Claude ML Skill — AI skill for Claude Code
An autonomous Grandmaster-level skill for Claude that turns it into a top-1% ML competition partner.
How to install Claude ML Skill
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open laksh344/Claude-ml-skill and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
What Claude ML Skill does
**An autonomous Grandmaster-level skill for Claude that turns it into a top-1% ML competition partner.**
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README
🏆Claude Skill for ML/AI Competitions
**An autonomous Grandmaster-level skill for Claude that turns it into a top-1% ML competition partner.**
Built with insights from 2025–2026 research (TRM, SOAR, CompressARC, Gemma 4 MoE, agentic RAG) and battle-tested across 12 competition domains.
[](https://github.com/YOUR_USERNAME/kaggle-ml-skill) [](LICENSE) [](#supported-competition-types) [](#file-overview)
📊 Benchmarks: With Skill vs Without Skill
We evaluated Claude on **6 real competition prompts** spanning tabular, audio, LLM fine-tuning, ARC-AGI, time-series, and math reasoning. Each response was scored 0–10 across 8 quality dimensions by comparing the output against known winning strategies from top Kaggle solutions.
Radar Comparison
Aggregate Scores
| Evaluation Criteria | 🔴 Without Skill | 🟢 With Skill | Δ Improvement |
|---|---|---|---|
| Leakage Detection | 2/10 | 9/10 | +350% |
| CV Strategy Correctness | 4/10 | 9/10 | +125% |
| 2026 Research Awareness | 1/10 | 10/10 | +900% |
| Metric-Specific Optimization | 3/10 | 9/10 | +200% |
| Ensemble Strategy | 2/10 | 8/10 | +300% |
| Code Completeness (E2E Runnable) | 5/10 | 9/10 | +80% |
| Domain-Specific Techniques | 3/10 | 10/10 | +233% |
| Submission Validation | 1/10 | 9/10 | +800% |
| Overall Average | 2.6/10 | 9.1/10 | +250% |
Per-Prompt Breakdown
| # | Prompt | Type | Without Skill | With Skill | What Changed |
|---|---|---|---|---|---|
| 1 | "Build a pipeline for binary classification, metric=AUC-ROC" | Tab |
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