Ankita Samaddar

• Father's Name: Gunendra Samaddar
• Date of Birth: 06/19/1995
• Nationality: Indian
• Marital Status: Single

Applied Modelling and Visualization

• Conducted a research study on a dataset consisting of variables related to trips of A2B cabs to design a predictive model to classify completed trips from incomplete trips.
• Explored variables in the dataset and created new variables using existing variables such as the latitude and longitude of the pick-up point and the destination distance calculated, and a flag variable indicating if the zip code of the pick-up and drop destination is the same.
• Determined the feature importance using various models such as Random Forest, Decision Tree, and XGBoost to select the most relevant variables for the predictive model.
• Developed a predictive model using the independent variables from the training dataset to predict the dependent variable.
• Visualized the results of the predictive model using various data visualization tools, including Matplotlib and Seaborn, to provide insights into the factors affecting trip completion.
• Conducted a thorough evaluation of the predictive model's performance using various metrics such as accuracy, precision, recall, and F1 score. Explored alternative modeling techniques, including logistic regression and support vector machines, to compare the performance of different models and select the best model for the given dataset.