Nimendra Gunawardana

5 Questions 1 Answers 0 Followers

Questions related from Nimendra Gunawardana

CutMix and MixUp data augmentation methods in Computer Vision?

I am exploring the CutMix and MixUp data augmentation methods in the context of computer vision tasks. Could you explain the key differences between the two techniques, and in which scenarios one...

25 December 2024 6,433 1 View

How do outliers affect random forest, Gradient Boost, and XGBoost Regression algorithms?

I'm currently working on a project where I need to understand the impact of outliers on different regression algorithms, specifically Random Forest, Gradient Boosting, and XGBoost. I have a few...

15 August 2024 8,523 2 View

How can I use Decision Tree, Gradient Boosting, and XGBoost in a regression model ? What are the factors to be considered ?

I am currently working on a research project on predicting agricultural CO2 emissions using machine learning models. Specifically, I am interested in employing decision tree, gradient boosting,...

02 August 2024 9,435 2 View

Is it redundant to use both Random Forest and Decision Tree algorithms in the same regression project?

I am currently working on a regression model for a project and considering using both Random Forest and Decision Tree algorithms. Given that Random Forest is essentially an ensemble of Decision...

24 July 2024 4,469 3 View

How to Select the most suitable machine learning algorithm depending on the characteristics of the given dataset ?

I'm working on a project that involves analyzing a new dataset, and I'm at the stage of selecting the most appropriate machine learning algorithm. The dataset consists of both numerical and...

23 July 2024 6,288 7 View