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https://github.com/rayyan9477/coin-detection-project
This Coin Detection Project leverages machine learning techniques to identify coins using a dataset from Kaggle. Key libraries utilized include OpenCV for image processing, TensorFlow for model training, and Pandas for data manipulation. The project also employs NumPy for numerical operations and Matplotlib for visualization.
https://github.com/rayyan9477/coin-detection-project
computer-vision data-analysis data-science data-visualization machine-learning notebook python
Last synced: about 2 months ago
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This Coin Detection Project leverages machine learning techniques to identify coins using a dataset from Kaggle. Key libraries utilized include OpenCV for image processing, TensorFlow for model training, and Pandas for data manipulation. The project also employs NumPy for numerical operations and Matplotlib for visualization.
- Host: GitHub
- URL: https://github.com/rayyan9477/coin-detection-project
- Owner: Rayyan9477
- License: mit
- Created: 2024-08-05T18:31:03.000Z (5 months ago)
- Default Branch: main
- Last Pushed: 2024-08-20T18:57:51.000Z (5 months ago)
- Last Synced: 2024-08-20T21:04:28.653Z (5 months ago)
- Topics: computer-vision, data-analysis, data-science, data-visualization, machine-learning, notebook, python
- Language: Jupyter Notebook
- Homepage:
- Size: 73.9 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Coin Detection Project
## Description
This project aims to detect coins using machine learning techniques. The dataset used for this project is available on Kaggle. The project utilizes various libraries and techniques including:
- **OpenCV** (`cv2`): For image processing and computer vision tasks.
- **TensorFlow**: For building and training machine learning models.
- **NumPy**: For numerical operations.
- **Pandas**: For data manipulation and analysis.
- **Matplotlib**: For data visualization.
## Table of Contents
- [Description](#description)
- [Table of Contents](#table-of-contents)
- [Dataset](#dataset)
- [Installation](#installation)
- [Usage](#usage)
- [File Structure](#file-structure)
- [Workflows](#workflows)
- [Contact](#contact)
## Dataset
The dataset can be found at the following link:
[Coin Detection Dataset](https://www.kaggle.com/datasets/pradhandebasish/indian-coin-detection)
## Installation
To install the necessary dependencies, run the following command:
```sh
pip install -r requirements.txt
```
## Execution
To Run the app simply run the following command:
```sh
streamlit run main.py
```
## Usage
To run the project, follow these steps:
1. Update [`config.yaml`](command:_github.copilot.openSymbolFromReferences?%5B%22config.yaml%22%2C%5B%7B%22uri%22%3A%7B%22%24mid%22%3A1%2C%22fsPath%22%3A%22r%3A%5C%5CThe-Grand-Complete-Data-Science-Materials-main%5C%5CML%20Projects%5C%5CIndian-Coin-Detection%5C%5CREADME.md%22%2C%22_sep%22%3A1%2C%22external%22%3A%22file%3A%2F%2F%2Fr%253A%2FThe-Grand-Complete-Data-Science-Materials-main%2FML%2520Projects%2FIndian-Coin-Detection%2FREADME.md%22%2C%22path%22%3A%22%2Fr%3A%2FThe-Grand-Complete-Data-Science-Materials-main%2FML%20Projects%2FIndian-Coin-Detection%2FREADME.md%22%2C%22scheme%22%3A%22file%22%7D%2C%22pos%22%3A%7B%22line%22%3A25%2C%22character%22%3A10%7D%7D%5D%5D "Go to definition")
