Introduction to machine learning and data mining - lecture notes, Fall 2023, version 1.0

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Introduction to Machine Learning

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Release : 2014-08-22
Genre : Computers
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Book Rating : 182/5 ( reviews)

Introduction to Machine Learning - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Introduction to Machine Learning write by Ethem Alpaydin. This book was released on 2014-08-22. Introduction to Machine Learning available in PDF, EPUB and Kindle. Introduction -- Supervised learning -- Bayesian decision theory -- Parametric methods -- Multivariate methods -- Dimensionality reduction -- Clustering -- Nonparametric methods -- Decision trees -- Linear discrimination -- Multilayer perceptrons -- Local models -- Kernel machines -- Graphical models -- Brief contents -- Hidden markov models -- Bayesian estimation -- Combining multiple learners -- Reinforcement learning -- Design and analysis of machine learning experiments.

Machine Learning and Data Mining

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Release : 2007-04-30
Genre : Computers
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Book Rating : 213/5 ( reviews)

Machine Learning and Data Mining - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Machine Learning and Data Mining write by Igor Kononenko. This book was released on 2007-04-30. Machine Learning and Data Mining available in PDF, EPUB and Kindle. Good data mining practice for business intelligence (the art of turning raw software into meaningful information) is demonstrated by the many new techniques and developments in the conversion of fresh scientific discovery into widely accessible software solutions. Written as an introduction to the main issues associated with the basics of machine learning and the algorithms used in data mining, this text is suitable foradvanced undergraduates, postgraduates and tutors in a wide area of computer science and technology, as well as researchers looking to adapt various algorithms for particular data mining tasks. A valuable addition to libraries and bookshelves of the many companies who are using the principles of data mining to effectively deliver solid business and industry solutions.

Introduction to Data Mining

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Release : 2016
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Book Rating : 055/5 ( reviews)

Introduction to Data Mining - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Introduction to Data Mining write by Pang-Ning Tan. This book was released on 2016. Introduction to Data Mining available in PDF, EPUB and Kindle. Introduction to Data Mining presents fundamental concepts and algorithms for those learning data mining for the first time. Each concept is explored thoroughly and supported with numerous examples. Each major topic is organized into two chapters, beginni

Link Mining: Models, Algorithms, and Applications

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Release : 2010-09-16
Genre : Science
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Book Rating : 157/5 ( reviews)

Link Mining: Models, Algorithms, and Applications - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Link Mining: Models, Algorithms, and Applications write by Philip S. Yu. This book was released on 2010-09-16. Link Mining: Models, Algorithms, and Applications available in PDF, EPUB and Kindle. This book offers detailed surveys and systematic discussion of models, algorithms and applications for link mining, focusing on theory and technique, and related applications: text mining, social network analysis, collaborative filtering and bioinformatics.