PyLadies Meetup @ Elastic | Introduction to Retrieval-Augmented Generation (RAG)

Join us for a PyLadies meetup hosted by Elastic on April 23rd at Elastic office in Amsterdam! Doors open at 18.00 and we start with food and refreshments. The presentation begins at 18.30. We wrap up at 20.00.

Address: Elastic's office, Keizersgracht 281, 1016 ED Amsterdam

Agenda:
18:00 - Doors open, food with drinks
18:30 - Talk
19:15 - Q&A
19:30 - Networking
20:00 - Wrap up

Talk:
Introduction to Retrieval-Augmented Generation (RAG)
Retrieval-Augmented Generation (RAG) is a fresh and fest-evolving approach that enhances the functionality of Large Language Models (LLMs). RAG unlocks new potentials and reshapes the design of AI-driven language generation models as we know.

In a presentation we’ll focus on RAG architecture and provide practical insights how to customize LLMs in product applications.
Moreover, we'll show how Elastic’s generative AI capabilities for information retrieval tasks can be combined with RAG. Join us and learn how to navigate the AI-driven language generation in practical engineering contexts.

Speaker: Nastia Havriushenko (ML Engineer @ Elastic)

Key Takeaways:

• Addressing Common Challenges: Learn how RAG tackles common challenges faced by LLMs, such as hallucinations and privacy concerns, by integrating external memory or knowledge bases.
• Practical Applications: Explore practical insights into customizing LLMs for specific product applications, enabling you to leverage RAG's capabilities effectively.
• Integration with Elasticsearch: Explore how Elastic’s generative AI tools seamlessly integrate with customer data, providing enhanced capabilities for information retrieval tasks.

Target Audience:
This talk is tailored for individuals with a basic understanding of Python, artificial intelligence (AI) and language models. Whether you're working with AI applications, delving into data engineering, or developing ML solutions, this session offers valuable insights into the innovative technology of RAG and its implications for language model customization and integration to product.About PyLadies:

PyLadies is a dynamic community dedicated to empowering women in the world of Python programming. With a global presence, PyLadies boasts a diverse membership united by a passion for Python. With a mission to bridge the gender gap in tech, PyLadies provides a welcoming space for women and underrepresented groups of all skill levels to learn, collaborate, and grow. It's a fantastic initiative for fostering diversity and inclusivity in the tech industry.