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Running
| # Core Dependencies | |
| groq>=0.13.0 # Updated for httpx compatibility | |
| mistralai>=0.0.7 # Mistral AI - 1B tokens/month (corrected version) | |
| python-dotenv==1.0.0 | |
| # Data Processing | |
| polars>=0.20.3 | |
| duckdb>=0.10.0 | |
| pyarrow>=14.0.1 | |
| pandas>=2.2.0 # Updated for Python 3.13 compatibility | |
| # Machine Learning | |
| scikit-learn>=1.4.0 | |
| xgboost>=2.0.3 | |
| lightgbm>=4.6.0 | |
| catboost>=1.2.8 | |
| optuna>=3.5.0 | |
| # Explainability | |
| shap>=0.44.1 | |
| # Advanced ML Tools | |
| imbalanced-learn>=0.12.0 | |
| # Statistical Analysis | |
| scipy>=1.11.4 | |
| statsmodels>=0.14.1 | |
| # Visualization | |
| matplotlib>=3.8.2 | |
| seaborn>=0.13.1 | |
| plotly>=5.18.0 # Interactive visualizations | |
| # EDA Report Generation | |
| ydata-profiling>=4.17.0 # Comprehensive automated EDA reports with Python 3.13 compatibility | |
| # User Interface | |
| # gradio>=5.49.1 # Replaced with React frontend | |
| # REST API (Cloud Run) | |
| fastapi>=0.109.0 | |
| uvicorn>=0.25.0 | |
| python-multipart>=0.0.6 # For file uploads | |
| # Text Processing | |
| textblob>=0.17.1 | |
| # Time Series Forecasting | |
| prophet>=1.1.5 | |
| holidays>=0.38 | |
| # MLOps & Explainability | |
| lime==0.2.0.1 | |
| fairlearn==0.10.0 | |
| # NLP (Optional - Uncomment for advanced NLP tools) | |
| # These are optional but recommended for full NLP capabilities | |
| # spacy==3.7.2 # For named entity recognition (perform_named_entity_recognition) | |
| # transformers==4.35.2 # For transformer-based sentiment & topic modeling | |
| # sentence-transformers==2.2.2 # For semantic text similarity | |
| # bertopic==0.16.0 # For advanced topic modeling | |
| # Computer Vision (Optional - Uncomment for CV tools) | |
| # These are optional but recommended for full CV capabilities | |
| # torch==2.1.0 # For CNN-based image feature extraction | |
| # torchvision==0.16.0 # For pre-trained models (ResNet, EfficientNet, VGG) | |
| Pillow==10.1.0 # For basic image processing | |
| #opencv-python==4.8.1 # For advanced image processing & color features | |
| # Business Intelligence (Optional - Uncomment for advanced BI tools) | |
| # These are optional but add specialized capabilities | |
| # lifetimes==0.11.3 # For customer lifetime value modeling | |
| # econml==0.15.0 # For advanced causal inference | |
| # CLI & UI | |
| typer==0.9.0 | |
| rich==13.7.0 | |
| tqdm==4.66.1 | |
| # Utilities | |
| pydantic==2.5.3 | |
| joblib==1.3.2 | |
| # Google Cloud Integration | |
| google-cloud-bigquery==3.14.1 | |
| google-cloud-storage==2.14.0 # For GCS artifact storage | |
| google-auth==2.25.2 | |
| google-generativeai==0.3.2 # For Gemini LLM support | |
| # Testing | |
| pytest==7.4.3 | |
| pytest-mock==3.12.0 | |
| pytest-cov==4.1.0 | |
| # Development | |
| black==23.12.1 | |
| flake8==7.0.0 | |
| mypy==1.8.0 | |