2. Update [`secrets.yaml`](command:_github.copilot.openSymbolFromReferences?%5B%22secrets.yaml%22%2C%5B%7B%22uri%22%3A%7B%22%24mid%22%3A1%2C%22fsPath%22%3A%22r%3A%5C%5CThe-Grand-Complete-Data-Science-Materials-main%5C%5CML%20Projects%5C%5CIndian-Coin-Detection%5C%5CREADME.md%22%2C%22_sep%22%3A1%2C%22external%22%3A%22file%3A%2F%2F%2Fr%253A%2FThe-Grand-Complete-Data-Science-Materials-main%2FML%2520Projects%2FIndian-Coin-Detection%2FREADME.md%22%2C%22path%22%3A%22%2Fr%3A%2FThe-Grand-Complete-Data-Science-Materials-main%2FML%20Projects%2FIndian-Coin-Detection%2FREADME.md%22%2C%22scheme%22%3A%22file%22%7D%2C%22pos%22%3A%7B%22line%22%3A26%2C%22character%22%3A10%7D%7D%5D%5D "Go to definition") (Optional)
3. Update [`params.yaml`](command:_github.copilot.openRelativePath?%5B%7B%22scheme%22%3A%22file%22%2C%22authority%22%3A%22%22%2C%22path%22%3A%22%2Fr%3A%2FThe-Grand-Complete-Data-Science-Materials-main%2FML%20Projects%2FIndian-Coin-Detection%2Fparams.yaml%22%2C%22query%22%3A%22%22%2C%22fragment%22%3A%22%22%7D%5D "r:\The-Grand-Complete-Data-Science-Materials-main\ML Projects\Indian-Coin-Detection\params.yaml")
4. Update the entity
5. Update the configuration manager in `src/config`
## File Structure
```
Coin-Detection-Project/
├── data/
│ ├── raw/
│ ├── processed/
├── notebooks/
├── src/
│ ├── config/
│ ├── data/
│ ├── models/
│ ├── utils/
├── tests/
├── config.yaml
├── params.yaml
├── secrets.yaml
├── requirements.txt
└── README.md
```
## Workflows
1. Update [`config.yaml`](command:_github.copilot.openSymbolFromReferences?%5B%22config.yaml%22%2C%5B%7B%22uri%22%3A%7B%22%24mid%22%3A1%2C%22fsPath%22%3A%22r%3A%5C%5CThe-Grand-Complete-Data-Science-Materials-main%5C%5CML%20Projects%5C%5CIndian-Coin-Detection%5C%5CREADME.md%22%2C%22_sep%22%3A1%2C%22external%22%3A%22file%3A%2F%2F%2Fr%253A%2FThe-Grand-Complete-Data-Science-Materials-main%2FML%2520Projects%2FIndian-Coin-Detection%2FREADME.md%22%2C%22path%22%3A%22%2Fr%3A%2FThe-Grand-Complete-Data-Science-Materials-main%2FML%20Projects%2FIndian-Coin-Detection%2FREADME.md%22%2C%22scheme%22%3A%22file%22%7D%2C%22pos%22%3A%7B%22line%22%3A25%2C%22character%22%3A10%7D%7D%5D%5D "Go to definition")
2. Update [`secrets.yaml`](command:_github.copilot.openSymbolFromReferences?%5B%22secrets.yaml%22%2C%5B%7B%22uri%22%3A%7B%22%24mid%22%3A1%2C%22fsPath%22%3A%22r%3A%5C%5CThe-Grand-Complete-Data-Science-Materials-main%5C%5CML%20Projects%5C%5CIndian-Coin-Detection%5C%5CREADME.md%22%2C%22_sep%22%3A1%2C%22external%22%3A%22file%3A%2F%2F%2Fr%253A%2FThe-Grand-Complete-Data-Science-Materials-main%2FML%2520Projects%2FIndian-Coin-Detection%2FREADME.md%22%2C%22path%22%3A%22%2Fr%3A%2FThe-Grand-Complete-Data-Science-Materials-main%2FML%20Projects%2FIndian-Coin-Detection%2FREADME.md%22%2C%22scheme%22%3A%22file%22%7D%2C%22pos%22%3A%7B%22line%22%3A26%2C%22character%22%3A10%7D%7D%5D%5D "Go to definition") (Optional)
3. Update [`params.yaml`](command:_github.copilot.openRelativePath?%5B%7B%22scheme%22%3A%22file%22%2C%22authority%22%3A%22%22%2C%22path%22%3A%22%2Fr%3A%2FThe-Grand-Complete-Data-Science-Materials-main%2FML%20Projects%2FIndian-Coin-Detection%2Fparams.yaml%22%2C%22query%22%3A%22%22%2C%22fragment%22%3A%22%22%7D%5D "r:\The-Grand-Complete-Data-Science-Materials-main\ML Projects\Indian-Coin-Detection\params.yaml")
4. Update the entity
5. Update the configuration manager in `src/config`
## Contact
- **LinkedIn**: [linkedin.com/in/rayyan-ahmed9477](https://www.linkedin.com/in/rayyan-ahmed9477/)
- **Email**: [[email protected]](mailto:[email protected])