Name: [Community Partner] AWS Community Day Bengaluru 2025
Start: 2025-05-23T03:30:00.000Z
Location: Conrad Bengaluru

Tired of endlessly tweaking prompts and getting unpredictable results? It’s time to stop treating LLMs like magic boxes and start building real, inspectable systems. In this 2-hour workshop, you’ll learn how to architect AI agents that reason over your data using Retrieval-Augmented Generation (RAG) with Neo4j.

We’ll dive into Python and the `neo4j-graph-rag` library to build RAG pipelines that connect LLMs to both structured and unstructured data, organized as a knowledge graph.

You’ll learn how to structure your content and vector store to make your agent workflows transparent and testable. See exactly what’s being retrieved, trace reasoning paths, and iterate with real feedback—not guesswork.

Then we’ll walk through an agentic example where your LLM does more than generate text—it queries the graph, interprets context, and makes traceable decisions. You’ll see how to debug and improve each step in the pipeline.

By the end, you’ll know how to build intelligent, production-ready AI systems that behave the way you expect—and improve over time.

Register here

Graph Database - San Francisco

Neo4j

Lawrence L

Henry Kendall

Lawrence

Rory Bramwell

sagar duwal

Bazeed Shaik

George J Johnson

Fodé Diop

Ramakrishna Battala

becky

suya liu

Constantine Kim

Diego Marcuz

Sasha

amado gorospe 

Murali

Don’t Prompt Harder. Architect Smarter!

GitHub

Register: [https://lu.ma/zdu7t3l8](https://lu.ma/zdu7t3l8)

**We're back with AI Engineer London Meetup #6!**
​London's go-to meetup for AI practitioners, researchers, builders and founders.
​Join us for an evening of talks, drinks and networking with fellow AI enthusiasts!
​​​Note we have limited space and attendance approval is made on a first-come basis. Registrations only via the lu.ma link above!

**Speakers:**
**Tomaz Bratanic -** *Agentic GraphRAG*
**Andrew and Ben, Motorway -** *Prepping Vehicles using GenAI and Search*
**Robert Shin, Granola -** What does AI engineering mean at Granola?

Graph Database - United Kingdom

Rashmi

Seref Arikan

T Gabuniya

Elfriede

Ravi

Mitesh Tank

Barbara Fajardo

Matthew S

Briar Adams

Dmitry Mamonov

Harshita Deolia

AI Engineer Meetup #6

London, England

Join us for an exciting evening where cutting-edge Generative AI meets the power of Graph Technology! In **"Knowledge Reimagined: Graphs + Generative AI in Action,"** we’ll explore how combining large language models (LLMs) with connected data unlocks smarter, more context-aware applications.

**Venue:** #Collab Space -Level1 , PIXEL, 10 Central Exchange Green, Singapore 138649 ([https://maps.app.goo.gl/XpQ9KBvrdMawGFzQA?g_st=iw](https://maps.app.goo.gl/XpQ9KBvrdMawGFzQA?g_st=iw))

**The agenda of the evening would be:**
\- 6pm: doors open
\- 6\.30pm: announcements and welcome
\- 6\.40pm: 1st Talk
\- 7\.10pm: 2nd Talk
\- 7:40pm: Networking
\- 8\.10pm: doors close

**Speaker:**

🎤 [Ilya Verbitskiy](https://www.linkedin.com/in/ilya-5a1024338/), Solution Architect
**Talk Topic**: Unlocking the Power of Graph Databases with Neo4j
**Talk Description**: Graph databases are revolutionizing the way we store, analyze, and interact with connected data. Unlike traditional relational databases, graph databases like Neo4j provide an intuitive, efficient, and flexible way to model relationships, making them essential for applications like recommendation engines, social networks, fraud detection, and more.
In this workshop, we will explore Neo4j, the world’s leading graph database platform, and dive into its robust features and capabilities. Whether you're new to graph databases or seeking to deepen your knowledge, this workshop will equip you with the skills to leverage Neo4j for your projects.
**Speaker Bio**: As a solution architect in the finance and e-commerce sectors, Ilya gained over 20 years of experience developing complex software in teams, large and small. Before starting his business, he worked for several multinational companies in Europe, Southeast Asia, and North America.
Ilya Verbitskiy is a solution architect who helps DBS scale up its workloads in the cloud. His fields of interest include cloud-native solutions, high-load architectures, and information security. Outside of work, he's a husband and father and enjoys sports, games, and learning everything about everything.

