Chasing Genius

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Salary Prediction Web App using Streamlit

Salary Prediction Web App In this article, we are going to discuss how to predict the salary based on various attributes related to salary using Random Forest Regression. This study focuses on a system that predicts the salary of a candidate based on candidate’s qualifications, historical data, and work experience. This app uses a machine learning algorithm to give the result. The algorithm used is Random Forest Regression. In this problem, the target variable (or output), y, takes value of salary for a given set of input features (or inputs), X. The dataset contains gender, secondary school percentage, higher secondary school percentage, higher secondary school stream, degree percentage, degree type, work experience and specialization of candidate. Below is the step-by-step Approach: Step 1: Import the necessary modules and read the dataset we are going to use for this analysis. Below is a screenshot of the dataset we used in our analysis. Step 2: Now before moving ...

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...