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Airlines Delay Prediction using DL

Open ananyag309 opened this issue 1 year ago • 5 comments

Deep Learning Simplified Repository (Proposing new issue)

:red_circle: Project Title : Airlines Delay Prediction :red_circle: Aim : Airlines Delay Prediction is a machine learning project aimed at predicting flight delays. By predicting potential delays, airlines can manage their schedules better and passengers can plan their travels more efficiently. :red_circle: Dataset : It includes historical flight data with features such as departure time, arrival time, weather conditions, and other relevant factors. :red_circle: Approach : The project uses several machine learning models to predict flight delays, including:

Linear Regression Decision Trees Random Forest Gradient Boosting Neural Networks


📍 Follow the Guidelines to Contribute in the Project :

  • You need to create a separate folder named as the Project Title.
  • Inside that folder, there will be four main components.
    • Images - To store the required images.
    • Dataset - To store the dataset or, information/source about the dataset.
    • Model - To store the machine learning model you've created using the dataset.
    • requirements.txt - This file will contain the required packages/libraries to run the project in other machines.
  • Inside the Model folder, the README.md file must be filled up properly, with proper visualizations and conclusions.

:red_circle::yellow_circle: Points to Note :

  • The issues will be assigned on a first come first serve basis, 1 Issue == 1 PR.
  • "Issue Title" and "PR Title should be the same. Include issue number along with it.
  • Follow Contributing Guidelines & Code of Conduct before start Contributing.

:white_check_mark: To be Mentioned while taking the issue :

  • Full name : Ananya Gupta
  • GitHub Profile Link : https://github.com/ananyag309
  • Approach for this Project :
  • What is your participant role? (Mention the Open Source program) GSSOC

Happy Contributing 🚀

All the best. Enjoy your open source journey ahead. 😎

ananyag309 avatar Jul 08 '24 05:07 ananyag309

Thank you for creating this issue! We'll look into it as soon as possible. Your contributions are highly appreciated! 😊

github-actions[bot] avatar Jul 08 '24 05:07 github-actions[bot]

Machine learning models will not here, can you update your approach with some deep learning architectures and come up again. @ananyag309

abhisheks008 avatar Jul 12 '24 04:07 abhisheks008

Hi @ananyag309 , I have tried the project you can see it once . for linear regression, the results are quite low. have tried svm and gradient boost. code.pdf Airlines_Dataset.csv

Likhith2612 avatar Jul 23 '24 10:07 Likhith2612

Hi @ananyag309 , I have tried the project you can see it once . for linear regression, the results are quite low. have tried svm and gradient boost. code.pdf Airlines_Dataset.csv

This repository mainly focuses on deep learning models, hence you need to go with the deep learning models not with the machine learning ones.

abhisheks008 avatar Jul 24 '24 02:07 abhisheks008

ok.

Likhith2612 avatar Jul 28 '24 14:07 Likhith2612