Photo

AI-driven unstructured data extraction using Apache Camel and LangChain4J

Alexandre Gallice

from Red Hat (France)

About speaker

I'm contributing to the Apache Camel open source project, especially with the Quarkus runtime. Those days, I'm interested in Artificial Intelligence at large.

About speakers company

Red Hat is the enterprise open source company

Abstracts

broad

AI-driven unstructured data extraction using Apache Camel and LangChain4J

A big chunk of the data generated today is unstructured and it's growing at a crazy fast pace.
However, organizations struggle to make value from it. Always in search of solutions, I've experimented a way to use generative AI to extract information from unstructured data.

In this talk, the audience will be reminded with some context and definitions related to unstructured data. We'll detail step by step how to create a prototype demonstrating data extraction with Quarkus LangChain4j and an LLM running on my local machine. Then, we'll see how to use that extraction capability in the middle of today's IT system composed of mixed technologies through the use of Apache Camel Quarkus. Finally, I'll share some lessons learned and thought about the next steps to move to a true production application.

The Program Committee has not yet taken a decision on this talk

other talks of this topic

Photo
Simple and stable UI tests with Ultron

Aleksei Tiurin

Exness

specific
Photo
JavaScript is weird. MythBusters special.

Małgorzata Janeczek

Sector Alarm Tech

broad
Photo
Collaborative applications and how to make them fast

Bartosz Sypytkowski

appflowy.io

specific
Photo
Continuous Profiling on K8s - why, when and how

Ant(on) Weiss

PerfectScale

specific
Photo
Putting the asm in Wasm: from bytecode to native

Edoardo Vacchi

Tetrate

specific
Photo
Algorithm Of Massively Parallel Networking In C++

Vladislav Shpilevoy

VirtualMinds

specific
Photo
Go performance profiling in theory and practice

Alexey Palazhchenko

FerretDB Inc.

broad
Photo
Crafting the Ultimate Docker Image for Spring Applications

Pasha Finkelshteyn

BellSoft

specific
Photo
Become a Gen AI Bot Master in Just 50 Minutes – No Kidding!!

Ambesh Singh

Visionet Systems Deutschland

broad
Photo
Why You Ignore Best Practices and How You Can Fix It

Annelore Egger

OpenValue Switzerland

broad
Photo
Throw exceptions... out of your codebase

Guillaume Faas

Vonage

specific
Photo
How Unit Testing Saved My Career

Annelore Egger

OpenValue Switzerland

broad
Photo
You don't need to implement GraphQL

Sefi Ninio

Tikal Knowledge

specific
Photo
Taking Shortcuts Beyond Your IDE

Annelore Egger

OpenValue Switzerland

broad
Photo
Sculpting Data for Machine Learning: Generative AI edition

Rishabh Misra

Attentive Mobile Inc

broad
Photo
How we elevated tracking data accuracy from ~60% to ~80%

Alina Krasavina

Delivery hero

broad
Photo
C# 13 Unleashed: Live Demos of my Top 10 Cutting-Edge Features!

Ambesh Singh

Visionet Systems Deutschland

broad
Photo
What the @#!? is Auth

Warren Parad

Authress

specific
Photo
From null to applications on Kubernetes

Roberth Strand

Sopra Steria

specific
Photo
Deep dive into the postgres index types

Jesús Espino

Mattermost Inc.

specific
Photo
From Server to Serverless - A story of saving Cost

Yoav Nordmann

Tikal Knowledge

specific
Photo
An Efficient Git Workflow For High-Stakes Projects

Vladislav Shpilevoy

VirtualMinds

specific
Photo
Three Flavors of Pokémon - Framework Agnostic UI Testing

Shelly Goldblit

Dell Technologies

broad
Photo
Path to Golden Path

Daniel Drack

FullStackS GmbH

broad
Photo
UX at the centre of system development and design

Anesu Makwasha

Tose Technologies

specific
Photo
Pros and Cons of Jetpack Compose Toolkit

Stevan Milovanovic

InterVenture

specific
Photo
Workshop: Master Anti-Ban & Web Scraping Techniques (2h)

Fabien Vauchelles

Scrapoxy

specific