1. Go to google colab and upload the ML_code.ipynb file 
2. upload the mlprojecttest and mlprojecttraing excel files 
3. set the epoch based on the number of cases training and testing 
4. run the code to obtain accuracy and NRMSE percentage
5. enter the co ordinates of exhaust in Xnew, to find the art for that exhaust location.




