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Frequently Asked Questions
Yes! Check out smart cities events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the smart cities events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find smart cities events near your location here. Connect with your local community and discover events within your area.
Smart Cities Events Today
Join in-person Smart Cities events happening right now
AgentCon Berlin 2026
Women in Big Data Berlin supports AgentCon Berlin 2026 as a community partner.
AgentCon Berlinis a community-driven conference focused on the future of AI agents and autonomous systems, taking place on May 19, 2026 at CODE University in Berlin.
As part of the global AgentCon World Tour, the event connects local developer communities with a worldwide network of builders shaping the next generation of intelligent software — from autonomous agents to multi-agent systems.
Bringing together 200+ developers, startups, researchers, and tech enthusiasts, AgentCon Berlin offers a platform to explore real-world applications, architectures, and tools powering agent-based systems today.
### Highlights
* Keynotes from Microsoft & Neo4j
* Expert talks (Qdrant, MemVerge, Reply, and more)
* Real-world demos and hands-on agent frameworks
* 200+ developers, startups, and tech leaders (Berlin-focused)
### What to Expect
* Practical insights into AI agents & multi-agent systems
* Technical talks and hands-on workshops
* A developer-first, community-driven atmosphere
This is a free, in-person event, designed for builders who want to move beyond hype and gain hands-on insights into designing and deploying intelligent systems.
Register here:
[https://globalai.community/chapters/berlin/events/agentcon-berlin-2026/](https://globalai.community/chapters/berlin/events/agentcon-berlin-2026/)
Join us in Berlin and be part of a growing global movement shaping the future of AI.
Park Workout and Martial Arts
We'll start off the session with a run in Gleisdreieck park that might include scaling some walls, visiting a few sites in the area to explore their opportunities for climbing and balancing, or going up or down stairs in unusual ways. After the outdoors bit, we come back to our gym where we focus on building strength, working as a group, and learning basic martial arts techniques. We are a small, accessible, mixed-gender, queer-friendly group open to anyone, without any prior knowledge or specific degree of fitness required. Our martial art is Jutaijutsu, a traditional Japanese one focused on self-defence.
Sounds interesting? We'd love for you to drop by and join us. You'll need running shoes and comfortable workout clothes, including a raincoat or the like for the park if the weather is bad. Once indoors, we train barefoot. The first three Meetups are free of charge. If you'd like to join our group beyond that, we would ask you to join our association, https://yanagi.berlin, a martial arts school based in Berlin. Membership there is 30 EUR/month and you will be able to train three times a week.
AgentCon Berlin 2026 (Global AI)
Join us at AgentCon Berlin 2026, a pivotal event for all technology enthusiasts eager to delve into the world of autonomous AI agents. Set in the vibrant city of Berlin, this part of the AI Agents World Tour promises a day full of innovative discussions and networking opportunities. Dive with us into the future of AI where developers, students, and tech innovators can exchange ideas on designing intelligent copilots and orchestrating multi-agent systems. Whether you are a seasoned developer or a curious newbie, this event is your chance to contribute to the conversation and drive the future of AI forward.
Limited spots available - register now to secure your place!
🎫 https://globalai.community/chapters/berlin/events/agentcon-berlin-2026/
📍CODE University Berlin📆 Tuesday, 19 May 2026
Agenda
---
Speaker
Abdel SGHIOUAR - Google (Senior Cloud Engineer @Google Cloud)
Senior Cloud Engineer @Google. GCP Certified almost everything. I tweet about GCP, Cloud, DevOps, kubernetes, and Serverless.
Abdel Linkedin Profile: https://www.linkedin.com/in/sabdelfettah/;
Hosted By
Yevgen Batovskyi, Organizer
Esra Kadah, Organizer
Senior App Developer | Author of "Flutter Design Patterns & Best Practices" | Co-Organizer of Flutteristas, Flutter Berlin, GDG Cloud Berlin, Flutter Community AI Circle | 👩🏼💻 Antigua Mobile
Hany Elfouly, Co-founder & CEO
Mohamed Islem Ayari, Organizer
Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-cloud-berlin-presents-agentcon-berlin-2026-global-ai/.
