Airlines Delay Prediction using DL

[ananyag309]

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

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📍 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.

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: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.

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: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

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Happy Contributing 🚀

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

[github-actions[bot]]

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

[abhisheks008]

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

[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

[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

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

[Likhith2612]

ok.