
Recht, Benjamin
Published: April 2022Published: April 2022

Machine Learning

A First Course for Engineers and Scientists

Lindholm, Andreas
Wahlström, Niklas
Lindsten, Fredrik
(+ 1 other)
Published: March 2022Published: March 2022

The Statistical Physics of Data Assimilation and Machine Learning

Abarbanel, Henry D. I.
Published: February 2022Published: February 2022

Edge Learning for Distributed Big Data Analytics

Theory, Algorithms, and System Design

Guo, Song
Qu, Zhihao
Published: February 2022Published: March 2022

High-Dimensional Data Analysis with Low-Dimensional Models

Principles, Computation, and Applications

textbook

Wright, John
Ma, Yi
Published: January 2022Published: January 2022

Machine Learning Fundamentals

A Concise Introduction

Jiang, Hui
Published: November 2021Published: November 2021Published: November 2021

Machine Learning with Neural Networks

An Introduction for Scientists and Engineers

Mehlig, Bernhard
Published: October 2021Published: October 2021

Deep Learning on Graphs

Ma, Yao
Tang, Jiliang
Published: September 2021Published: September 2021

(1 reviews)

Deep Learning in Science

Award Winner

Baldi, Pierre
Published: July 2021Published: June 2021

Computer Age Statistical Inference, Student Edition

Algorithms, Evidence, and Data Science

textbook

Efron, Bradley
Hastie, Trevor
Published: June 2021Published: June 2021

Information-Theoretic Methods in Data Science

Rodrigues, Miguel R. D.
Eldar, Yonina C.
Published: April 2021Published: March 2022

Mathematical Foundations of Infinite-Dimensional Statistical Models

Giné, Evarist
Nickl, Richard
Published: March 2021Published: March 2021

Practical Smoothing

The Joys of P-splines

Eilers, Paul H.C.
Marx, Brian D.
Published: March 2021Published: March 2021

Data-Driven Computational Neuroscience

Machine Learning and Statistical Models

Bielza, Concha
Larrañaga, Pedro
Published: November 2020Published: November 2020

Essentials of Pattern Recognition

An Accessible Approach

Wu, Jianxin
Published: November 2020Published: November 2020

Machine Learning for Speaker Recognition

Mak, Man-Wai
Chien, Jen-Tzung
Published: November 2020Published: February 2021