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README.md
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title: Number Classifier
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emoji: 📚
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colorFrom: blue
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colorTo: pink
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sdk: docker
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pinned: false
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license: unknown
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short_description: doodle digits to identified number
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Digit Doodle App
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Overview
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The Digit Doodle App is an interactive web application that allows users to draw digits and get real-time predictions using a trained machine learning model. The app provides a simple and engaging way to explore AI-powered handwriting recognition.
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Features
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Interactive Drawing Canvas: Users can doodle digits on a web-based canvas.
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Real-Time Prediction: The app processes the drawing and predicts the digit using a trained model.
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Machine Learning Integration: Uses a deep learning model trained on handwritten digit datasets.
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Easy Deployment: Hosted on PythonAnywhere for online access.
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Tech Stack
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Frontend: HTML, CSS, JavaScript (Canvas API)
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Backend: Python Flask
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Machine Learning: PyTorch/
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Installation
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To set up the project locally:
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Clone the repository:
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git clone https://huggingface.co/spaces/sivakum4/numberclassifier
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cd numberclassifier
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Create a virtual environment and install dependencies:
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python -m venv venv
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source venv/bin/activate
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pip install -r requirements.txt
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Run the app locally:
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python server.py
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Open your browser and go to http://127.0.0.1:7860/ to start doodling.
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Usage
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Open the app in a browser.
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Draw a digit (0-9) in the provided canvas.
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Click the "Predict" button to get the model’s prediction.
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Clear the canvas and try again!
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Future Enhancements
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Support for multi-digit recognition.
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Enhance UI for better user experience.
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Contributing
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Contributions are welcome! Feel free to fork the repo, create feature branches, and submit pull requests.
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