Skip to content

Flight Price Predictions using Machine learning and with Deployment

Notifications You must be signed in to change notification settings

anillava1999/Flight-Price-Prediction

Repository files navigation

Flight Fare Prediction:

Table of Content

  • Demo
  • Overview
  • Motivation
  • Installation
  • Deployement on Heroku
  • Directory Tree
  • Bug / Feature Request
  • Future scope of project

Linkdin Profile

For any queries regarding about this project contact me

Link : https://www.linkedin.com/in/anil-l-b023631b6/

Demo

Link: [https://flight-price-prediction-mlanil.herokuapp.com]

Screenshot 2021-09-14 at 11 48 01 PM

Screenshot 2021-09-14 at 11 48 24 PM

Overview

This is a Flask web app which predicts fare of Flight ticket.

  • Flight Price Prediction created as an AI module and integrated with Web app to predict the price of flight ticket.
  • Developed these POC the Internship.
  • Created API using Flask Framework and integrated with Heroku cloud platform.

Motivation

What to do when you are at home due to this pandemic situation? I started to learn Machine Learning model to get most out of it. I came to know mathematics behind all supervised models. Finally it is important to work on application (real world application) to actually make a difference.

Installation

The Code is written in Python 3.9 If you don't have Python installed you can find it here. If you are using a lower version of Python you can upgrade using the pip package, ensuring you have the latest version of pip. To install the required packages and libraries, run this command in the project directory after cloning the repository:

pip install -r requirements.txt

Deployement on Heroku

Login or signup in order to create virtual app. You can either connect your github profile or download ctl to manually deploy this project.

Our next step would be to follow the instruction given on Heroku Documentation to deploy a web app.

Directory Tree

├── static 
│   ├── css
├── template
│   ├── home.html
├── Procfile
├── README.md
├── app.py
├── flight_price.ipynb
├── flight_rf.pkl
├── requirements.txt

Technologies Used

Bug / Feature Request

If you find a bug (the website couldn't handle the query and / or gave undesired results), kindly open an issue here by including your search query and the expected result

Future Scope

  • Use multiple Algorithms
  • Optimize Flask app.py
  • Front-End