This read me file describes the steps to run the code for "Deep Multi-Representation Model for Click-Through Rate Prediction" paper. Requirements* 1- numpy 2- pandas 3- tensorflow 2.3.0 To run any of the scripts it is required to check the "trainfile, validationfile and testfile" datapaths, running command is ==> python file_name e.g. "python DeepMR.py --dataset 'frappe' --lr 0.00009 --hidden_units 511 --num_blocks_items 1 --alpha 0.8 --num_epochs 110 --num_heads 7 --dropout_rate 0.35 --l2_emb 0.03 --num_Fields 10 --batch_size 512"