The goal of machine learning is to program computers to use example data or past experience to solve a given problem. Many successful applications of machine learning exist already, including systems that analyze past sales data to predict customer behavior, optimize robot behavior so that a task can be completed using minimum resources, and extract knowledge from bioinformatics data. The second edition of Introduction to Machine Learning is a comprehensive textbook on the subject, covering a broad array of topics not usually included in introductory machine learning texts. In order to present a unified treatment of machine learning problems and solutions, it discusses many methods from different fields, including statistics, pattern recognition, neural networks, artificial intelligence, signal processing, control, and data mining. All learning algorithms are explained so that the student can easily move from the equations in the book to a computer program. The text covers such topics as supervised learning, Bayesian decision theory, parametric methods, multivariate methods, multilayer perceptrons, local models, hidden Markov models, assessing and comparing classification algorithms, and reinforcement learning. New to the second edition are chapters on kernel machines, graphical models, and Bayesian estimation; expanded coverage of statistical tests in a chapter on design and analysis of machine learning experiments; case studies available on the Web (with downloadable results for instructors); and many additional exercises. All chapters have been revised and updated. Introduction to Machine Learning can be used by advanced undergraduates and graduate students who have completed courses in computer programming, probability, calculus, and linear algebra. It will also be of interest to engineers in the field who are concerned with the application of machine learning methods.
"synopsis" may belong to another edition of this title.
Ethem Alpaydin is a Professor in the Department of Computer Engineering at Bogaziçi University, Istanbul.
"About this title" may belong to another edition of this title.
Book Description The MIT Press. Book Condition: New. 026201243X International Edition, Brand New, Paperback, Same Contents as U.S Edition, ISBN and Cover design may differ. Choose Expedited shipping for delivery within 4-7 business days. In some instances, subjects such as Management, Accounting, Finance may have different end chapter case studies and exercises. International Edition Textbooks may bear a label "Not for sale in the U.S. or Canada" and "Content may different from U.S. Edition" - printed only to discourage U.S. students from obtaining an affordable copy. U.S. Courts have asserted your right to purchase international editions, and ruled on this issue. Access code/CD is not provided with these editions. We may ship the books from multiple warehouses across the globe, including India depending upon the availability of inventory storage. We can ship to PO Box, APO , FPO Address. Customer satisfaction guaranteed. Bookseller Inventory # M16_9780262012430
Book Description Soft cover. Book Condition: New. 2nd Edition. "Brand New, Softcover Black & White or color International Edition. GET IT FAST within 3-5 business days by UPS/DHL worldwide express with Tracking Number. Book printed in English. No shipping to PO Box/APO/FPO address. The international edition will has different ISBN and Cover design from US edition. [Please Read Description Carefully Before Buying] Occasionally, international textbooks may come with different exercises at the end of chapters. Restricted sales disclaimer wordings |Not for Sales in USA and Canada| are printed on the cover of the book only to misguide the students to prevent them from the purchasing the books. But in recent proceedings of court ruled that it is legal to buy/sell international edition in North America. We may ship the books from India or other Asian regions for inventory purpose. Return policy only for 30 days. Customer satisfaction guaranteed and in case of any queries please email us. Bookseller Inventory # PB31433572
Book Description Book Condition: Brand New. PAPERBACK,Book Condition New, Brand New, Softcover, International Edition. We Do not Ship APO FPO AND PO BOX. Cover Image & ISBN may be different from US edition but contents as US Edition. Printing in English language. Quick delivery by USPS/UPS/DHL/FEDEX/ARAMEX ,Customer satisfaction guaranteed. We may ship the books from Asian regions for inventory purpose. Bookseller Inventory # ABEFDEC1948
Book Description pb. Book Condition: Brand New. International Edition. International Edition, Cover & ISBN may be different from US edition, PAPERBACK. Book Condition: New. Brand New,Softcover,No Access code & No context dvd, But Contents are same as US Edition. Printed in English Language, Prompt shipping by USPS/,UPS/,DHL/,FedEx. Exceptional customer Service, Satisfaction Guaranteed. We may ship the books from Asian regions for inventory purpose. "Special Note" We do provide service on APO BOX & PO BOX addresses only in usa. Bookseller Inventory # MAPPR8189
Book Description Book Condition: Brand New. 2nd. This is an International Edition,Different ISBN And Front Cover,Have Same Content As US Edition Excellent Quality With Shrink Wrap . English Language . Perfect Condition. Please Contact us For Any Questions Regarding This Book.!!. Bookseller Inventory # MayTbz-4300
Book Description Paperback. Book Condition: Brand New. This is an International Edition.Cover & ISBN may be different from US edition but Contents are the same as US Edition.Ships To US, Canada, UK, Germany, Australia, Japan,Italy, France By DHL And Delivered In 5-9 Days. Bookseller Inventory # 11May-4387
Book Description Cumberland, Rhode Island, U.S.A.: Mit Pr, 2010. Hardcover. Book Condition: New. No Jacket. 2nd Edition. This book is Brand new Hard Cover International edition with black and white printing. ISBN number & cover page may be different but contents identical to the US edition word by word. Book is in English language. Bookseller Inventory # ABE-5604065842
Book Description 2009. Soft cover. Book Condition: New. This book is BRAND NEW Soft cover International edition with black and white printing. ISBN number & cover page may be different but contents identical to the US edition word by word. Book is in English language. Bookseller Inventory # UN-PH-IN-1568
Book Description Book Condition: New. Brand New. Softcover International Edition. Same contents as US edition. Ships SAME or NEXT business day. We Ship to PO BOX Address also. EXPEDITED shipping option also available for faster delivery. Bookseller Inventory # 20150103-29323
Book Description Softcover. Book Condition: New. Brand New. Softcover International edition.Territorial restrictions might be printed on the cover of the book.ISBN and Image may be different.No DVD or acces card. Bookseller Inventory # 9788120341609