/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 votes271 views1 answer
Mean python code
Python
3 votes251 views1 answer
Write binary file in python
Python
0 vote247 views1 answer
How to import sin and cos in python
Python
1 vote326 views1 answer
Insert column at specific position in pandas dataframe
Python
0 vote259 views2 answers
Conda install dash
Python
1 vote271 views1 answer
Parcourir une liste par la fin python
Python
0 vote287 views1 answer
Replace string if it contains a substring pandas
Python
1 vote253 views1 answer
How to set the location on a pygame window
Python
3 votes273 views1 answer
Python automation ideas
Python
0 vote253 views1 answer
How to query json field django
Python