Predictive Modeling Using R and Python
This session is a hands-on workshop on predictive modelling using regression analysis for predicting and deriving casual inference on variables using a sample data set. This workshop introduces various predictive modelling techniques to participants. It enables the participants to do a sample predictive analysis using simple linear regression algorithm. The workshop also provides the participants the basics of linear regression, methods of data cleaning, doing exploratory analysis on the data by plotting various pairs of variables, interpreting model Coefficients, significance testing, Goodness-of-Fit of the model using ANOVA, testing for heteroscedasticity and multicollinearity.