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| # ============================== | |
| # 🎨 Gradio Interface | |
| # ============================== | |
| gradio>=4.0 # Web UI framework for interactive demos | |
| Pillow>=10.0.0 # Image support (required by Gradio) | |
| # ============================== | |
| # ⚙️ Model Loading & Utilities | |
| # ============================== | |
| joblib>=1.3.0 # Serialization for trained ML models | |
| numpy>=1.24.0 # Core numerical computing | |
| scipy>=1.10.0 # Scientific computation support | |
| # ============================== | |
| # 🧠 Machine Learning (Tree-Based) | |
| # ============================== | |
| scikit-learn>=1.3.0 # ML model training, pipelines, preprocessing | |
| xgboost>=1.7.5 # Advanced gradient boosting model | |
| lightgbm>=4.1.0 # Lightweight boosting, optimized for speed | |
| # catboost>=1.2.2 # Optional: GPU-optimized tree model with native categorical support | |
| # ============================== | |
| # 🧪 Experiment Tracking / Logging | |
| # ============================== | |
| rich>=13.0 # Pretty console output for logs | |
| loguru>=0.7.0 # Elegant logging for development | |
| tqdm>=4.66.0 # Loop progress bars | |
| # ============================== | |
| # 📊 Visualization & Debugging | |
| # ============================== | |
| matplotlib>=3.8.0 # Data and evaluation plots | |
| seaborn>=0.13.0 # Statistical charts | |
| plotly>=5.18.0 # Interactive, web-ready visualizations | |
| # ============================== | |
| # 🧰 File Management / API Utils | |
| # ============================== | |
| python-dotenv>=1.0.0 # .env file handling | |
| requests>=2.31.0 # HTTP requests (e.g., APIs, model endpoints) | |
| # ============================== | |
| # ⚠️ Optional: Deep Learning / Transformers | |
| # ============================== | |
| # torch>=2.1.0 # Deep learning framework | |
| # transformers>=4.36.0 # Hugging Face NLP models | |
| # accelerate>=0.24.0 # Multi-GPU/TPU acceleration | |
| # diffusers>=0.21.0 # Stable diffusion for image generation | |
| # tensorflow>=2.15.0 # TensorFlow support | |
| # keras>=2.15.0 # High-level API for deep learning | |
| # ============================== | |
| # 🧼 Code Quality / Dev Tools (Optional) | |
| # ============================== | |
| # black>=24.3.0 # Code formatter | |
| # mypy>=1.8.0 # Static type checker |