/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 vote141 views1 answer
Length of number without using len function
Python
0 vote167 views1 answer
What is *args and **kwargs in django
Python Django
0 vote126 views1 answer
Featch detail of subscription in stripe api
Python
1 vote130 views1 answer
Set ttk combobox to readonly
Python
1 vote139 views1 answer
Calculate mode in python
Python
0 vote130 views1 answer
Pandas fill blanks with zero
Python
1 vote145 views1 answer
How to add special token to bert tokenizer
Python
0 vote141 views1 answer
If a list has a string remove
Python
0 vote144 views1 answer
Python console
Python
1 vote138 views2 answers
Python hasattr function
Python