Pinecone Vector Store Optimization Specialist

オープン 投稿 2日前 着払い 終了日 5 日
オープン 着払い 終了日 5 日

Pinecone Vector Store Optimization Specialist for RAG System

Job Description:

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 データベースプログラミング Natural Language Processing Python Database Design

プロジェクトID: #38924607

プロジェクトについて

116個の提案 入札可能 リモートプロジェクト アクティブ 昨日

116人のフリーランサーが、平均$1098 で、この仕事に入札しています。

LiveExperts

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$1500 USD 1日以内
(32件のレビュー)
7.2
ZohaibRoy

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(73件のレビュー)
7.0
gowrilakshmi2322

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$1125 USD 7日以内
(33件のレビュー)
6.5
ahmadayaz

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$1125 USD 7日以内
(7件のレビュー)
6.4
OutsourceMan

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$1125 USD 7日以内
(12件のレビュー)
5.9
Feriver

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$1500 USD 11日以内
(31件のレビュー)
5.4
Isoropisths

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$999 USD 11日以内
(5件のレビュー)
5.3
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(38件のレビュー)
5.6
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(6件のレビュー)
5.4
abhisaini0188

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(6件のレビュー)
5.3
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(19件のレビュー)
5.2
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$1500 USD 15日以内
(7件のレビュー)
4.7
djsmoothy

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(レビュー1件)
4.4
akkiwadhwa1995

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(16件のレビュー)
4.4
redstone2409

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$1500 USD 7日以内
(2件のレビュー)
3.6
kursv526

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(2件のレビュー)
3.6
Mrenat1

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$1000 USD 7日以内
(2件のレビュー)
3.3
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$1200 USD 10日以内
(レビュー1件)
3.2
maryam951

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$750 USD 10日以内
(3件のレビュー)
3.3
vasylt4

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$750 USD 3日以内
(2件のレビュー)
2.8