https://github.com/prasoon-rai/gender-prediction-model
A simple deep learning model built with TensorFlow and Keras that predicts gender based on height and weight using a synthetic dataset. Includes a pre-trained model and a Jupyter Notebook walkthrough.
https://github.com/prasoon-rai/gender-prediction-model
ai dl keras tensorflow
Last synced: about 1 year ago
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A simple deep learning model built with TensorFlow and Keras that predicts gender based on height and weight using a synthetic dataset. Includes a pre-trained model and a Jupyter Notebook walkthrough.
- Host: GitHub
- URL: https://github.com/prasoon-rai/gender-prediction-model
- Owner: Prasoon-Rai
- Created: 2025-06-24T18:42:24.000Z (about 1 year ago)
- Default Branch: main
- Last Pushed: 2025-06-24T18:49:52.000Z (about 1 year ago)
- Last Synced: 2025-06-24T19:55:57.736Z (about 1 year ago)
- Topics: ai, dl, keras, tensorflow
- Language: Jupyter Notebook
- Homepage:
- Size: 17.6 KB
- Stars: 0
- Watchers: 0
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Gender Prediction Model (Height & Age)
This repository contains a deep learning model that predicts gender based on a person's height and age. Built with TensorFlow and Keras, the model follows a simple sequential architecture and is trained on a synthetic dataset created for demonstration purposes.
## 🔧 Features
- Predicts gender using height and age as input features.
- Built using TensorFlow and Keras (Sequential model).
- Includes:
- Synthetic dataset generation
- Model training and evaluation
- Pre-trained model for direct use
- Jupyter Notebook walkthrough for understanding the development process
## 🧠Model Overview
The model is a fully connected feed-forward neural network trained to classify gender as either:
- Female
- Male
### Input:
- Height (in inches)
- Weight (in pounds)
### Output:
- Male / Female
#### NOTE: The model is built with sole purpose of demonstration. Height and Weight can't be used to determine a person's gender, as there are more than two factors involved in determining one's gender.