Smart Cities

🚀 PLUG-IN #1 **Scale Your Idea or Career with AI** Got an idea you want to grow? Thinking about your next career move? Curious how AI can actually help you move faster? This one’s for you. Welcome to **The Plug-In** — a new monthly gathering for founders, professionals, creatives, and ambitious builders who want to use AI as a real strategic advantage (not just another buzzword 🤖). Each month, we bring together: ✨ One expert-led workshop ✨ A shared dinner to network and connect For our very first edition, we’re diving into how AI can help you: 💡 Strategize on and strengthen your ideas 📈 Build momentum in your business or career ⚡ Work smarter and scale faster 🎯 Create a clearer strategy for growth You’ll hear from an AI growth strategist (Angeley Mullins), take part in a hands-on workshop, and connect with other people building exciting things in Berlin. Whether you’re: — Building a startup — Exploring a side hustle — Navigating a career pivot — Or simply trying to stay ahead in the AI era… …you’ll leave with practical tools, fresh ideas, and meaningful connections. ### What you’ll walk away with: ✅ A practical AI toolkit tailored to your goals ✅ A smarter go-to-market mindset ✅ Real conversations with people who are building and growing ✅ Actionable next steps you can apply immediately 🍽 Food & drinks included 🎟 Limited seats available 📍 Berlin 📅 May 15th, 2026 This is the very first Plug-In session — come be part of the launch. We look forward to seeing you there Secure your spot using Paypal: https://www.paypal.com/ncp/payment/XQMQSUS8H35N2 Or via eventbrite: https://www.eventbrite.de/e/plug-in-scale-your-idea-or-career-with-ai-tickets-1988825889774?aff=oddtdtcreator For 25 euro tickets, download the BIT app and get a member's discount

## **Weekly Concert Series – Nikolaikirche, Berlin-Mitte** A continuing Friday concert series featuring organ music and extended formats in the historic Nikolaikirche, Berlin-Mitte. The series is **mostly performed by women organists** and is organised by Jack Day (the convenor of this musical Meetup group). *** ### **Key information** * 📍 **Venue:** Nikolaikirche, Berlin-Mitte * 🕒 **When:** Fridays * 🎟 **Entry:** €5 (pay at the door) * 🎶 **Format:** Organ concerts, occasionally with guest musicians (violin, kamantsche, voice, performance) **2026 (until October):** 2 Jan: **William Peart** \| 9 Jan: **Jack Day & Elham Hamedi** \| 16 Jan: **Hanna Cho** \| 23 Jan: H\. Cho \| 30 Jan: **Miriam Theresa Riebeck** 6 Feb: **Lillia Pechenkina** \| 13 Feb: L\. Pechenkina \| 20 Feb: L\. Pechenkina \| 27 Feb: J\. Day & **Moss Beynon Juckes** 6 Mar: **Wanying Lin** \| 13 Mar: W\. Lin \| 20 Mar: W\. Lin \| 27 Mar: J\. Day & E\. Hamedi 3 Apr: **Mio Kuriyama** \| 10 Apr: **NO CONCERT** \| 17 Apr: M\. Kuriyama \| 24 Apr: J\. Day & **Kristina Griep** 1 May: **Kirstin Gramlich** \| 8 May: **Shiye Guo** \| 15 May: **Sander van den Houten** \| 22 May: S\. Guo \| 29 May: S\. Guo 5 Jun: W\. Lin \| 12 Jun: W\. Lin \| 19 Jun: W\. Lin \| 26 Jun: J\. Day & M\. B\. Juckes 3 Jul: H\. Cho \| 10 Jul: **Lea Rahel Bader** \(cello\) \| 17 Jul: H\. Cho \| 24 Jul: H\. Cho \| 31 Jul: H\. Cho 7 Aug: H\. Cho \| 14 Aug: W\. Peart \| 21 Aug: W\. Peart \| 28 Aug: M\. Kuriyama 4 Sep: M\. Kuriyama \| 11 Sep: M\. Kuriyama \| 18 Sep: **NO CONCERT** \| 25 Sep: **NO CONCERT** 2 Oct: **Deborah Faul**

