Data mining based on Introduction to Statistical learning. All models covered would be implemented in Rstudio.
This course will provide an introduction to main topics in data mining / statistical learning, including:
- statistical foundations
- data visualization
- classification
- regression
- clustering
Emphasis will be on statistical learning methodology and the models, intuition, and assumptions behind it, as well as applications to real-world problems.
Recommended resource for further and detailed review of ISIR:
- Both lectures slides and videos can be found at Introduction to Statistical Learning With Applications in R.
- I have reviewed this book and post detailed ISIR Lecture notes as well.