PINECONE VECTOR STORE OPTIMIZATION SPECIALIST
Descrição da oferta de emprego
We are seeking a skilled freelancer to optimize our Pinecone vector store for an existing RAG (Retrieval-Augmented Generation) system integrated with GPT-4, Superbase, and LangChain.
The system functions like a chatbot, and your role will be to enhance retrieval accuracy, query performance, and metadata management.
Responsibilities.
1.
Optimize Pinecone Vector Store.
• Improve index configurations (dimensionality, similarity metrics).
• Implement metadata tagging for refined search results.
2.
Enhance RAG Pipeline.
• Tune retrieval workflows between Pinecone and GPT-4 using LangChain.
• Experiment with hybrid search (semantic + keyword-based) for better relevance.
3.
Monitor and Debug Performance.
• Analyze query patterns and improve vector indexing.
• Use tools like Atlas or scripts to detect embedding drift and enhance performance.
Skills Required.
• Pinecone expertise (indexing, metadata, query optimization).
• Familiarity with OpenAI APIs and embedding models (text-embedding-ada-002).
• Proficiency in Python (pinecone-client, langchain, openai).
• Experience with RAG pipelines and chatbot integrations.
What We Provide.
• An existing RAG system with Pinecone, GPT-4, and Superbase.
• Clear goals for optimization and ongoing support from our technical team.
How to Apply.
Please include.
• A brief summary of your experience with vector stores or Pinecone.
• Any past projects related to RAG, GPT-4, or similar systems.
• Your approach to improving vector store efficiency and retrieval relevance.
Retrieval-Augemented Generation Programação de Banco de Dados Natural Language Processing Python Database Design ID do Projeto.
# Sobre o projeto 76 propostas Aberto para ofertas Projeto remoto Ativo em 1 minuto atrás
Detalhes da oferta
- Indeterminado
- Em todo Portugal
- Indeterminado - Indeterminado
- 25/12/2024
- 25/03/2025
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