Whether you're a seasoned tech veteran or just starting out, let's create the ideal afterwork place to meet and chill with other workers in tech - find that new job, expand your network, share ideas, and stay up-to-date on the latest trends in the industry. Let's inspire, innovate, and shape the future of technology in Berlin! Tech, AI, Data, IT, and more \~ ​ \-\-\-\-\-\-\-\- ### Event Details 💰 Cost: Free 🍺🥃 Afterwork drinks and social 📍 Belushi's Berlin (Alexanderplatz) (Inside, or ask for Tech Social) - Rosa-Luxemburg-Straße 41 🕕 6:00pm onwards every Friday ​ **Or RSVP on the website for our Discord / WhatsApp communities, and to see who else is going and what their backgrounds/seniority/interests are:** 🔗 [Link to Website](https://techsocialberlin.com/event/meetup) ​ If you cannot find us, ask staff about Tech Social, or ask in the WhatsApp community above. ​ \-\-\-\-\-\-\-\- ### Who Should Attend? Perfect for **Berlin tech professionals** including: * **Software Developers & Engineers** (Python, JavaScript, Java, C++, React, Node.js) * **Data Scientists & Analysts** (Machine Learning, AI, Data Visualization, SQL) * **Cybersecurity Professionals** (InfoSec, Ethical Hacking, Cloud Security) * **Product Managers & Tech Entrepreneurs** * **Students & Tech Graduates** looking to break into tech * **Career Changers** entering tech industry * **Remote Workers & Digital Nomads** in Berlin * **Startup Employees & Entrepreneurs** * **Digital Marketing & Product Professionals** * **Senior Engineers** looking to mentor and network \-\-\-\-\-\-\-\- ### What You'll Experience * 🤝 **Network with Berlin tech community** * 💼 **Job opportunities** and referrals from peers * 🚀 **Career acceleration** through peer networking * 🎯 **Skill sharing** and tech discussions * 🧠 **Knowledge sharing** on latest tech trends * 🎉 **Social activities** and games * 🧠 **Learn from peers** about real-world challenges * 🚀 **Collaborate** on projects and ideas * 🎯 **Mentorship connections** (both ways!) * 🍻 **Fun, casual atmosphere** \- no matter your seniority level \-\-\-\-\-\-\-\- ### Event Guidelines * Support the venue by purchasing drinks/food (no outside items allowed) * Maintain appropriate behavior and respect for all attendees * Bring physical ID if required by venue (call ahead to confirm) \-\-\-\-\-\-\-\- ​ ​ *Berlin Germany tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers Berlin Germany tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers*

Finally wanting to figure out anatomy? Our 12-sessions Anatomy Course by artists Rebeca Ventura and Alice Bischof is for you. Grab your sketchbook and join us for the entire course or drop in for a specific session! 🙋🏽‍♀️ 👨🏼‍💻 You can participate in person or online! **Programme:** 17.04.2026 Full Body Proportions 24.04.2026 Torso (Front) 08.05.2026 Torso (Back) 15.05.2026 Legs (incl. Knee) 22.05.2026 Arms (incl. Elbow) 29.05.2026 Feet 05.06.2026 Hands 12.06.2026 Neck + Shoulders 19.06.2026 Full Head Proportions 26.06.2026 Eyes + Nose 03.07.2026 Ears 10.07.2026 Mouth **🎟️ Tickets 🎟️** * The 12-sessions ticket starts at the date of purchase and is valid for the following 12 weeks. * Online: €14 / Session, Offline: €16 / Session * **[Book your ticket here!](https://www.tickettailor.com/events/turnedartist)** 👨🏼‍💻 **Online Participation** 👨🏼‍💻 * If you want to participate online, we will send you a Zoom link ahead of the event. * The Zoom call will start at 15:45 and end at 16:30. * You will have a chance to **send in photos** of their sketches made during the session for **feedback** from the hosting artist after the session is over.

