Logo Lanfrica

FirasMezghi/Rain_in_Tunis

Domain:

climate
Creator:
Fir
Host:
Rainy Tunis is a web app which has a Machine Learning model running at the back. The purpose of developing this app is to predict whether it will rain the next day or not in Tunisia. This model is based on dataset that has been web scarped from the website tuiempo # Rain_in_Tunis Rainy Tunis is a web app which has a Machine Learning model running at the back. The purpose of developing this app is to predict whether it will rain the next day or not in Tunisia. This model is based on dataset that has been web scarped from the website fr.tutiempo.net . ## step1 : Data collection the data was scraped from the website fr.tutiempo.net . check out the code github.com. the contains several indicators like tempature , pressure , wind velocity... and the weather conditions of the previous day from 2008 to 2021. ## step2: Data cleaning check out github.com ## step3: feature engineering some of the the features had high correlation coefficient with each other-->removing some features. check out github.com ## step4: Modeling after trainning a bunch of models , XGboost had the best score. check out github.com ## step5: deployment I used flask to web app where i deployed the model. check out the demo video drive.google.com