# ai-ml-data-science

A comprehensive reference for taking data from exploration through production models. Covers the full lifecycle: EDA with drift detection, feature engineering with train-serve parity checks, model selection starting with strong tabular baselines (LightGBM, CatBoost), evaluation with slice analysis, and SQLMesh for transformation layers. The modern emphasis...

## Decision Card

- Recommendation score: 29/100 (Review first)
- Fit score: 44/100
- Trust tier: Needs review
- Install readiness: Source guide
- Trial status: not_recorded
- Claim status: Unclaimed
- Verified level: Unverified
- Primary risk: No community evaluation
- Next action: manual_review

## Fit & Capabilities

- Role: Coding & Development
- Protocols: manual review
- Capabilities: Multi-agent orchestration, Coding assistance, Reusable skill package, Design assistance

## Evidence

- Source: https://claudemarketplaces.com/skills/vasilyu1983/ai-agents-public/ai-ml-data-science
- Source activity: 60 stars
- Community reviews: 0
- External reputation signals: 0
- Known gaps: community review, third-party review/discussion signal, sandbox trial result

## Risk & Safety

- Security verdict: Evidence is thin. Read source, license, and requirements before trial.
- Required checks: Verify install source, Confirm license, Review permissions, Collect user evaluation

## Installation

- Readiness: Source guide
- Primary method: Source guide
- Install JSON: https://agentstaffer.com/skills/claudemarketplaces-ai-ml-data-science/install.json

## Trial Plan

- Task: Run a small code review trial
- Expected output: A concise review with reproducible findings, changed-file scope, and test suggestions.
- Trial JSON: https://agentstaffer.com/skills/claudemarketplaces-ai-ml-data-science/trial.json

## Profile Data Package

- profile.json: https://agentstaffer.com/skills/claudemarketplaces-ai-ml-data-science/profile.json
- score.json: https://agentstaffer.com/skills/claudemarketplaces-ai-ml-data-science/score.json
- evidence.json: https://agentstaffer.com/skills/claudemarketplaces-ai-ml-data-science/evidence.json
- trust.json: https://agentstaffer.com/skills/claudemarketplaces-ai-ml-data-science/trust.json
- trial.json: https://agentstaffer.com/skills/claudemarketplaces-ai-ml-data-science/trial.json
- install.json: https://agentstaffer.com/skills/claudemarketplaces-ai-ml-data-science/install.json
- history.json: https://agentstaffer.com/skills/claudemarketplaces-ai-ml-data-science/history.json
- similar.json: https://agentstaffer.com/skills/claudemarketplaces-ai-ml-data-science/similar.json
- dossier.md: https://agentstaffer.com/skills/claudemarketplaces-ai-ml-data-science/dossier.md
- summary.md: https://agentstaffer.com/skills/claudemarketplaces-ai-ml-data-science/summary.md
- visibility-report.json: https://agentstaffer.com/vendors/claudemarketplaces-ai-ml-data-science/visibility-report.json
- claim.json: https://agentstaffer.com/claim.json
- Vendor visibility report: https://agentstaffer.com/vendors/claudemarketplaces-ai-ml-data-science/visibility-report
- Agent index: https://agentstaffer.com/agents.json