Web Based Data Visualization and Data Preprocessing Tool

Abstract

The escalating adoption of Machine Learning techniques has given a bigger picture to newbies trying to explore the usage of it. Our tool deals with the idea of helping them, in order to make their lives easier. Various visualizations and algorithms have been developed to help Machine Learning enthusiasts decide upon the best model. Deciding the perfect model needs enough time which now can be reduced by the solution provided in this tool. This interactive technique helps users with some expertise to explore and validate predictive as well as classification models. Once the user provides the dataset, the visualization techniques discussed in this tool lets the user decide to select the features that are most suitable for training the model. It allows one to decide upon the importance of a particular feature and know the dataset predictions across various algorithms used for regression and classification. The accuracy percentage or the precision, recall score for regression and classification models respectively can be seen in order to know the best model.