# Bronze solution with github link

I with my team ranked 131st (TOP 7%) in this challenge. I know we had much to do, anyway I would like to share our solutions:
[https://github.com/Diyago/Machine-Learning-scripts/tree/master/DEEP%20LEARNING/Kaggle:%20Avito%20Demand%20Prediction%20Challenge%20(bronze%20solution)](https://github.com/Diyago/Machine-Learning-scripts/tree/master/DEEP%20LEARNING/Kaggle:%20Avito%20Demand%20Prediction%20Challenge%20(bronze%20solution))
Best single model achieved in the Public LB around 2210:
SVD text features
Nima image quality features
Tfidf over desc and title
Counts on title
Agregated features
Ridge features
One of the important lesson learned from the competition: 
Join earlier and spent more times
Don't use single ipynb file for competition
Log each submission code and output
Teammates are really help much to move further.
Stacking and assembling rules kaggle for sure