According to the rules, "The solution must use publically-available, open-source packages only." Kindly go ahead and use Neural Network, with open-source packages ;). You can use Numpy, Tensorflow, etc. Enjoy!

Thanks for the help

Yes you can

its better you stick to machine learning algorithms; except you want to blend with neural network for prediction

Deep learning is useless in this competition.