/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

0 vote188 views1 answer
Convert .py to .ipynb file
Python
27 votes156 views4 answers
Flask tutorial
Python
4 votes151 views1 answer
Python windows hide files
Python
1 vote201 views3 answers
Management commands django
Python Django
0 vote184 views1 answer
Standardscaler
Python
0 vote147 views1 answer
Pandas astype str still object
Python
69 votes153 views6 answers
How to activate venv python
Python
18 votes168 views6 answers
Pygame download
Python
6 votes226 views3 answers
Extract frames from video python
Python
0 vote180 views1 answer
Get random bright hex color python
Python