- Introduction of Decision Trees
- Splitting Criteria in Decision Trees
- ID3 (Iterative Dichotomiser 3)
- Pure and Impure Split using Entropy (withExample)
- Decision Tree using ID3(InformationGain)(Example)
- Numerical example of decision tree using ID3
- Where is ID3 Used? (Practical Applications)
- Limitations of ID3
- CART (Classification and Regression Trees)
- What is CART? (Definition)
- How CART Builds a Tree (Step-by-Step)
- What is Gini Index?
- Pure and Impure node in CART
- Characteristics of CART
- Comparison of Gini Index with Entropy(graph)
- ID3 vs CART
- Numerical examples to solve gini index
- Numerical example of CART
- Where CART is Used (Practical Angle)
- Applications of Decision Tree