An introductory Predictive Modeling challenge on Kaggle to predict the chances of survival of people on the Titanic. Performed using various data analysis and visualization techniques such as cross validation, dimensionality reduction, data visualization with bar charts, histograms and scatter plots. Algorithm used is random forests.