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, 198–199, 202–203

affordability, analytics, 8–9

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

and cognitive computing, 376–379

cognitive search, 379–381

deep learning, 326–328, 330

applications, 326

complexity, 329–330

modeling, 328–329

AlexNet, 355

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

Apriori, 132–133

data mining, 99

decision trees, 120

genetic, 118

k-means, 127

k-NN, 152–158

LDA (latent Dirichlet allocation), 271–272

Naive Bayes, 148–152

NLP (natural language processing), 245

OLS (ordinary least squares), 172–173

predictive ...