Question 3

Download the MAGIC gamma telescope data 2004 dataset available in Kaggle

(https://www.kaggle.com/abhinand05/magic-gamma-telescope-dataset). Prepare the

dataset and perform exploratory data analysis. Set-up a random forest algorithm for

identifying whether the pattern was caused by gamma signal or not. Propose optimal

values for the depth and number of trees in the random forest. Assess and compare the

performance of optimized random forest with the Naïve Bayes algorithm. Discuss the

performance metrics and the computational complexity.