Overview of Data Warehousing-Overview of Data Warehousing
Need for Data Warehousing
Data Warehousing Architectures
Extract, Transform, Load (ETL)
Data Marts
Operational Data Stores
Data Warehousing in the Cloud
Supplemental Resources
Multidimensional Modeling for Data Warehousing-Multidimensional Modeling for Data Warehousing
Data Modeling for Data Warehousing
Multidimensional Data Modeling
Star Schema
Snowflake Schema
NoSQL, Big Data, Data Lakes, and Data Warehousing
Supplemental Resources
Data Mining for Prediction and Explanation-Data Mining for Prediction and Explanation
Overview of Data Mining for BI
Data Mining Process
Data Mining Methods
Data Mining Algorithms for Predictive Modeling
Supplemental Resources
Data Mining for Clustering and Association-Data Mining for Clustering and Association
Unsupervised Data Mining for Explanatory Modeling
Clustering and Segmentation
Association and Market Basket Analysis
Supplemental Resources