Can I use this for non-classification tasks?

This specific skill is optimized for classification (predicting categories). For regression or unsupervised tasks, you should look for other specialized Data Science skills.

Do I need to clean my data before using this skill?

While the skill includes automated preprocessing and data validation, providing high-quality, clean labeled data will always yield the best results.

What types of classification models can this skill build?

It can build various supervised learning models suitable for categorical outcomes, including binary and multi-class classifiers.

How does it handle model optimization?

It utilizes the classification-model-builder plugin to perform hyperparameter tuning and model selection, finding the most efficient configuration for your specific dataset.

Which performance metrics are included in the reports?

The skill provides a full evaluation suite including accuracy, precision, recall, and F1-score to ensure the model meets your performance standards.

Classification Model Builder

Name: Classification Model Builder
Author: BbgnsurfTech

byBbgnsurfTech

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数据科学与机器学习

Builds, optimizes, and evaluates robust supervised machine learning classification models automatically from labeled datasets.

关于

This skill empowers Claude to act as a data science assistant by automating the end-to-end process of building classification models. It handles critical pipeline stages including data preprocessing, feature engineering, algorithm selection, and hyperparameter optimization. Whether you are predicting customer churn or detecting spam, this skill ensures best practices are followed, providing comprehensive performance metrics like F1-score and accuracy to validate the model's reliability and readiness for production.

主要功能

3 GitHub stars
Comprehensive performance reporting including F1-score and Recall
Automated data preprocessing and feature selection
Intelligent ML algorithm selection and model training
Automated hyperparameter tuning for model optimization
Code generation for reproducible classification workflows

使用场景

Predicting customer churn based on historical behavioral data
Categorizing support tickets or documents into predefined labels
Building a spam detection system from an email dataset

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add bbgnsurftech/claude-skills-collection classification-model-builder

For use in Claude.ai and ChatGPT

Download Skill

GitHub

关于