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Machine Learning
A Practical Approach on the Statistical Learning Theory
Sofort lieferbar | Lieferzeit: Sofort lieferbar I
ISBN-13:
9783319949895
Veröffentl:
2018
Seiten:
362
Autor:
Rodrigo F Mello
eBook Typ:
PDF
eBook Format:
EPUB
Kopierschutz:
1 - PDF Watermark
Sprache:
Englisch
Beschreibung:
This book presents the Statistical Learning Theory in a detailed and easy to understand way, by using practical examples, algorithms and source codes. It can be used as a textbook in graduation or undergraduation courses, for self-learners, or as reference with respect to the main theoretical concepts of Machine Learning. Fundamental concepts of Linear Algebra and Optimization applied to Machine Learning are provided, as well as source codes in R, making the book as self-contained as possible.
Chapter 1 - A Brief Review on Machine Learning.- Chapter 2 - Statistical Learning Theory.- Chapter 3 - Assessing Learning Algorithms.- Chapter 4 - Introduction to Support Vector Machines.- Chapter 5 - In Search for the Optimization Algorithm.- Chapter 6 - A Brief Introduction on Kernels.
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