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Showing posts from March, 2021

STREAMLIT MULTIPAGE WEB APPLICATION | AREA CALCULATOR

Multipage Web App So far, we have worked with python streamlit library and we have built machine learning web applications using streamlit. In this blog we will see how to build a multi-page web app using streamlit. Streamlit multipage web app We can create multiple apps and navigate across each of them in a main app using a radio button. First, we have created separate apps for each shape to calculate the area of that particular shape example app1.py, app2.py, app3.py etc. Then we have created a main app and added a navigator using radio buttons. Now we just have to run the main app and navigate through the desired web page. Area Calculator This particular multipage web app we named it as area calculator. We have included introduction page and ten shapes of which we can calculate the area by putting required inputs. We have downloaded the multiapp.py framework from GitHub, as we have a greater number of web pages. Each shape in the navigation bar indicates new web p...

MACHINE LEARNING | LOAN PREDICTION WEB APPLICATION

ARE YOU GETTING THE LOAN? In this post we are going to discuss the application of machine learning in the financial organization. Are you getting the loan is a machine learning web app to predict whether the loan will be approved or not based on the details provided by customers? This web app is build using streamlit. Streamlit is a popular open-source framework used for model deployment by machine learning and data science teams. And the best part is it’s free of cost and purely in python. Understanding the problem statement "Automate the loan eligibility process based on customer details provided while filling online application form". The machine learning model for this particular web application is build using the loan dataset available in Kaggle. We will not go deeper into the model building and training part as these steps are already discussed in our previous articles. Loan Prediction App For this particular web app, we have six variables. These are Gende...