LibGuides: DDS-8555: Module 3

Lesson 5 Required Resources

Data Science Foundations with Python with Zylabs

This reading helps provide support for classification.

An introduction to statistical learning with applications in Python
James, G., Witten, D., Hastie, T., Tibshirani, R., & Taylor, J. (2023). An introduction to statistical learning with applications in Python. Springer Nature.

Read Chapter 4: Classification.
Read Chapter 9: Support Vector Machines
These chapters discuss classification methods.
Gini Index and Entropy|Gini Index and Information gain in Decision Tree|Decision tree splitting rule
Aman. (2020, Jan 14). “Gini Index and Entropy|Gini Index and Information gain in Decision Tree|Decision tree splitting rule”. YouTube. Unfold Data Science. https://youtu.be/-W0DnxQK1Eo

Data Science Foundations with Python with Zylabs

This reading helps provide support for classification.

An introduction to statistical learning with applications in Python
James, G., Witten, D., Hastie, T., Tibshirani, R., & Taylor, J. (2023). An introduction to statistical learning with applications in Python. Springer Nature.

Read Chapter 8: Tree-Based Methods
This chapter discusses tree-based methods.