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https://github.com/priyanshudutta04/graduate-admission-prediction
Graduate Admission Prediction using ANN
https://github.com/priyanshudutta04/graduate-admission-prediction
artificial-neural-networks deep-learning graduate-admission-prediction jupyter-notebook keras-tensorflow
Last synced: 1 day ago
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Graduate Admission Prediction using ANN
- Host: GitHub
- URL: https://github.com/priyanshudutta04/graduate-admission-prediction
- Owner: priyanshudutta04
- License: mit
- Created: 2024-07-10T16:22:40.000Z (7 months ago)
- Default Branch: main
- Last Pushed: 2024-07-10T17:00:21.000Z (7 months ago)
- Last Synced: 2024-11-23T04:25:36.835Z (2 months ago)
- Topics: artificial-neural-networks, deep-learning, graduate-admission-prediction, jupyter-notebook, keras-tensorflow
- Language: Jupyter Notebook
- Homepage:
- Size: 104 KB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Graduate-Admission-Prediction
Graduate Admission Prediction using ANN
## Overview
This project focuses on predicting graduate admission probabilities using Artificial Neural Networks (ANN). The model is trained on historical data of graduate applicants, incorporating various features such as GRE scores, TOEFL scores, university ratings, and letters of recommendation. By leveraging ANN, it aims to provide accurate predictions that assist prospective graduate students in understanding their likelihood of admission.
## Data
The dataset used in this project is available in the `data` directory. It is in CSV (Comma-Separated Values) format.
This dataset is tailored for predicting graduate admissions from an Indian perspective, focusing on parameters typically considered crucial during applications for Masters programs.
Dataset Source Link: [kaggle dataset](https://www.kaggle.com/datasets/mohansacharya/graduate-admissions)
## Colab File
[Graduate_Admission_Prediction](https://colab.research.google.com/drive/17rAmJWeAbaJQIVQACQ0pcg1XbgrziBSU?usp=sharing)
*Note: Switch to T4 GPU for faster execution*
## Disclaimer
This predictive model is intended for educational purposes only. **Users should not rely on its predictions for actual admission decisions**. Admission outcomes are influenced by numerous factors beyond the model's scope, such as individual qualifications, application strength, and university-specific criteria. The model's predictions should be used as educational guidance and not as definitive indicators of admission likelihood.
## Contributing
Contributions are welcome! If you have ideas for improving the model or adding new features, please feel free to fork the repository and submit a pull request.
## Support
If you like this project, do give it a ⭐and share it with your friends