职业分类
数据科学家
描述
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。
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ranxi2001/kaggle-auto-research
SkillsMP 已收集 ranxi2001/kaggle-auto-research 中的 9 个 Skill。打开任一 Skill 可查看来源和详情。
- 最近记录的来源活动
- SkillsMP 收录数据更新
- 已收集 skills
- 9
- GitHub 星标
- 2
- GitHub Forks
- 0
这个仓库中的 skills
1 个职业分类 · 已分类 100%
已展示 9 / 9 个已收集 Skill。
skill
职业分类
描述
更新
职业分类
数据科学家
描述
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",…
原文语言：多语言混合
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职业分类
数据科学家
描述
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",…
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职业分类
数据科学家
描述
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",…
原文语言：多语言混合
更新
职业分类
数据科学家
描述
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…
原文语言：英语
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职业分类
数据科学家
描述
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",…
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职业分类
数据科学家
描述
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",…
原文语言：多语言混合
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职业分类
数据科学家
描述
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…
原文语言：英语
更新
职业分类
数据科学家
描述
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,…
原文语言：英语
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已展示 9 / 9 个已收集 Skill。