Machine Learning: A Constraint-Based Approach
By Marco Gori
()
About this ebook
Machine Learning: A Constraint-Based Approach provides readers with a refreshing look at the basic models and algorithms of machine learning, with an emphasis on current topics of interest that includes neural networks and kernel machines.
The book presents the information in a truly unified manner that is based on the notion of learning from environmental constraints. While regarding symbolic knowledge bases as a collection of constraints, the book draws a path towards a deep integration with machine learning that relies on the idea of adopting multivalued logic formalisms, like in fuzzy systems. A special attention is reserved to deep learning, which nicely fits the constrained- based approach followed in this book.
This book presents a simpler unified notion of regularization, which is strictly connected with the parsimony principle, and includes many solved exercises that are classified according to the Donald Knuth ranking of difficulty, which essentially consists of a mix of warm-up exercises that lead to deeper research problems. A software simulator is also included.
- Presents fundamental machine learning concepts, such as neural networks and kernel machines in a unified manner
- Provides in-depth coverage of unsupervised and semi-supervised learning
- Includes a software simulator for kernel machines and learning from constraints that also includes exercises to facilitate learning
- Contains 250 solved examples and exercises chosen particularly for their progression of difficulty from simple to complex
Marco Gori
Professor Gori's research interests are in the field of artificial intelligence, with emphasis on machine learning and game playing. He is a co-author of the book “Web Dragons: Inside the myths of search engines technologies, Morgan Kauffman (Elsevier), 2007. He was the Chairman of the Italian Chapter of the IEEE Computational Intelligence Society, and the President of the Italian Association for Artificial Intelligence. He is in the list of top Italian scientists kept by VIAAcademy (http://www.topitalianscientists.org/top_italian_scientists.aspx). Dr. Gori is a fellow of the IEEE, ECCAI, and IAPR.
Related to Machine Learning
Related ebooks
Machine Learning: A Comprehensive, Step-by-Step Guide to Learning and Understanding Machine Learning Concepts, Technology and Principles for Beginners: 1 Rating: 0 out of 5 stars0 ratingsDeep Learning with Keras: Beginner’s Guide to Deep Learning with Keras Rating: 3 out of 5 stars3/5Meta-Learning: Theory, Algorithms and Applications Rating: 0 out of 5 stars0 ratingsMachine Learning: Fundamentals and Applications Rating: 0 out of 5 stars0 ratingsPractical Machine Learning for Data Analysis Using Python Rating: 0 out of 5 stars0 ratingsSelf-Adaptive Systems for Machine Intelligence Rating: 0 out of 5 stars0 ratingsSupervised Learning with Python: Concepts and Practical Implementation Using Python Rating: 0 out of 5 stars0 ratingsAn Elementary Introduction to Statistical Learning Theory Rating: 0 out of 5 stars0 ratingsDesigning Machine Learning Systems with Python Rating: 0 out of 5 stars0 ratingsMachine Learning For Beginners Rating: 0 out of 5 stars0 ratingsAction Election: Fundamentals and Applications Rating: 0 out of 5 stars0 ratingsPython Machine Learning: Introduction to Machine Learning with Python Rating: 0 out of 5 stars0 ratingsGROKKING ALGORITHMS: Simple and Effective Methods to Grokking Deep Learning and Machine Learning Rating: 0 out of 5 stars0 ratingsGrokking Artificial Intelligence Algorithms Rating: 0 out of 5 stars0 ratingsMachine Learning in Healthcare Rating: 0 out of 5 stars0 ratingsCognitive Information Systems in Management Sciences Rating: 0 out of 5 stars0 ratingsPython for Data Science: A Practical Approach to Machine Learning Rating: 0 out of 5 stars0 ratingsMastering Intelligence Scientifically: The Glory of Making Mistakes Rating: 0 out of 5 stars0 ratingsArtificial Intelligence in the Age of Neural Networks and Brain Computing Rating: 0 out of 5 stars0 ratingsAn Introduction to Practical Formal Methods Using Temporal Logic Rating: 0 out of 5 stars0 ratingsPython Machine Learning Illustrated Guide For Beginners & Intermediates: The Future Is Here! Rating: 5 out of 5 stars5/5Autonomous Learning Systems: From Data Streams to Knowledge in Real-time Rating: 0 out of 5 stars0 ratingsData Science: Concepts and Practice Rating: 3 out of 5 stars3/5
Intelligence (AI) & Semantics For You
Midjourney Mastery - The Ultimate Handbook of Prompts Rating: 5 out of 5 stars5/5ChatGPT For Fiction Writing: AI for Authors Rating: 5 out of 5 stars5/5Killer ChatGPT Prompts: Harness the Power of AI for Success and Profit Rating: 2 out of 5 stars2/5The Secrets of ChatGPT Prompt Engineering for Non-Developers Rating: 5 out of 5 stars5/5Mastering ChatGPT: 21 Prompts Templates for Effortless Writing Rating: 5 out of 5 stars5/5101 Midjourney Prompt Secrets Rating: 3 out of 5 stars3/5Dancing with Qubits: How quantum computing works and how it can change the world Rating: 5 out of 5 stars5/5Mastering ChatGPT Rating: 0 out of 5 stars0 ratingsChatGPT For Dummies Rating: 0 out of 5 stars0 ratingsChatGPT Rating: 3 out of 5 stars3/5Creating Online Courses with ChatGPT | A Step-by-Step Guide with Prompt Templates Rating: 4 out of 5 stars4/5A Quickstart Guide To Becoming A ChatGPT Millionaire: The ChatGPT Book For Beginners (Lazy Money Series®) Rating: 4 out of 5 stars4/5What Makes Us Human: An Artificial Intelligence Answers Life's Biggest Questions Rating: 5 out of 5 stars5/5Enterprise AI For Dummies Rating: 3 out of 5 stars3/5Hacking : Guide to Computer Hacking and Penetration Testing Rating: 5 out of 5 stars5/5Chat-GPT Income Ideas: Pioneering Monetization Concepts Utilizing Conversational AI for Profitable Ventures Rating: 4 out of 5 stars4/5Summary of Super-Intelligence From Nick Bostrom Rating: 5 out of 5 stars5/5Dark Aeon: Transhumanism and the War Against Humanity Rating: 5 out of 5 stars5/5The Algorithm of the Universe (A New Perspective to Cognitive AI) Rating: 5 out of 5 stars5/5ChatGPT Ultimate User Guide - How to Make Money Online Faster and More Precise Using AI Technology Rating: 0 out of 5 stars0 ratings2084: Artificial Intelligence and the Future of Humanity Rating: 4 out of 5 stars4/5
Reviews for Machine Learning
0 ratings0 reviews