A concise introduction to machine learning
"Machine Learning is known by many different names, and is used in many areas of science. It is also used for a variety of applications, including spam filtering, optical character recognition, search engines, computer vision, NLP, advertising, fraud detection, robotics, data prediction, astronomy. Considering this, it can often be difficult to find a solution to a problem in the literature, simply because different words and phrases are used for the same concept. This class-tested textbook aim…
Read More ↓Title Statements
- Full title :A concise introduction to machine learning / A.C. Faul.
Summary
"Machine Learning is known by many different names, and is used in many areas of science. It is also used for a variety of applications, including spam filtering, optical character recognition, search engines, computer vision, NLP, advertising, fraud detection, robotics, data prediction, astronomy. Considering this, it can often be difficult to find a solution to a problem in the literature, simply because different words and phrases are used for the same concept. This class-tested textbook aims to alleviate this, using mathematics as the common language. It covers a variety of machine learning concepts from basic principles, and llustrates every concept using examples in MATLAB"--
Read More ↓Edition Statements
- Publication Date:2020
Publication Statements
- Publisher(s):CRC Press (Taylor and Francis Group)
- Place of Publication:Boca Raton
- Language:eng
- Publication Date:2020
Notes
"A Chapman & Hall book."
The Physical Object
- Description:1 online resource (xix, 314 pages).
Edition Identifiers
- ISBN:9781351204736, 1351204734, 9781351204750, 1351204750, 9781351204743, 1351204742, 9781351204729, 1351204726
- DOI:10.1201/9781351204750
- oclc:on1111577914
- LC Classification:Q325.5
- Dewey Decimal:006.3/1
Table of Contents
Introduction -- Probability theory -- Sampling -- Linear classification -- Non-linear classification -- Dimensionality reduction -- Regression -- Feature learning.
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