The Screenwriting's on the Wall
For those about to write -- let them come to Berlin! Think of us as a writers' room on the Iron Curtain. We help you turn ideas into Beat Sheets, and Beat Sheets into Scripts. Whatever your level -- we help you to raise your game. We also do a lot of table reads. And provide constructive feedback. And talk about books and films and shows we love -- and draw inspiration for our own projects from them. We workshop works-in-progress. We give you the tools -- you find your flow. Broadly speaking, we have ways to make you write!
AgentCon Berlin
Register: [https://globalai.community/chapters/berlin/events/agentcon-berlin/](https://globalai.community/chapters/berlin/events/agentcon-berlin/)
Join us for AgentCon Berlin 2026, a dedicated space for developers, builders, startups, students, tech-enthusiasts researchers, and innovators to dive to explore the future of autonomous AI agents. This event is part of the AI Agents World Tour, connecting communities from San Francisco to Singapore.
Whether you're designing intelligent copilots, orchestrating multi-agent systems, or advancing agent frameworks, AgentCon Berlin offers a platform to share insights, inspire others, and shape what’s next.
More information soon!
Supported by Neo4j
Klassisches Zeichnen/ Kurs
Hallo zusammen!
In Rahmen der PAKD Gallery Kurse bieten wir euch einen Zeichenkurs an. Wenn Ihr Zeichnen liebt und eure Fähigkeiten weiterentwickeln möchtet, dann seid Ihr hier genau richtig. In diesem Video erzähle ich euch von meinem Kurs für realistisches Zeichnen mit Bleistift - und wie er Eure künstlerische Arbeit auf ein neues Level bringen kann. Hattest Du schon immer das Gefühl, zeichnen können zu wollen - Dir fehlt aber die richtige Anleitung? In diesem Kurs lernst Du realistisches Zeichnen mit Bleistift, einfach, verständlich und Schritt für Schritt:
• Korrekte Perspektive
• Licht und Schatten
• Materialdarstellung wie Glas, Keramik, Stoff, Metall
Der Kurs ist perfekt für Anfänger und für alle, die ihre Fähigkeiten verbessern möchten. Wenn dieses Video Eure Leidenschaft für das Zeichnen mit Bleistift geweckt hat, dann schickt mir einfach eine E-Mail und lasst uns gemeinsam eure Reise in die Welt des realistischen Zeichnens mit Bleistift beginnen.
Kleiner Kurs, große Wirkung. Maximal 12 Teilnehmer\*innen! Anmeldung:Ä
[kifan@pakd-gallery.com](mailto:kifan@pakd-gallery.com)
Sichere dir deinen Platz, bevor alles ausgebucht ist.
Dienstag 18:30 - 21:30 Uhr.
25€ für eine einzelne 3- stündige Einheit 200€ für ein 10er-Paket, flexibles einlösbar.
AI Builders Berlin - 19 May
🎟️ **Get a donation-based ticket on [Luma](https://luma.com/berlin-may19) !**
We're sharing the latest and most practical tech for building AI solutions!
* 🖥️ **Innovative AI Demos**
* **🎤 Pioneer Demo Talks** \- from EU or Silicon Valley leaders
* **🤝 🍻 A LOT** of time... for informal networking
* **🍕** **Yummy Pizza & Snacks**
## // FOR WHO?
✅ Devs, Product peeps, Data scientists, ML engineers, Founders, Hobby builders
✅ Anyone actively building
⚠️ Some technical knowledge highly recommended!\*
# // AGENDA
17:15 - **Doors Open**
17:30 🤝 **Networking**
18:00 🍕 **Included** **Pizza (be early!)**
19:00 🎤 **3x Demos.** See [Luma](https://luma.com/berlin-may19) for latest speakers
20:15 **🤝🍻 Networking & Free Drinks**
21:00 **End**
# // Location
We look forward to hang out with you:
CIC (Cambridge Innovation Campus)
It's close to Görlitzer Park.
