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Predictive Analytics: Data Mining, Machine Learning and Data Science for Practitioners, 2nd Edition
book

Predictive Analytics: Data Mining, Machine Learning and Data Science for Practitioners, 2nd Edition

by Dursun Delen
December 2020
Beginner to intermediate
448 pages
11h 21m
English
Pearson FT Press
Content preview from Predictive Analytics: Data Mining, Machine Learning and Data Science for Practitioners, 2nd Edition

Index

A

Abbott, D., 207

ACM (Association for Computing Machinery), SIGKDD (Special Interest Group on Knowledge Discovery and Data Mining), 191

AdaBoost, 198199, 202203

affordability, analytics, 89

AI (artificial intelligence), 325. See also cognitive computing

and cognitive computing, 376379

cognitive search, 379381

deep learning, 326328, 330

applications, 326

complexity, 329330

modeling, 328329

AlexNet, 355

algorithms. See also classification; k-nearest-neighbor algorithm; machine learning; training

Apriori, 132133

data mining, 99

decision trees, 120

genetic, 118

k-means, 127

k-NN, 152158

LDA (latent Dirichlet allocation), 271272

Naive Bayes, 148152

NLP (natural language processing), 245

OLS (ordinary least squares), 172173

predictive ...

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Publisher Resources

ISBN: 9780135946527