2024-05-06 –, Moskau
Embark on a journey to craft a tailored RAG solution, leveraging the power of OpenSearch. Discover the art of deploying a privacy-centric, open-source RAG system, fortified by Langchain and OpenSearch, ensuring data confidentiality while meeting your unique needs.
The RAG systems, such as Microsoft's Copilot and Google's Bard, are playing an increasingly crucial role in our digital daily lives, used every day by hundreds of millions of users.
As these giants compete for supremacy in the field of artificial intelligence, is there an emerging path towards an open-source RAG system that respects data privacy?
This presentation aims to answer this question by exploring the use of the Langchain library and OpenSearch as vector databases.
We will begin with a quick analysis of the foundations of the RAG architecture. Then, we will focus on the implementation, also examining other alternatives to Langchain and OpenSearch.
Finally, we will conclude by presenting the operation of a fully open-source and local RAG system within a concrete use case.
Works with many customers into implementing search engines, helping them improve efficiency and use it for various use cases from search to observability. CTO of Adelean
I'm Pietro, a highly motivated software engineer with a passion for developing cutting-edge search engine solutions. Throughout my career, I've had the privilege of working at Adelean and the INA (French media institution responsible for preserving and promoting French audio-visual heritage), where I've gained valuable experience and honed my expertise in utilizing Elasticsearch to deliver efficient and effective search results.
My background encompasses a strong foundation in machine learning and computer vision, which allows me to incorporate intelligent algorithms into my work. I'm constantly driven to learn and expand my skillset, staying up-to-date with the latest advancements in the field.
Outside of work, I find great pleasure in reading, engaging in sports activities, and even coding for fun. These hobbies not only help me relax and recharge but also provide me with opportunities to explore new ideas and experiment with different programming techniques.
Overall, I am an enthusiastic and dedicated software engineer who thrives on solving complex problems and pushing the boundaries of what's possible in search engine development.