Does it support Retrieval-Augmented Generation (RAG)?

Yes, it provides code for both basic and advanced RAG, including document splitting, retrieval, and cross-encoder reranking.

Which LLM providers does this skill support?

It primarily supports OpenAI and Anthropic, including patterns for the latest models like GPT-4o and Claude 3.5 Sonnet.

Can this skill help with vector databases?

Yes, it includes implementation patterns for vector databases like Pinecone and provides logic for cosine similarity and batch embeddings.

Can I use this for complex AI workflows?

Absolutely, it includes LangChain integration for chain composition, document loading, and branching logic based on model output.

AI/ML Integration

Name: AI/ML Integration
Author: miles990

bymiles990

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数据科学与机器学习

Integrates cutting-edge AI and machine learning capabilities into applications using LLM APIs, vector databases, and RAG architectures.

This skill empowers Claude to architect and implement robust AI-driven features, ranging from simple API integrations with providers like OpenAI and Anthropic to sophisticated Retrieval-Augmented Generation (RAG) pipelines. It provides production-ready implementation patterns for generating text embeddings, managing vector databases with Pinecone, and orchestrating complex AI workflows using LangChain. Whether building intelligent chatbots, semantic search engines, or autonomous agents, this skill ensures best practices for token management, tool use, and context retrieval are followed.

主要功能

01Advanced RAG implementation with cross-encoder reranking and context management

02Implementation patterns for LLM tool use and function calling

03LangChain orchestration for complex chains and automated document processing

04Multi-provider LLM support for OpenAI and Anthropic Claude APIs

051 GitHub stars

06Semantic search workflows using text embeddings and vector databases like Pinecone

使用场景

01Implementing semantic search for large-scale internal documentation

02Developing autonomous agents that leverage external tools and APIs

03Building context-aware customer support chatbots using RAG

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add miles990/claude-software-skills ai-ml-integration

For use in Claude.ai and ChatGPT

Download Skill