Machine Learning - Mohssen Mohammed, Muhammad Badruddin Khan, Eihab Bashier Mohammed Bashier

Machine Learning

Algorithms and Applications
Buch | Hardcover
226 Seiten
2016
Crc Press Inc (Verlag)
978-1-4987-0538-7 (ISBN)
103,45 inkl. MwSt
Machine learning, one of the top emerging sciences, has an extremely broad range of applications. However, many books on the subject provide only a theoretical approach, making it difficult for a newcomer to grasp the subject material. This book provides a more practical approach by explaining the concepts of machine learning algorithms and describing the areas of application for each algorithm, using simple practical examples to demonstrate each algorithm and showing how different issues related to these algorithms are applied.

Mohssen Mohammed, Muhammad Badruddin Khan, Eihab Bashier Mohammed Bashier

Exact String Matching Algorithms. Brute-Force Algorithm. Aho-Corasick Algorithm. Boyer-Moore Algorithm. Rabin–Karp Algorithm. Knuth–Morris–Pratt Algorithm. Approximate String Matching Algorithms. Longest Common Subsequence. Longest Increasing Subsequence. Longest Common Substring. Supervised Learning. Decision Trees. C4.5 Algorithm. RIPPER Algorithm. Perceptron-Based Techniques. Naive Bayes Classifiers. Bayesian Networks. Instance-Based Learning. Support Vector Machines. Unsupervised Learning. Bayes Rule. Factor Analysis. Principal Components Analysis (PCA). Independent Components Analysis (ICA). Mixture of Gaussians. K-Means. Expectation-Maximization (EM) Algorithm. State-Space Models (Ssms). Hidden Markov Models (Hmms). Undirected Graphs. Directed Graphs. Factor Graphs.

Erscheinungsdatum
Zusatzinfo 51 Tables, black and white; 49 Illustrations, black and white
Verlagsort Bosa Roca
Sprache englisch
Maße 156 x 234 mm
Gewicht 453 g
Themenwelt Informatik Theorie / Studium Algorithmen
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Mathematik / Informatik Mathematik
Technik Elektrotechnik / Energietechnik
ISBN-10 1-4987-0538-3 / 1498705383
ISBN-13 978-1-4987-0538-7 / 9781498705387
Zustand Neuware
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