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Ryan Robson
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Commit
Β·
c3b8cf3
1
Parent(s):
5d72d5f
Initialize AI Applications Hub structure
Browse files- Updated README with AI application focus
- Added project directory structure for AI/ML work
- Created requirements.txt with core ML dependencies
- Added comprehensive .gitignore for Python/AI projects
- Set up organized folders for applications, experiments, models, etc.
- .gitignore +65 -0
- README.md +57 -4
- applications/README.md +11 -0
- experiments/README.md +9 -0
- models/README.md +13 -0
- requirements.txt +25 -0
- utils/__init__.py +1 -0
.gitignore
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# Python
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__pycache__/
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*.py[cod]
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*$py.class
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*.so
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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# Virtual environments
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.env
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.venv
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env/
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venv/
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ENV/
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env.bak/
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venv.bak/
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# Jupyter Notebook
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.ipynb_checkpoints
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# PyCharm
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.idea/
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# VS Code
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.vscode/
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# macOS
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.DS_Store
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# Model files (large files)
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*.pt
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*.pth
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*.h5
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*.pkl
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*.joblib
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# Data files
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*.csv
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*.json
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*.parquet
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datasets/*.zip
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datasets/*.tar.gz
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# Logs
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*.log
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logs/
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# API keys and secrets
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.env
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secrets.json
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config.json
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README.md
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---
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title:
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emoji:
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colorFrom: blue
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colorTo:
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sdk: docker
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pinned: false
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---
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-
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---
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title: AI Applications Hub
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emoji: π€
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colorFrom: blue
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colorTo: purple
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sdk: docker
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pinned: false
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license: mit
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---
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# AI Applications Hub
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A repository for developing and showcasing AI-powered applications and experiments.
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## Overview
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This repository serves as a central hub for AI application development, featuring:
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- π€ Machine Learning models and experiments
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- π¬ AI research prototypes
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- π Data science projects
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- π οΈ AI tooling and utilities
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- π Production-ready AI applications
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## Getting Started
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### Prerequisites
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- Python 3.8+
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- Git
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- Docker (optional, for containerized deployments)
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### Installation
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```bash
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git clone https://github.com/your-username/README.git
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cd README
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pip install -r requirements.txt
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```
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## Project Structure
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```
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βββ applications/ # Production AI applications
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βββ experiments/ # Research and prototyping
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βββ models/ # Trained models and checkpoints
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βββ datasets/ # Data processing and datasets
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βββ notebooks/ # Jupyter notebooks for exploration
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βββ utils/ # Shared utilities and tools
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βββ docs/ # Documentation and guides
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```
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## Contributing
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1. Fork the repository
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2. Create a feature branch
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3. Make your changes
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4. Add tests if applicable
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5. Submit a pull request
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## License
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This project is licensed under the MIT License - see the LICENSE file for details.
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applications/README.md
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# Applications
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Production-ready AI applications and deployments.
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## Structure
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Each application should have its own directory with:
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- `app.py` - Main application entry point
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- `requirements.txt` - Application-specific dependencies
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- `Dockerfile` - Container configuration
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- `README.md` - Application documentation
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experiments/README.md
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# Experiments
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Research prototypes, proof-of-concepts, and experimental AI work.
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## Guidelines
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- Use descriptive directory names with dates (e.g., `2024-01-15-transformer-experiment`)
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- Include a README.md in each experiment explaining the hypothesis and results
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- Keep experiments self-contained with their own dependencies when possible
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models/README.md
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# Models
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Trained models, checkpoints, and model artifacts.
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## Organization
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- `pretrained/` - Downloaded pre-trained models
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- `checkpoints/` - Training checkpoints
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- `fine-tuned/` - Custom fine-tuned models
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## Note
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Large model files should be stored using Git LFS or external storage (HuggingFace Hub, etc.) and referenced here.
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requirements.txt
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# Core AI/ML dependencies
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numpy>=1.21.0
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pandas>=1.3.0
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scikit-learn>=1.0.0
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matplotlib>=3.4.0
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seaborn>=0.11.0
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# Deep Learning
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torch>=1.9.0
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torchvision>=0.10.0
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transformers>=4.20.0
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# Jupyter and development
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jupyter>=1.0.0
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ipykernel>=6.0.0
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ipywidgets>=7.6.0
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# Data processing
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requests>=2.25.0
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beautifulsoup4>=4.9.0
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pillow>=8.3.0
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# Utilities
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tqdm>=4.62.0
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python-dotenv>=0.19.0
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utils/__init__.py
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# Shared utilities for AI applications
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