By Stephen Marsland
ISBN-10: 1466583282
ISBN-13: 9781466583283
A confirmed, Hands-On procedure for college students with no powerful Statistical Foundation
Since the best-selling first variation used to be released, there were a number of favourite advancements within the box of computer studying, together with the expanding paintings at the statistical interpretations of computer studying algorithms. regrettably, laptop technological know-how scholars with no robust statistical history frequently locate it challenging to start during this region.
Remedying this deficiency, Machine studying: An Algorithmic viewpoint, moment Edition is helping scholars comprehend the algorithms of computer studying. It places them on a direction towards learning the proper arithmetic and records in addition to the required programming and experimentation.
New to the second one Edition
- Two new chapters on deep trust networks and Gaussian tactics
- Reorganization of the chapters to make a extra average move of content
- Revision of the help vector desktop fabric, together with an easy implementation for experiments
- New fabric on random forests, the perceptron convergence theorem, accuracy equipment, and conjugate gradient optimization for the multi-layer perceptron
- Additional discussions of the Kalman and particle filters
- Improved code, together with greater use of naming conventions in Python
Suitable for either an introductory one-semester path and extra complex classes, the textual content strongly encourages scholars to perform with the code. each one bankruptcy contains exact examples in addition to additional examining and difficulties. the entire code used to create the examples is out there at the author’s web site.
Read or Download Machine Learning: An Algorithmic Perspective, Second Edition (Chapman & Hall/Crc Machine Learning & Pattern Recognition) PDF
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Extra resources for Machine Learning: An Algorithmic Perspective, Second Edition (Chapman & Hall/Crc Machine Learning & Pattern Recognition)
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Machine Learning: An Algorithmic Perspective, Second Edition (Chapman & Hall/Crc Machine Learning & Pattern Recognition) by Stephen Marsland
by Anthony
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