Thanks to our friends at [Æthos](https://www.aethos.org/)
🎟️ **Get a donation-based ticket on [Luma](https://luma.com/berlin-may19) !**
Smart Cities Events This Week
Discover what is happening in the next few days
Reading Party ☕️📚
\*\*\*\*\*\*
***For address and more details see the website www.pausify.org***
\*\*\*\*\*\*
**Event Info:**
Pausify is the **biggest community and most active** of book lovers and creatives in Berlin.
Impressions: Instagram: **[@Pausify (Co-Reading Space)](https://www.instagram.com/pausify_org/)**
Events happen every Sat and Sun at 11 AM.
Bring along your **current book to read** (or something **creative** to work on) and join us for this mix of a shared focus time + discussion.
\- 11:00\-11:30 \- Meet & greet
\- 11:30\-12:30 \- Silent focus time
\- 12:30 \- Discussion of books/ projects over coffee
Afterwards, join for lunch if you'd like (optional).
**Drinks & snacks are included** ☕️
* **To reserve your place, a ticket (€9,90/event) or a community pass (only €17,90/MONTH) [from the website](https://pausify.org/) *www.pausify.org* is required**
* **Attendance here doesn’t show all sign-ups from other platforms. We usually have about 50 to 100 people at each event.**
***FAQ: Why does it cost money if I bring my own project?***
Because we rent a beautiful, central space for every event. Ever thought your monthly apartment rent was too high? Well, multiply that – that’s what commercial spaces in big cities like Berlin cost *per hour*.
Of course, if all you want is just some quiet time, your home or a library is perfect. But if you’d like to focus & connect with others in an inspiring space – with drinks, snacks included – that’s what your ticket helps to cover.
See pics from our events below - and on our Instagram: **[@Pausify (Co-Reading Space)](https://www.instagram.com/pausify_org/) ☕️**
**[Pausify Co-Reading Space Website](https://pausify.org/) www.pausify.org**
For questions, please contact us over [Website ](https://pausify.org/) www.pausify.org as this platform can have issues. Thank you!
*Please note that photos and videos may be taken during the event and used for promotional purposes to highlight and share the experiences at our events. If you have concerns, don't hesitate to approach the event organizers before the event.*
Schwerin 🏰🌊 from Berlin: the visit to one of the most beautiful German cities
2 EURO DONATION FEE PER PERSON IS REQUIRED (on site, in cash), to pay back the Meetup subscription fees and support my Events.
READ THE DESCRIPTION WITH THE INFO (IMPORTANT).
WHATSAPP LINK BELOW 📳
We take the RE85 train that departs from Berlin Gesundbrunnen at 09,16 AM🚉😀 and arrives to Schwerin at 11,48 AM
I attach below the screenshots with the stations and the timetable 🕐
The train is a direct train and takeable with DE Ticket 😁
We will visit Schwerin, one of the most beautiful German Cities, with castles 🏰, lakes 🌊, a beautiful city center, gardens 🌳, etc.
Bring your own food🍔 and drinks🥤.
Breaks ⛔: We will take 2 breaks during the day, where we deem appropriate. At the gardens or by some lakes are the best spots.
What we will see:
1. The Old City Center
2. The Cathedral ⛪ (free entrance. For the Tower Climb: 3 euros)
3. The Castle 🏰 (ticket of 13 euro full price, or 9 euros reduced price: for the people who do not want to enter, they can stay outside at the gardens)
4. The Gardens (free entrance)
5. Beautiful places by the lake(s) 🌊
6. Observation decks
7. An old Mill: Schleifmühle Schwerin 🛞
8. etc.
To come back one train each 2 hours is available.
I will take the one at 18,14 from Schwerin Hbf 🚉, but everyone is free to take one earlier or later (I do not force anyone) 😀
I do not provide a "personal support" for people who do not take the indicated train.
You are responsible to check for the weather and decide if come or not.
Thanks for understanding.
If you have to contact me, make it via Whatsapp, not here on Meetup.
