Scikit Learn
zLanqing/codex-claude-academic-skills
Machine learning in Python with scikit-learn. An agent skill from zLanqing/codex-claude-academic-skills.
Build sklearn pipeline builder operations. An agent skill from jeremylongshore/tons-of-skills-marketplace.
Install Sklearn Pipeline Builder
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill sklearn-pipeline-builder -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace sklearn-pipeline-builder --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/07-ml-training/sklearn-pipeline-builder .claude/skills/sklearn-pipeline-builder && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "sklearn-pipeline-builder" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/07-ml-training/sklearn-pipeline-builder into .claude/skills/sklearn-pipeline-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sklearn-pipeline-builder", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/07-ml-training/sklearn-pipeline-builderType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill sklearn-pipeline-builder -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace sklearn-pipeline-builder --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/07-ml-training/sklearn-pipeline-builder .agents/skills/sklearn-pipeline-builder && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "sklearn-pipeline-builder" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/07-ml-training/sklearn-pipeline-builder into .agents/skills/sklearn-pipeline-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sklearn-pipeline-builder", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill sklearn-pipeline-builder -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace sklearn-pipeline-builder --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/07-ml-training/sklearn-pipeline-builder .cursor/skills/sklearn-pipeline-builder && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "sklearn-pipeline-builder" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/07-ml-training/sklearn-pipeline-builder into .cursor/skills/sklearn-pipeline-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sklearn-pipeline-builder", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/jeremylongshore/tons-of-skills-marketplace.git --path skills/07-ml-training/sklearn-pipeline-builder--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill sklearn-pipeline-builder -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace sklearn-pipeline-builder --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/07-ml-training/sklearn-pipeline-builder .gemini/skills/sklearn-pipeline-builder && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "sklearn-pipeline-builder" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/07-ml-training/sklearn-pipeline-builder into .gemini/skills/sklearn-pipeline-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sklearn-pipeline-builder", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install jeremylongshore/tons-of-skills-marketplace sklearn-pipeline-builderInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill sklearn-pipeline-builder -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/07-ml-training/sklearn-pipeline-builder .github/skills/sklearn-pipeline-builder && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "sklearn-pipeline-builder" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/07-ml-training/sklearn-pipeline-builder into .github/skills/sklearn-pipeline-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sklearn-pipeline-builder", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill sklearn-pipeline-builder -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace sklearn-pipeline-builder --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/07-ml-training/sklearn-pipeline-builder .opencode/skills/sklearn-pipeline-builder && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "sklearn-pipeline-builder" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/07-ml-training/sklearn-pipeline-builder into .opencode/skills/sklearn-pipeline-builder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sklearn-pipeline-builder", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
sklearn-pipeline-builder- GitHub stars
- 2.8k
- Token cost
- ~579 tokens
- SKILL.md length
- 197 words
- Files
- 1
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Build sklearn pipeline builder operations. An agent skill from jeremylongshore/tons-of-skills-marketplace.
- Works in 4 steps: Provides step-by-step guidance for… → Follows industry best practices and… → Generates production-ready code and… → …
- : sklearn pipeline builder
- SKILL.md covers Overview, When to Use, Instructions and Examples, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Sklearn Pipeline Builder is an agent skill from jeremylongshore/tons-of-skills-marketplace. Build sklearn pipeline builder operations. Auto-activating skill for ML Training. Triggers on: sklearn pipeline builder, sklearn pipeline builder Part of the ML Training skill category. Use when working with sklearn pipeline builder functionality. Trigger with phrases like "sklearn pipeline builder", "sklearn builder", "sklearn".
Its SKILL.md is about 580 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Designed for Claude Code
It sits in Data & Analytics, covering Machine learning. It works with scikit-learn. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.
When your agent uses it
- : sklearn pipeline builder
- Sklearn pipeline builder Part of the ML Training skill category
- Working with sklearn pipeline builder functionality
- With phrases like sklearn pipeline builder
Example prompts
- “sklearn pipeline builder”
- “sklearn builder”
- “sklearn”
- “/sklearn-pipeline-builder”
Requirements
- Compatibility (from SKILL.md): Designed for Claude Code
- Pre-approved tools (allowed-tools): Read, Write, Edit, Bash(python:*), Bash(pip:*)
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Provides step-by-step guidance for sklearn pipeline builder
- Follows industry best practices and patterns
- Generates production-ready code and configurations
- Validates outputs against common standards
What it can do on your machine
Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
ReadWriteEditBash(python:*)Bash(pip:*)
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
Designed for Claude Code
From compatibility in the SKILL.md frontmatter.
Context cost
Sklearn Pipeline Builder loads about 579 tokens when it runs. Until then it costs about 89 tokens; SKILL.md has 197 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 197 words, ~579 tokens.
Download SKILL.mdSave it as
.claude/skills/sklearn-pipeline-builder/SKILL.md (or your agent's skills folder).- name
- sklearn-pipeline-builder
- description
- Build sklearn pipeline builder operations. Auto-activating skill for ML Training. Triggers on: sklearn pipeline builder, sklearn pipeline builder Part of the ML Training skill category. Use when working with sklearn pipeline builder functionality. Trigger with phrases like "sklearn pipeline builder", "sklearn builder", "sklearn".
