ML-capsule is a Project for beginners and experienced data science Enthusiasts who don't have a mentor or guidance and wish to learn Machine learning. Using our repo they can learn ML, DL, and many related technologies with different real-world projects and become Interview ready.
This project involves predicting the duration of NYC taxi trips using various regression models. The notebook includes steps for data exploration, preprocessing, model training, and evaluation.
Model Training and Evaluation:
Linear Regression
Decision Tree Regressor
Random Forest Regressor
AdaBoost Regressor
Gradient Boosting Regressor
XGBoost Regressor
The models are evaluated based on their performance metrics such as R² score and Mean Absolute Error.
This project involves predicting the duration of NYC taxi trips using various regression models. The notebook includes steps for data exploration, preprocessing, model training, and evaluation.
Model Training and Evaluation:
The models are evaluated based on their performance metrics such as R² score and Mean Absolute Error.