University of Colorado Boulder - Data Mining Methods
- Offered byCoursera
- Public/Government Institute
Data Mining Methods at Coursera Overview
Data Mining Methods
at Coursera
Duration | 22 hours |
Total fee | Free |
Mode of learning | Online |
Difficulty level | Intermediate |
Official Website | Explore Free Course  |
Credential | Certificate |
Data Mining Methods
Table of content
- Overview
- Highlights
- Course Details
- Curriculum
Data Mining Methods at Coursera Highlights
Data Mining Methods
at Coursera
- Reset deadlines in accordance to your schedule.
- Earn a Certificate upon completion
- 100% online Start instantly and learn at your own schedule.
- data science professionals or domain experts, some experience working with data, successful completion of Data Mining Pipeline
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Data Mining Methods at Coursera Course details
Data Mining Methods
at Coursera
Skills you will learn
More about this course
- This course covers the core techniques used in data mining, including frequent pattern analysis, classification, clustering, outlier analysis, as well as mining complex data and research frontiers in the data mining field.
Data Mining Methods at Coursera Curriculum
Data Mining Methods
at Coursera
Frequent Pattern Analysis
Introduction, Apriori Algorithm
FP-growth Algorithm, Association, Correlation
Classification
Decision Tree Induction, Bayesian Classification
Support Vector Machines, Neural Network, Ensemble, Evaluation
Clustering
Partitioning, Hierarchical, Grid-based, and Density-based Clustering
Probabilistic, High-dimensional, Bi-clustering, Graph, Constraint-based Cluste
Outlier Analysis
Types of Outliers, Outlier Detection Methods
Mining Complex Data, Research Frontiers of Data Mining
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