Statistical Reinforcement Learning

Masashi Sugiyama

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• Reinforcement learning is a mathematical framework for developing computer agents that can learn an optimal behavior by relating generic reward signal... Lees meer

Utility-Based Learning from Data

Craig Friedman, Sven Sandow

• Paperback | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• Utility-Based Learning from Data provides a pedagogical, self-contained discussion of probability estimation methods via a coherent approach from the ... Lees meer

Transformers for Machine Learning

Uday Kamath, Kenneth Graham, Wael Emara

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• Transformers are becoming a core part of many neural network architectures, employed in a wide range of applications such as NLP, Speech Recognition, ... Lees meer

Computational Trust Models and Machine Learning

• Paperback | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• Computational Trust Models and Machine Learning provides a detailed introduction to the concept of trust and its application in various computer scien... Lees meer

Entropy Randomization in Machine Learning

Yuri S Popkov, Alexey Yu Popkov, Yuri A Dubnov

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• Entropy Randomization in Machine Learning presents a new approach to machine learning--entropy randomization--to obtain optimal solutions under uncert... Lees meer

Introduction to Machine Learning with Applications in Information Security

Mark Stamp

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• Introduction to Machine Learning with Applications in Information Security, Second Edition provides a classroom-tested introduction to a wide variety ... Lees meer

Machine Learning

Stephen Marsland

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• A Proven, Hands-On Approach for Students without a Strong Statistical Foundation Since the best-selling first edition was published, there have been s... Lees meer

Data Science and Machine Learning

Dirk P Kroese, Zdravko Botev, Thomas Taimre, Radislav Vaisman

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• "This textbook is a well-rounded, rigorous, and informative work presenting the mathematics behind modern machine learning techniques. It hits all the... Lees meer

A Concise Introduction to Machine Learning

A C Faul

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• The emphasis of the book is on the question of Why - only if why an algorithm is successful is understood, can it be properly applied, and the results... Lees meer

Transformers for Machine Learning

Uday Kamath, Kenneth Graham, Wael Emara

• Paperback | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• Transformers are becoming a core part of many neural network architectures, employed in a wide range of applications such as NLP, Speech Recognition, ... Lees meer

A First Course in Machine Learning

Simon Rogers, Mark Girolami

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• " A First Course in Machine Learning by Simon Rogers and Mark Girolami is the best introductory book for ML currently available. It combines rigor and... Lees meer

Multilinear Subspace Learning

Haiping Lu, Konstantinos N Plataniotis, Anastasios Venetsanopoulos

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• Due to advances in sensor, storage, and networking technologies, data is being generated on a daily basis at an ever-increasing pace in a wide range o... Lees meer

Handbook of Natural Language Processing

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• The Handbook of Natural Language Processing, Second Edition presents practical tools and techniques for implementing natural language processing in co... Lees meer

Introduction to Machine Learning with Applications in Information Security

Mark Stamp

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• Introduction to Machine Learning with Applications in Information Security provides a class-tested introduction to a wide variety of machine learning ... Lees meer

Sparse Modeling

Irina Rish, Genady Grabarnik

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• Sparse models are particularly useful in scientific applications, such as biomarker discovery in genetic or neuroimaging data, where the interpretabil... Lees meer

Deep and Shallow

Shlomo Dubnov, Ross Greer

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• Providing an essential and unique bridge between the theories of signal processing, machine learning, and artificial intelligence (AI) in music, this ... Lees meer

Machine Learning, Animated

Mark Liu

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• The release of ChatGPT has kicked off an arms race in Machine Learning (ML), however ML has also been described as a black box and very hard to unders... Lees meer

Deep Learning and Linguistic Representation

Shalom Lappin

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• The application of deep learning methods to problems in natural language processing has generated significant progress across a wide range of natural ... Lees meer

A First Course in Machine Learning

Simon Rogers, Mark Girolami

• Paperback | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• " A First Course in Machine Learning by Simon Rogers and Mark Girolami is the best introductory book for ML currently available. It combines rigor and... Lees meer

Regularization, Optimization, Kernels, and Support Vector Machines

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• Regularization, Optimization, Kernels, and Support Vector Machines offers a snapshot of the current state of the art of large-scale machine learning, ... Lees meer

Statistical Reinforcement Learning

Masashi Sugiyama

• Paperback | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• Reinforcement learning is a mathematical framework for developing computer agents that can learn an optimal behavior by relating generic reward signal... Lees meer

Bayesian Programming

Pierre Bessiere, Emmanuel Mazer, Juan Ahuactzin, Kamel Mekhnacha

• Paperback | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• Probability as an Alternative to Boolean Logic While logic is the mathematical foundation of rational reasoning and the fundamental principle of compu... Lees meer

Ensemble Methods

Zhi-Hua Zhou

• Hardcover | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• An up-to-date, self-contained introduction to a state-of-the-art machine learning approach, Ensemble Methods: Foundations and Algorithms shows how the... Lees meer

Sparse Modeling

Irina Rish, Genady Grabarnik

• Paperback | Engels | Chapman & Hall/CRC Machine Learning & Pattern Recognition
• Sparse models are particularly useful in scientific applications, such as biomarker discovery in genetic or neuroimaging data, where the interpretabil... Lees meer