- allowed-tools
- Read, Write, Edit, Bash(python:*), Bash(pip:*)
- compatibility
- Designed for Claude Code
- version
- 1.0.0
- license
- MIT
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- tags
- ai, machine-learning
Sklearn Pipeline Builder
Overview
This skill provides automated assistance for sklearn pipeline builder tasks within the ML Training domain.
When to Use
This skill activates automatically when you:
- Mention "sklearn pipeline builder" in your request
- Ask about sklearn pipeline builder patterns or best practices
- Need help with machine learning training skills covering data preparation, model training, hyperparameter tuning, and experiment tracking.
Instructions
- Provides step-by-step guidance for sklearn pipeline builder
- Follows industry best practices and patterns
- Generates production-ready code and configurations
- Validates outputs against common standards
Examples
Example: Basic Usage Request: "Help me with sklearn pipeline builder" Result: Provides step-by-step guidance and generates appropriate configurations
Prerequisites
- Relevant development environment configured
- Access to necessary tools and services
- Basic understanding of ml training concepts
Output
- Generated configurations and code
- Best practice recommendations
- Validation results
Error Handling
| Error | Cause | Solution |
|---|---|---|
| Configuration invalid | Missing required fields | Check documentation for required parameters |
| Tool not found | Dependency not installed | Install required tools per prerequisites |
| Permission denied | Insufficient access | Verify credentials and permissions |
Resources
- Official documentation for related tools
- Best practices guides
- Community examples and tutorials
Related Skills
Part of the ML Training skill category. Tags: ml, training, pytorch, tensorflow, sklearn
© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/07-ml-training/sklearn-pipeline-builder of jeremylongshore/tons-of-skills-marketplace.
Open the folder on GitHubat commit cfae287
Compare with similar skills
Sklearn Pipeline Builder next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Sklearn Pipeline Builder this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~579 | Automated safety check: Pass | MIT | |
| Scikit LearnzLanqing/codex-claude-academic-skills | 4.7k | 16 repos | ~3.9k | Automated safety check: Pass | BSD-3-Clause | |
| Senior Data ScientistRaidriar7170/hermes-skilleval | 125 | 5 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Time Series Analytics Useropen-edge-platform/edge-ai-libraries | 171 | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Estimate Online Covariancemicroprediction/precise | 337 | — | ~535 | Automated safety check: Pass | MIT | |
| Precisemicroprediction/precise | 337 | — | ~782 | Automated safety check: Pass | MIT |
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Time Series Analytics User
open-edge-platform/edge-ai-libraries
Build a new time-series analytics use case on top of the deployed Time Series Analytics microservice — bring it up with Docker Compose (from a repo clone, or by fetching the compose files from…
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Estimate a covariance / correlation / precision matrix incrementally with precise.
Precise
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Online (incremental) covariance, correlation, and precision estimation in Python — the streaming complement to sklearn.covariance.
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Guides time series machine learning with the aeon toolkit: classification, regression, clustering, forecasting, anomaly detection, segmentation and similarity search.
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Related
Works with
Categories
Questions about Sklearn Pipeline Builder
What does Sklearn Pipeline Builder do?
Build sklearn pipeline builder operations. An agent skill from jeremylongshore/tons-of-skills-marketplace. Sklearn Pipeline Builder is an agent skill from jeremylongshore/tons-of-skills-marketplace. Build sklearn pipeline builder operations.
When should I use Sklearn Pipeline Builder?
Sklearn Pipeline Builder fits situations like: : sklearn pipeline builder; sklearn pipeline builder Part of the ML Training skill category; working with sklearn pipeline builder functionality; with phrases like sklearn pipeline builder.
How do I install Sklearn Pipeline Builder in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill sklearn-pipeline-builder -a claude-code`. Or copy the skill folder (skills/07-ml-training/sklearn-pipeline-builder in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/sklearn-pipeline-builder in your project. Claude Code loads it when a task matches its description.
How do I install Sklearn Pipeline Builder in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill sklearn-pipeline-builder -a codex`. Or copy the skill folder (skills/07-ml-training/sklearn-pipeline-builder in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/sklearn-pipeline-builder in your project. Codex loads it when a task matches its description.
Can I use Sklearn Pipeline Builder in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill sklearn-pipeline-builder -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/sklearn-pipeline-builder, .gemini/skills/sklearn-pipeline-builder, .github/skills/sklearn-pipeline-builder and .opencode/skills/sklearn-pipeline-builder in your project.
What does Sklearn Pipeline Builder need to run?
SKILL.md names no scripts, command-line tools or credentials: Sklearn Pipeline Builder is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(python:*), Bash(pip:*). Compatibility (from SKILL.md): Designed for Claude Code.
Does Sklearn Pipeline Builder access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Sklearn Pipeline Builder safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Sklearn Pipeline Builder use?
Sklearn Pipeline Builder is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Sklearn Pipeline Builder use?
About 579 tokens (SKILL.md is roughly 2.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Sklearn Pipeline Builder?
Skills that share tags, products or a category with Sklearn Pipeline Builder: Scikit Learn (zLanqing/codex-claude-academic-skills, 4.7k stars), Senior Data Scientist (Raidriar7170/hermes-skilleval, 125 stars), Time Series Analytics User (open-edge-platform/edge-ai-libraries, 171 stars) and Estimate Online Covariance (microprediction/precise, 337 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Sklearn Pipeline Builder?
jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.
Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.