Why is logistic regression better than random forest? June 16, 2022 211)What is the biggest weakness of decision trees compared to logistic regression classifiers? Explaination: Decision trees are more likely to overfit the data since… Continue Reading
What kind of data is Random Forest good for? June 15, 2022 Random forests is great with high dimensional data since we are working with subsets of data. It is faster to train than decision trees… Continue Reading
What is random forest good for? June 15, 2022 Random forest can be used on both regression tasks (predict continuous outputs, such as price) or classification tasks (predict categorical or discrete outputs). Click… Continue Reading
Why Random Forest is better than multiple linear regression? June 15, 2022 Advantages of random forest It can perform both regression and classification tasks. A random forest produces good predictions that can be understood easily. It… Continue Reading
Does Random Forest reduce dimensionality? June 15, 2022 Linear Discriminant Analysis, or LDA, is a multi-class classification algorithm that can be used for dimensionality reduction. Click to see full answer Can decision… Continue Reading
How does random forest improve upon bagging? June 15, 2022 Random Forests are an improvement over bagged decision trees. A problem with decision trees like CART is that they are greedy. They choose which… Continue Reading
Are Random Forests always better than decision trees? June 15, 2022 Random forests is great with high dimensional data since we are working with subsets of data. It is faster to train than decision trees… Continue Reading
Why is XGBoost worse than random forest? June 15, 2022 For most reasonable cases, xgboost will be significantly slower than a properly parallelized random forest. If you're new to machine learning, I would suggest… Continue Reading
Can random forest outperform XGBoost? June 15, 2022 Random Forest and XGBoost are decision tree algorithms where the training data is taken in a different manner. XGBoost trains specifically the gradient boost… Continue Reading
Can we use XGBoost with random forest? June 14, 2022 Key Difference Between Random Forest vs XGBoost Random Forest and XGBoost are decision tree algorithms where the training data is taken in a different… Continue Reading