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evaluating-models

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Objective ML model evaluation, automated.

Data & Analytics#benchmark#mlflow#model-evaluation#evaluate#confusion-matrix#pr-curve
AuthorAlanlee0323
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Expert system for evaluating machine learning models. Automates the analysis of Confusion Matrices, PR Curves, and MLflow history comparison to provide objective, data-driven recommendations.

Core Features & Use Cases

  • Confusion Matrix analysis to identify class-level errors and misclassifications.
  • PR Curve interpretation and F1-score guidance across thresholds.
  • Historical benchmarking via MLflow to compare best runs and track performance trends.

Quick Start

Run the evaluation workflow on a completed training run to generate a concise performance report.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: evaluating-models
Download link: https://github.com/Alanlee0323/my-agent-skills/archive/main.zip#evaluating-models

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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