/Python/How to connect an ml model to a web application

How to connect an ml model to a web application

#import libraries
import numpy as np
from flask import Flask, render_template,request
import pickle#Initialize the flask App
app = Flask(__name__)
model = pickle.load(open('model.pkl', 'rb'))

Source: analyticsvidhya.com

How to connect an ml model to a web application

if __name__ == "__main__":
    app.run(debug=True)

Source: analyticsvidhya.com

How to connect an ml model to a web application

#default page of our web-app
@app.route('/')
def home():
    return render_template('index.html')

Source: analyticsvidhya.com

How to connect an ml model to a web application

# How To add ML to web. Go from down to up. Please

How to connect an ml model to a web application

#To use the predict button in our web-app
@app.route('/predict',methods=['POST'])
def predict():
    #For rendering results on HTML GUI
    int_features = [float(x) for x in request.form.values()]
    final_features = [np.array(int_features)]
    prediction = model.predict(final_features)
    output = round(prediction[0], 2) 
    return render_template('index.html', prediction_text='CO2    Emission of the vehicle is :{}'.format(output))

Source: analyticsvidhya.com

Similar codes

2 votes113 views1 answer
How to print palindrome in 100 between 250 in python
Python
0 vote114 views1 answer
Python mann kendall test
Python
0 vote114 views1 answer
Beautifulsoup find by text
Python
0 vote115 views1 answer
Get nth character of string python
Python
78 votes110 views4 answers
Extract data from json file python
Python
1 vote115 views5 answers
Transpose matrix python
Python
0 vote102 views1 answer
Python cube turtle
Python
1 vote123 views1 answer
Godot spawn object
Python
1 vote113 views2 answers
Python convert multidimensional array to one dimensional
Python
3 votes121 views1 answer
Frozen
Python