WHATSAPP COMMUNITY 💬 to find each other (join it, we use this group to find and synchronize us, as well as post photos)
[https://docs.google.com/document/d/157uLVXObKt1a4NqqvPa09NJW-050YBwHLW-7DbOD8R8/](https://docs.google.com/document/d/157uLVXObKt1a4NqqvPa09NJW-050YBwHLW-7DbOD8R8/)
Berlin Tech Leads - The one where AI reshapes Customer Support Engineering
**We’re back!** After a break, the Berlin Tech Leads meetup is officially revived **\- and this time IRL at Berlin Vinted office\.**
**We’ve missed the deep dives, the architectural debates, and the networking. To kick things off, we’re tackling one of the fastest-moving landscapes in the industry right now: the intersection of Engineering and Customer Support.**
**About the Event**
Customer Support is often the first place where AI moves from "experimental" to "mission-critical." For Tech Leads, this shift isn't just about plugging in a basic chatbot; it’s about re-engineering the entire lifecycle of a ticket and how our systems actually interact with our users.
In this meetup, we’re looking under the hood of the support stack. We’ll discuss how the landscape is being reshaped by LLMs, the shift toward autonomous agents, and the real technical hurdles of building multi-modal support systems.
**Talks:**
* [Pau Agustín](https://www.linkedin.com/in/pau-agust%C3%ADn-granell-6420a5139/) & Team Help Experience (vinted.com):
"Scaling Support: How Vinted Manages Tens of Thousands of Tickets Every Day"
* [Yam Marcovitz](https://www.linkedin.com/in/ACoAAAbVVAwBOgouy-uT1QB1ixhqrafAv1kNxQk) (parlant.io)
"Building consistently aligned agents with Parlant"
* [Richard Lohwasser](https://www.linkedin.com/in/ACoAABRCCmYBD9PS9O73AjQ244LC4Gc_NMUcnsY) (enneo.ai):
"Applying AI across all channels in real-life customer service at scale: What works, what doesn't, and where we're heading to?"
*Just a quick reminder: if you'd like to take the stage and speak at a future Berlin Tech Leads meetup, feel free to drop a message to one of the organisers.*
CorrelAid Berlin – Monthly Stammtisch ☕📊
Hi everyone,
Our next CorrelAid Berlin in-person meetup is coming up! 📰📊
🗓️ When: Thursday, May 21, 2026
🕠 Time: 18:30 \~ 20:00
📍 Where: Café Milagro, Bergmannkiez, Kreuzberg
The meetup is informal and open to **data folks, journalists, NGO practitioners, and anyone curious about #DataForGood**. No talks, no slides, no prior experience required – just bring your questions, examples, and opinions.
Whether you’re already involved in projects or just curious about CorrelAid Berlin and data science, you’re very welcome to join – grab a drink, meet others, and exchange ideas.
Looking forward to seeing you there!
CorrelAid Berlin team 💙
Build with AI hands-on workshop @ Home24
We’re heading to Home24 for a proper building session!
You are invited! Come along to meet the community, swap ideas, and get stuck into some hands-on work. Reserve the spot with RSVP.
🗓 Agenda:
▶️ 6:00 pm: Doors open with networking and snacks 🍕🍻☕
▶️ 7:00 pm: Opening Keynote
ℹ️ 7:10 pm: Home24 presentation
▶️ 7:45 pm: Workshop (📌Laptops are required. Please charge them in advance!)
Master the fundamentals of ADK and multi-agent systems.
Design agents with specialized, clear responsibilities.
Test and run agents locally.
Deploy a multi-agent application to Google Cloud.
Launch your first publicly available multi-agent system.
▶️ 9:00 pm: Networking
▶️ 9:30pm: Doors close
🔖 Requirements & Logistics
Level: Beginner friendly, no prior multi-agent experience required.
Skills: Basic experience with Python, Google Cloud, Docker, and Bash is a plus.
Setup: Bring a charged laptop and avoid using a VPN during workshop tasks.
Let’s learn, build, and have a natter. See you there!
