sutdWadDaHec2023

SUTD What The Hack! 2023

Building Front-end

1. CD to frontend
2. Run npm run re-start
3. Done!

Loadin Model

1. loaded_model = pickle.load(open(filename, 'rb'))

2. result = loaded_model.score(X_test, Y_test)

3. print(result)

4. #In flask

5. #example code-- needs to be tweaked

6. def ValuePredictor(to_predict_list):

7. to_predict = np.array(to_predict_list).reshape(1, 12)
   

8. loaded_model = pickle.load(open("model.pkl", "rb"))
   

9. result = loaded_model.predict(to_predict)
   

10. return result[0]
    

11. @app.route('/result', methods = ['POST'])

12. def result():

13. if request.method == 'POST':
    

14.     to_predict_list = request.form.to_dict()
    

15.     to_predict_list = list(to_predict_list.values())
    

16.     to_predict_list = list(map(int, to_predict_list))
    

17.     result = ValuePredictor(to_predict_list)
    

18.     if int(result)== 1:
    

19.         prediction ='Income more than 50K'
    

20.     else:
    

21.         prediction ='Income less that 50K'
    

22.     return render_template("result.html", prediction = prediction)