COURSE·IS4004

Data Mining & Advanced Analytics

Information Systems & Technology

14 Chapters

Offered in

Information SystemsIS4004coreBusiness Analytics

Chapters

Ch 1FREE

Data Science as a Strategic Asset

20 min

Ch 2FREE

The Data Mining Process

18 min

Ch 3

Fundamental Concepts Data, Similarity, and Information

12 min

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Ch 4

Predictive Modeling Fundamentals

13 min

Ch 5

Tree-Based Models and Rule Induction

14 min

Ch 6

Linear and Parametric Models

16 min

Ch 7

Overfitting, Complexity Control, and Ensemble Methods

14 min

Ch 8

Nearest-Neighbor and Similarity-Based Methods

13 min

Ch 9

Unsupervised Learning Clustering and Profiling

17 min

Ch 10

Association and Co-occurrence Mining

12 min

Ch 11

Text Mining and Natural Language Processing

15 min

Ch 12

Recommendation Systems Link Prediction and Latent Factor Models

12 min

Ch 13

Causal Inference and Decision Making

15 min

Ch 14

Data Management, Ethics, and Human Factors

14 min