Agenda
---
Hosted By
Yevgen Batovskyi, Organizer
Esra Kadah, Organizer
Senior App Developer | Author of "Flutter Design Patterns & Best Practices" | Co-Organizer of Flutteristas, Flutter Berlin, GDG Cloud Berlin, Flutter Community AI Circle | 👩🏼💻 Antigua Mobile
Hany Elfouly, Co-founder & CEO
Mohamed Islem Ayari, Organizer
---
Partners
Google (https://blog.google/intl/de-de)
home24 (https://home24.career.softgarden.de)
---
Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-cloud-berlin-presents-build-with-ai-hands-on-workshop-home24-1/.
Vibe Coding in Delft
**The Vibe Coding Collective is a global community** helping anyone turn ideas into working software with AI. We host **relaxed social coding jams** and other vibe coding events in bars, cafés, and maker spaces.
We started in London and have now launched events in Berlin 🇩🇪, New York 🇺🇸, Edinburgh 🇬🇧, Osaka 🇯🇵, Amsterdam 🇳🇱, and Lisbon 🇵🇹.
**Details 🚀**
This meetup is a **social coding jam** where we use AI to quickly turn fun ideas into functional prototypes. Whether you’re an experienced developer or have never written a line of code, you’ll fit right in.
You can use any AI tools you like: **Google AI Studio, ChatGPT, Claude, Cursor, Replit**, whatever! And see what you can build together before the last orders 🍻
**Format 🛠️**
After an opening presentation, we’ll be **teaming up in small groups** (2–3 people). Everyone gets a choice of several open-ended challenges, and then it’s heads-down building with your teammates. The goal is to **vibe, learn from each other, and see where the collaboration takes us.**
**New to vibe coding? ✨**
No worries! We begin with a simple starter guide with example prompts and tips so even total beginners can dive in without stress.
***
**Schedule 🕒**
*(Doors open early so we can settle in — aim to arrive by 2:50 PM so we can kick off on time)*
* **3:00** – Presentation 🎤
* **3:15** – Assignment + team formation 🤝
* **3:15** – Build together 💻
* **4:40** – Optional demos 📺
* **5:00** – Hang out, network, make friends ✌️
***
**Who is it for?**
**Anyone!** Curious coders, tinkerers, designers, artists, entrepreneurs, and anyone who wants to explore AI-powered creativity in a fun, social pub setting.
**What to bring:**
* **Laptop!** 💻
* **Vibes** ⚡
👉 **No pressure, no gatekeeping.**
Just good people, fun ideas, and some fast-paced collaborative building.
**Event Information:**
* Facilitator: **Poppy Astrini** [linkedin.com/in/poppyastrini](https://linkedin.com/in/poppyastrini?utm_source=luma)
* Language is in **Dutch** and **English**
* Coffee and tea will be provided
**Location 📍**
Het Stationshuis, Marcellus Emantspad 1, 2624 VD Delft, Netherlands
#33 AI Series: University of Oxford - C. Summerfield
We are excited to feature **Christopher Summerfield**, who is currently a Professor at **University of Oxford** and will discuss "**AI and Human Agency**", lasting approximately 45 minutes. After the talk, seize the opportunity to connect with fellow AI enthusiasts to share ideas and questions while enjoying free drinks and pizza. **Door close by 7.15pm, so please come early! Also, "attend"ing (RSVP) here on Meetup is strictly necessary to be guaranteed entry.**
Please note that Meetup has recently been quite keen on promoting its Plus program. However, you are not obligated to purchase it, as both our events and the platform remain free.
**Who is this event for?**
This event is open to everyone interested in state-of-the-art AI research. We especially design it for students, PhD candidates, academic researchers, and industry professionals with a research focus in machine learning.
**Abstract**: As AI systems become integrated into every aspect of our lives, a key challenge is to ensure that they are built to empower, rather than to disempower humans. I discuss the nature of human agency, and the ways that it is enhanced or degraded by technology. I summarise recent evidence which has explored how humans are empowered or disempowered when they interact with conversational AI systems. I conclude by talking about potential technical solutions for enhancing human agency using AI.
