AirBnB host can optimize their house price based on the amenities they provide. This will make their increased ROI.

Data is available on http://insideairbnb.com/get-the-data.html For this python notebook you can directly fetch it from my below dropbox link:

1. Listing (train/val data) : https://www.dropbox.com/s/apnxhwdkt5cqmkr/listings.tar.gz
2. Test Listing (test data) : https://www.dropbox.com/s/4etjplku640e9y7/listings-test.csv

I ran this script on google colb, it uses a special version of FastAI=0.7.0 and torchtext==0.2.3

For docker you can create image out of following Dockerfile : https://gist.github.com/milinddeore/ec24a09d98bb9b1ddc815a7b11082460 Or directly pull the existing image : docker pull mdeore/fastai_0_7_0