This solution ranked 315 among 3290 for training it for 1 fold
Training it for more 3 fold would result in better score
link for the dataset : https://www.hackerearth.com/challenges/competitive/amazon-ml-challenge/machine-learning/product-browse-node-classification-2-7ff04e5a/