**Bio**: CS is Professor of Cognitive Neuroscience at the University of Oxford, and a Research Director at the [UK AI Security Institute](https://www.aisi.gov.uk/ "https://www.aisi.gov.uk/"). His work focuses on understanding the [cognitive and neural mechanisms](https://humaninformationprocessing.com/publications/ "https://humaninformationprocessing.com/publications/") that underlie human learning and decision-making, and on studying the [impacts of AI on society](https://humaninformationprocessing.com/publications_AI/ "https://humaninformationprocessing.com/publications_AI/"). His research bridges the fields of cognitive science, neuroscience, and artificial intelligence. He is particularly interested in how insights from human cognition can inform the development of more advanced and safer AI systems.
We are [BLISS](https://bliss.berlin/) e.V., the **AI** **organization** in Berlin that **connects like-minded individuals** who share great interest and passion for the field of machine learning. This summer 2026, we will, again, host an exciting speaker series on site in Berlin, featuring excellent researchers from cohere, ETH Zürich, University of Oxford, HuggingFace, and Stanford University.
Website: [https://bliss.berlin](https://bliss.berlin/)
Youtube: [https://www.youtube.com/@bliss.ev.berlin](https://www.youtube.com/@bliss.ev.berlin)
Disclaimer: By attending this event you agree to be photographed.
Smart Cities Events Near You
Connect with your local Smart Cities community
Quarterly Community Gathering
Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space.
No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving.
If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share.
Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus.
Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/)
Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)
Latin City Wednesday - Cuban Salsa Lesson
Click Here For More Videos:
[https://www.facebook.com/share/r/17vTa7EuwG/](https://www.facebook.com/share/r/17vTa7EuwG/)
The Biggest Salsa Night to hit your mid-week is happening at Latin City Wednesdays. Get the feel of the Latin Beat as your hips and feet groove the right way.
Viva Dance Columbus (2809 Festival Lane Dublin, OH 43017)
830pm-930pm Cuban Salsa Lessons
930pm-Midnight Open Latin Dance Party
15 With Lesson
10 Just Open Dance
Free Parking, No Need to Bring a dance partner, No Sandals Please and Plenty of Space to Move Around.
NFT AI ART Columbus
NFT's are here to stay folks!
This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more.
**PLUS**
This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.
Version Control for Unity
This meetup is a beginner-friendly session introducing version control for Unity projects, with a look at three common tools: Git, Perforce, and Unity Version Control. The goal is to help you understand what version control is, why it matters for Unity development, and what options are out there.
The format will likely be presentation-style, with live demos and time for questions throughout. You'll see each tool in action and learn how they fit into a Unity workflow.
What to Expect:
* An introduction to version control and why it's essential for Unity projects
* An overview of Git, Perforce, and Unity Version Control
* Demos of each tool in a Unity workflow
* Tips for getting started
* No prior version control experience required
* Resources for continued learning
All experience levels are welcome. Whether you're new to version control or already using one of these tools, this session will help you understand what each one offers.
Food and drinks provided. Join us to learn more about version control options for Unity.
TBD
**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you.
The building address is 4450 Bridge Park
The entrance is 6620 Mooney St, Suite 400
You will need to scan your ID at the door to get a visitor badge.
**Abstract**
TBD
**YouTube Link**
TBD
CONNECTED Grove City Networking Event
CONNECTED – Grove City A casual, people-first networking gathering.
CONNECTED – Grove City is a casual, people-first networking gathering.
Join us for a relaxed, low-pressure space to meet new people, build real relationships, and have meaningful conversations — no sales pitches required.
From 7:30–8:30 AM every 3rd Wednesday of the month at the Grove City Business Center. Coffee & baked goods available for purchase at Pick ’Em Up Joe's.
Free street & public lot parking behind the building.
Free to attend & open to all!
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs.
This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context.
We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing.
**SPEAKER BIO**
Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments.
https://www.linkedin.com/in/mosaic-basha-syed-92300856
**CALL FOR SPEAKERS**
Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/)
**THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/)
**DIRECTIONS**
8800 Lyra Dr #450 · Columbus, OH
go to 4th floor.
**Want to sponsor the pizza and/or bar tab?**
Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com





























