About

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

Confusion Matrix Generator

Name: confusion-matrix-generator
Author: jeremylongshore

Overview

This skill provides automated assistance for confusion matrix generator tasks within the ML Training domain.

When to Use

This skill activates automatically when you:

Mention "confusion matrix generator" in your request
Ask about confusion matrix generator 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 confusion matrix generator
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 confusion matrix generator" 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-confusion-mat-7fda5b/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-confusion-mat-7fda5b.ocm.jsonjson

{
  "ocm": "1",
  "id": "jeremylongshore-tons-of-skills-marketplace-confusion-mat-7fda5b",
  "kind": "skill",
  "name": "confusion-matrix-generator",
  "description": "Generate confusion matrix generator operations. Auto-activating skill for ML Training. Triggers on: confusion matrix generator, confusion matrix generator Part of the ML Training skill category. Use when working with confusion matrix generator functionality. Trigger with phrases like \"confusion matrix generator\", \"confusion generator\", \"confusion\".",
  "publisher": "jeremylongshore",
  "version": "1.0.0",
  "capabilities": {
    "domains": [
      "math"
    ],
    "tags": [
      "skill-md",
      "ai",
      "machine-learning",
      "skills-sh"
    ],
    "languages": [
      "en"
    ]
  },
  "quality_prior": 0.6,
  "examples": [
    "Generate confusion matrix generator operations. Auto-activating skill for ML Training. Triggers on: confusion matrix generator, confusion matrix generator Part of the ML Training skill category. Use when working with confusion matrix generator functionality. Trigger with phrases like \"confusion matrix generator\", \"confusion generator\", \"confusion\"."
  ],
  "primary": false,
  "metadata": {
    "source": {
      "provider": "skills.sh",
      "repository": "https://github.com/jeremylongshore/tons-of-skills-marketplace",
      "path": "skills/07-ml-training/confusion-matrix-generator/SKILL.md",
      "ref": "HEAD",
      "url": "https://github.com/jeremylongshore/tons-of-skills-marketplace/blob/HEAD/skills/07-ml-training/confusion-matrix-generator/SKILL.md",
      "key": "jeremylongshore/tons-of-skills-marketplace/skills/07-ml-training/confusion-matrix-generator/SKILL.md"
    },
    "compatibility": "Designed for Claude Code",
    "allowed_tools": [
      "Read,",
      "Write,",
      "Edit,",
      "Bash(python:*),",
      "Bash(pip:*)"
    ],
    "license": "MIT"
  },
  "instructions": "# Confusion Matrix Generator\n\n## Overview\n\nThis skill provides automated assistance for confusion matrix generator tasks within the ML Training domain.\n\n## When to Use\n\nThis skill activates automatically when you:\n- Mention \"confusion matrix generator\" in your request\n- Ask about confusion matrix generator 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 confusion matrix generator\n2. Follows industry best practices and pa",
  "cost": {
    "context_tokens": 427
  }
}

Fetch it by URL: GET /api/v1/registry/jeremylongshore-tons-of-skills-marketplace-confusion-mat-7fda5b/manifest?version=1.0.0

Reviews

Star ratings from people who tried it. One review per account; edit yours any time.

No reviews yet. Install it, try it, and be the first to rate it.