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collections/data-science.collection.md

12lines · modecode

1Generate data specifications, Jupyter notebooks, and Streamlit dashboards from natural language descriptions. Evaluate AI-powered data systems against Responsible AI standards. This collection includes specialized agents for data science workflows in Python and RAI assessment.
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3> [!CAUTION]
4> The RAI agents and prompts in this collection are **assistive tools only**. They do not replace qualified human review, organizational RAI review boards, or regulatory compliance programs. All AI-generated RAI artifacts **must** be reviewed and validated by qualified professionals before use. AI outputs may contain inaccuracies, miss critical risks, or produce recommendations that are incomplete or inappropriate for your context.
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6This collection includes agents for:
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8- **Data Specification Generation** — Create structured data schemas and specifications from requirements
9- **Jupyter Notebook Generation** — Build data analysis notebooks with visualizations and documentation
10- **Streamlit Dashboard Generation** — Create interactive dashboards from data sources
11- **Dashboard Testing** — Comprehensive test suites for Streamlit applications
12- **RAI Planner** — Responsible AI assessment with security model analysis, impact assessment, and dual-format backlog handoff
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