What technique does Random Forest use to create diverse trees?
Practice Questions
Q1
What technique does Random Forest use to create diverse trees?
Bagging
Boosting
Stacking
Clustering
Questions & Step-by-Step Solutions
What technique does Random Forest use to create diverse trees?
Step 1: Random Forest takes the original dataset.
Step 2: It creates multiple random samples from this dataset. Each sample is created by selecting data points with replacement (this is called bootstrapping).
Step 3: For each random sample, a decision tree is built using only that sample of data.
Step 4: Each tree is trained on a different random sample, which helps to ensure that the trees are diverse.
Step 5: Finally, when making predictions, Random Forest combines the predictions from all the trees to improve accuracy.
