ranxi2001/kaggle-auto-research

notebook-workflow

在线 Kaggle Notebook 开发工作流。本地编写代码 → push 到 Kaggle 运行 → 拉取结果。 避免大数据集下载，利用 Kaggle 免费 GPU/TPU。 触发关键词：notebook、在线跑、push kernel、远程训练、kaggle run、GPU训练。

Quellsprache: Chinesisch

competition-research

Research and analyze a Kaggle competition. Scrapes competition page, reads rules/data description, analyzes top solutions and discussion threads, produces a structured research report. Seeds the IdeaPool with actionable improvement ideas. Trigger: "调研",…

Quellsprache: Mehrsprachig

eda-features

Automated EDA and feature engineering. Generates profiling reports, suggests and creates features based on data patterns and competition type. Includes leakage prevention guardrails and feature quality validation. Trigger: "EDA", "explore data", "数据探索",…

Quellsprache: Chinesisch

iteration-loop

Analyze current performance and drive iterative improvement using tree-search. Uses IdeaPool, ErrorAnalysis, and CodeGen to systematically explore the solution space. NEVER submits during iteration — only generates candidates for review. Trigger: "iterate",…

Quellsprache: Mehrsprachig

model-train

Train models for the current competition. Handles model selection, cross-validation, hyperparameter tuning via Optuna, and ensemble building. Includes hard-won lessons on leakage prevention, test alignment, and CV reliability. Trigger: "train", "训练模型", "tune…

Quellsprache: Englisch

skill-evolution

Meta-skill: automatically upgrade other skills based on new learnings from competition runs. Tracks what worked/failed, updates Lesson Logs, adds new Hard Rules, refines strategies. Trigger: "升级技能", "update skills", "evolve", "what did we learn", "反思",…

Quellsprache: Chinesisch

submit-monitor

Smart submission management with strict daily budget. Never waste submission opportunities. Queue candidates, submit only the best, track CV-LB gap, analyze score trends. Trigger: "submit", "提交", "check leaderboard", "排名", "track score", "submission history",…

Quellsprache: Mehrsprachig

agentic-data-science-competition

AI Agent-driven Kaggle competition workflow. Learn from real competition experience: score stabilization patterns, submission troubleshooting, kernel workflows, GPU task delegation, and the spec-driven development approach that achieved top leaderboard…

Quellsprache: Englisch

kaggle

Unified Kaggle skill. Use when the user mentions kaggle, kaggle.com, Kaggle competitions, datasets, models, notebooks, GPUs, TPUs, hackathons, writeups, badges, or anything Kaggle-related. Handles account setup, competition reports, dataset/model downloads,…

Quellsprache: Englisch