What algorithms does this Claude Code skill support?

The skill supports collaborative filtering, content-based filtering, and hybrid approaches, utilizing algorithms like matrix factorization and cosine similarity.

How does it evaluate the performance of a recommendation engine?

The skill implements various ranking and classification metrics, such as Precision, Recall, and Normalized Discounted Cumulative Gain (NDCG), to ensure model quality.

Can this skill help with the 'cold start' problem?

Yes, it incorporates implementation patterns designed to mitigate cold-start issues for new users or items lacking historical interaction data.

Which Python libraries are typically used by this skill?

It generates code utilizing standard data science libraries including scikit-learn, TensorFlow, PyTorch, and Pandas.

AI Recommendation Engine

Name: AI Recommendation Engine
Author: jeremylongshore

byjeremylongshore

•

884

数据科学与机器学习

Constructs sophisticated recommendation systems using collaborative filtering, content-based filtering, and hybrid approaches to personalize user experiences.

关于

This skill empowers Claude to architect and implement end-to-end recommendation engines by analyzing user preferences and item characteristics. It automates the complex process of algorithm selection, data preprocessing, and model training using industry-standard libraries like scikit-learn and TensorFlow. Whether you are building a product discovery tool for e-commerce or a personalized content feed, this skill provides the patterns and best practices needed to handle scalability, cold-start problems, and performance evaluation.

主要功能

Hybrid recommendation architectures for improved accuracy
Collaborative filtering implementation using matrix factorization
Comprehensive model evaluation using NDCG, precision, and recall metrics
Automated data preprocessing and feature engineering pipelines
884 GitHub stars
Content-based filtering through feature extraction and similarity analysis

使用场景

Building movie or music suggestion engines based on user rating history
Implementing content discovery systems for news sites and digital libraries
Developing personalized product recommendation carousels for e-commerce platforms

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jeremylongshore/claude-code-plugins-plus-skills recommendation-engine

For use in Claude.ai and ChatGPT

Download Skill

GitHub

关于