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Skillv1.0.0

sklearn-pipeline-builder

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 worki

by jeremylongshore(0) 0 installs
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Free account. Installing gives you the manifest plus copy-paste snippets.

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About

Imported from jeremylongshore/tons-of-skills-marketplace (skills/07-ml-training/sklearn-pipeline-builder/SKILL.md). Install upstream with npx skills add jeremylongshore/tons-of-skills-marketplace --skill sklearn-pipeline-builder. Copyright stays with the author (MIT).

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

  1. Provides step-by-step guidance for sklearn pipeline builder
  2. Follows industry best practices and patterns
  3. Generates production-ready code and configurations
  4. 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

Use it

Copy one of these into your project. Installing also returns the manifest and these snippets.

yaml
targets:
  - https://api.opensmartroute.ai/api/v1/registry/jeremylongshore-tons-of-skills-marketplace-sklearn-pipel-cfc460/manifest   # or paste the manifest below

Manifest

An Open Capability Manifest: the router reads it to know what this does, what it costs and when to pick it.

jeremylongshore-tons-of-skills-marketplace-sklearn-pipel-cfc460.ocm.jsonjson
{
  "ocm": "1",
  "id": "jeremylongshore-tons-of-skills-marketplace-sklearn-pipel-cfc460",
  "kind": "skill",
  "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\".",
  "publisher": "jeremylongshore",
  "version": "1.0.0",
  "capabilities": {
    "domains": [
      "general"
    ],
    "tags": [
      "skill-md",
      "ai",
      "machine-learning",
      "skills-sh"
    ],
    "languages": [
      "en"
    ]
  },
  "quality_prior": 0.6,
  "examples": [
    "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\"."
  ],
  "primary": false,
  "metadata": {
    "source": {
      "provider": "skills.sh",
      "repository": "https://github.com/jeremylongshore/tons-of-skills-marketplace",
      "path": "skills/07-ml-training/sklearn-pipeline-builder/SKILL.md",
      "ref": "HEAD",
      "url": "https://github.com/jeremylongshore/tons-of-skills-marketplace/blob/HEAD/skills/07-ml-training/sklearn-pipeline-builder/SKILL.md",
      "key": "jeremylongshore/tons-of-skills-marketplace/skills/07-ml-training/sklearn-pipeline-builder/SKILL.md"
    },
    "compatibility": "Designed for Claude Code",
    "allowed_tools": [
      "Read,",
      "Write,",
      "Edit,",
      "Bash(python:*),",
      "Bash(pip:*)"
    ],
    "license": "MIT"
  },
  "instructions": "# Sklearn Pipeline Builder\n\n## Overview\n\nThis skill provides automated assistance for sklearn pipeline builder tasks within the ML Training domain.\n\n## When to Use\n\nThis skill activates automatically when you:\n- Mention \"sklearn pipeline builder\" in your request\n- Ask about sklearn pipeline builder patterns or best practices\n- Need help with machine learning training skills covering data preparation, model training, hyperparameter tuning, and experiment tracking.\n\n## Instructions\n\n1. Provides step-by-step guidance for sklearn pipeline builder\n2. Follows industry best practices and patterns\n3. ",
  "cost": {
    "context_tokens": 424
  }
}

Fetch it by URL: GET /api/v1/registry/jeremylongshore-tons-of-skills-marketplace-sklearn-pipel-cfc460/manifest?version=1.0.0

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