TY - BOOK AU - Faul,A.C. TI - A concise introduction to machine learning T2 - Chapman & Hall/CRC machine learning & pattern recognition SN - 9781351204750 AV - Q325.5 .F38 2020eb U1 - 006.3/1 23 PY - 2019///] CY - Boca Raton, Florida PB - CRC Press KW - Machine learning KW - Textbooks KW - BUSINESS & ECONOMICS / Statistics KW - bisacsh KW - COMPUTERS / General KW - COMPUTERS / Computer Graphics / Game Programming & Design N1 - Introduction -- Probability theory -- Sampling -- Linear classification -- Non-linear classification -- Dimensionality reduction -- Regression -- Feature learning N2 - "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"-- UR - https://www.taylorfrancis.com/books/9781351204750 UR - http://www.oclc.org/content/dam/oclc/forms/terms/vbrl-201703.pdf ER -