• You have to create a new environment to be able to run Our model with the command : conda create -n yourenvname python=3.6
• Install Spotlight with the command line : ** conda install -c maciejkula -c pytorch spotlight=0.1.5**
• Install pandas with : pip install pandas
• Install numpy and juyter lab in your new environment with :pip install numpy , pip install jupyter

To run the programm , you just have to enter to the folder when you put the file run.py , then you can use a jupyter notebook with run.py or just use your terminal with the command : Python run.py

In the Project you will find other files such:

• helpers.py:Provide all functions that help for SGD ,ALS and other algorithms
• Project2.ipynb: Contains the implementation and the creation of submission for the SGD ,Baselines and also the analyse of different algorithms with the surprise library.
• ModelAlS:the implementation of the ALS algorithm with the creation of the submission
• Report:Our project report where we explain all methods used and present the results.
• the data : data_train:the trainning csv file provided by AICROWD , sampleSubmission:The test csv file provided by AICROWd
• csv files from our submissions(that give best results)

The final score was 1.032,The submission ID:31710 and the team name :We_saw_it_We_recommend_it