Deep Dive into Retrieval Augmented Generation (RAG) with LangChain / Agents

APR 06, 2024 @ 10:30 -0400

Deep Dive into Retrieval Augmented Generation (RAG) with LangChain / Agents

The Ubuntu TechHive

RSVP

🚀 Join us for an enlightening Ubuntu TechHive meetup where we'll take a deep dive into Retrieval Augmented Generation (RAG) with LangChain / Agents! Implementing advanced retrieval-augmented generation involves combining techniques from natural language processing (NLP), information retrieval (IR), and machine learning (ML) to generate coherent and contextually relevant responses.

🎯 Topics:

  1. Problem Definition
  2. Data Collection and Preprocessing
  3. Retrieval Model
  4. Generation Model
  5. Integration and Architecture
  6. Fine-tuning and Evaluation
  7. Deployment and Monitoring
  8. Continuous Improvement
  9. Ethical Considerations During Implementation

We will utilize Vector-store, Python, and LangChain modules such as Model I/O, Retrieval, Agents, Chains, and many more. We will explore Naïve RAG and ways of optimizing it for retrieval quality.

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