🎤 [Kenneth Leung](https://www.linkedin.com/in/kennethleungty/), Senior Data Scientist, Boston Consulting Group
**Talk Topic**: Bridging Natural Language and Databases: A Knowledge Graph Approach to Text-to-SQL
**Talk Description**: How can we turn natural language into precise, syntactically correct SQL queries—especially in complex, domain-specific environments? In this talk, Kenneth Leung (Senior Data Scientist at BCG) explores how knowledge graphs can serve as a powerful semantic layer for enhancing text-to-SQL systems.
By using Neo4j and incorporating insights from domain experts, we can transform SQL database metadata into a structured ontology—representing tables, columns, and domain concepts as graph nodes. These graphs capture relationships like foreign keys, synonyms, and contextual terms, enabling intelligent disambiguation and mapping of user queries.
Kenneth will walk through a GraphRAG-powered approach to retrieval and reasoning, where graph traversal is used to find relevant entities, which are then fed into LLMs to generate accurate SQL. The result is a robust, explainable, and adaptable pipeline for natural language interfaces to databases—grounded in both graph theory and cutting-edge AI.
**Speaker Bio**: Kenneth is a Senior Data Scientist at BCG, with expertise in designing and delivering AI solutions across banking, insurance, manufacturing, and healthcare. He collaborates closely with clients to translate business needs into actionable AI solutions, identify high-impact opportunities, build machine learning models, and embed AI into core business processes.
At BCG, he has led and supported projects across Asia-Pacific, helping organizations tackle complex business challenges by turning strategy into execution. His work covers the full AI lifecycle—from developing predictive models and GenAI applications to setting up MLOps pipelines and guiding teams on best practices in data science and engineering.
Outside of his work, he is a leading tech author, and a licensed pharmacist in both Singapore and Hong Kong.

**Interested to speak at this or future meetups? Fill this form:** [https://dev.neo4j.com/submit-your-talk](https://dev.neo4j.com/submit-your-talk)

Whether you're building intelligent assistants, semantic search systems, or simply curious about GraphRAG, this meetup is your gateway to understanding how knowledge graphs are reshaping the way GenAI reasons, retrieves, and generates responses. Expect deep dives, live demos, and real-world use cases that bring this fusion to life.

Graph Database Singapore

Thiruj

winnie lee

Yoke Ling

KH Phua

Yang TC

Chern

Leslie Chiang

James Xiao

Joshua

SANTOSH DHURAJI

Kuro Chan

Sum Kok Meng

M Burki

Ayushi Yadav

Conet

Frazer Tay

Knowledge Reimagined: Graphs + Generative AI in Action

IMDA PIXEL

Registration: [https://www.meetup.com/data-thursday/events/301222778/](https://www.meetup.com/data-thursday/events/301222778/)

At[ Data Tribes ](https://www.datatribes.nl/)we organise Meetups because we truly care about sharing knowledge both inside and outside the organisation. We believe that it is beneficial to us and to the market as a whole to connect, create, learn and grow together!

**The agenda**
// Doors open 6.00pm
// Drinks and Pizza’s 6.30pm
// Start presentations 7.00pm
**Erik Bijl Solution Engineer Neo4j** Beyond Vectors: How GraphRAG Supercharges GenAI with Contextual Intelligence
// Start networking 9.00pm
// End Meetup 9.30pm

Graph Database - Amsterdam

Sriram Desaraju

Pavel Chunyayev

Jason Yergeau

Data Thursday - Beyond Vectors: GraphRAG

B. Amsterdam B3

***Note: Meetup RSVP won't constitute a ticket. Please purchase your tickets [here](https://konfhub.com/acdb25). Feel free to use the coupon code "NEO4J10P" to get discount on the regular tickets.***

AWS User Group Bengaluru (AWSUGBLR) is back with a bang to host the most awaited event, [AWS Community Day Bengaluru 2025](https://acd.awsugblr.in/), unveiling success stories, use cases & much more from industry leaders. We are excited to be "Community Partner" for AWS Community Day Bengaluru 2025.

What to expect from AWS Community Day?

* Renew, revive & revitalize to exemplify your excitement about the work you do
* Learn industry trends and intricacies about innovative implementations from AWS experts
* Harness the power of networking with AWS users, DevOps, developers & solutions architects
* Network with fellow AWS veterans & techies during breaks
* Novice to pioneer on relentless pursuit to learn can rejoice the AWS offerings & success stories under one roof.
* Take helpful and valuable information back to business
* Gain visibility to get more publicity for your esteemed organisation
* Sporting chance for active participants to win AWS goodies

Feel free to use the coupon code "**NEO4J10P**" to get discount on the regular tickets for [AWS Community Day Bengaluru 2025](https://konfhub.com/acdb25).

***Note: Meetup RSVP won't constitute a ticket.***

Graph Database Bengaluru

Anand Kumar

Ravi K

Prof. Nisha D

Sridhar Y Gowdar 

Suman Rajak

Manish Jhanwar

Vivek Sagala

Girish R

ritupanja3095

radha krishna betha

Priyanka B

GanaSasank Reddy

Praveenraj RK

Mukesh Dhanuskodi

Prashant Patil

Vikas Awasthy

Sampath Kumar

SHAKTHI S 

 Hemanth Annadurai

[Community Partner] AWS Community Day Bengaluru 2025

Conrad Bengaluru

Neo4j MeetUp

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Connect with our diverse Neo4j community: software engineers, data scientists, mathematicians, and academics. We're for anyone interested in learning about and working with graph databases for social, spatial, hierarchical, or other highly connected data sets. We host hands-on lab sessions, technology reviews, topical lectures, and plenty of social beer nights. Curious about graphs or noSQL tech? Join us! 


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