Unser Verein berlinCreators e.V. trifft sich jeden Freitag ab 18 Uhr im Makerspace. Wir haben Gruppen rund um Elektronik, 3D-Druck, Nähen, Programmieren, Retro Computer. Egal ob Anfänger oder Profi – hier seid Ihr Willkommen. Ihr könnt mit anderen fachsimpeln, Euch inspirieren lassen oder auch mit unserer Hilfe Eure ersten Projekte starten. Wenn Ihr Euch bei uns wohlfühlt und Mitglieder bei den berlinCreators werden möchtest, freuen wir uns. Kommt vorbei, lernt den Space, uns und die Möglichkeiten kennen.

### **DNA. Presents "DJ WORKSHOP"** ### **Curious about DJing and ready to try it Yourself?** ‍ This beginner-friendly workshop is Your first real step behind the decks. In 90 minutes, DNA. Member CZECH STRINGS — a multi-genre DJ with 10+ years of experience — walks You through everything You need to know to make Your first mix. No prior knowledge of DJing, music theory, or equipment is required. Zero. ‍ #### **What the workshop covers:** The session starts with the essentials: what a DJ actually does, what their role is, and how it all comes together. From there, CZECH STRINGS explains the gear using the decks available at the spot as a live example, applicable to any DJ setup You might encounter in the future. ‍ #### **You will learn the core technical skills needed for Your first transition:** \* Beatmatching — how to align two tracks in tempo \* Cueing — how to prepare the next track for a seamless entry \* Track structure and phrasing — understanding how tracks are built so You know when to mix The teaching happens live from behind the DJ decks. You can follow from Your seat or gather around and watch up close. CZECH STRINGS demonstrates everything on Electronic Music, but can switch to any other genre on request. The techniques taught apply to all rhythmic music. A part of the session is dedicated to hands-on practice. You will get the chance to step up to the decks and try it Yourself. ‍ #### **Do You need to bring anything?** Nothing is required. If You'd like to bring Your own music on a USB stick, You're welcome to, but it will only work if the stick is formatted as MS-DOS (FAT) / FAT32 and the tracks have been analysed in Rekordbox beforehand. If that means nothing to You right now, don't worry. There's plenty of music ready to go. The atmosphere is supportive, focused, and hands-on. This workshop is for anyone curious about DJing who wants to understand the craft, touch real equipment, and leave with a solid first foundation. ‍ #### **Start where You are. Learn the fundamentals. Find Your sound**. ‍...for more info check out www.dna-artclub.com / follow us on IG: @nightart.club See You soon. With Love, [CZECH STRINGS](https://www.instagram.com/czechstrings/) & DNA. *** ______ \*Members of Dair Night Art e.V. and Subscribers of DNA. Art GbR. \*\*By entering the DNA. ART HOUSE, You agree to comply with the Hausordnung of Dair Night Art e.V. and Geschäftsordnung of Dair Night Art e.V. Please ensure You review these documents thoroughly in advance.

Today we are working in a beautiful location at Alexanderplatz with desks, power sockets, free WiFi, available food/drinks and air conditioning. We will be working on the second floor of the building with a beautiful view of the Fernsehturm. NOTE: We don't share the venue location publicly. Find out where it is by joining our Telegram chat group: **[https://spam-destroyer.com/check/jelly](https://spam-destroyer.com/check/jelly)** 😴 Tired of working by yourself? 🌡️ Too hot or too cold to work at home? 🍫 Contents of your fridge or the laundry distracting you? 💻 Come join other freelancers and remote workers for coworking! ☕️ There are no membership requirements, free WiFi, some power sockets, a large desk, some affordable coffee, toasted sandwiches and drinks! ⏰ We'll be there from the start time, but feel free to stop by any time. • WHAT TO BRING • Whatever you need to work on your own project / tasks :) • QUESTIONS? • Join our Telegram chat group to ask any questions: [https://spam-destroyer.com/check/jelly](https://spam-destroyer.com/check/jelly) • MORE EVENTS? • To have more events, we need more organisers. If you would like to help out, please get in touch [😀](https://emojipedia.org/grinning-face/)

\*\*\*\*\*\* ***For address and more details see the website www.pausify.org*** \*\*\*\*\*\* **Event Info:** Pausify is the **biggest and most active** **community** 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.*

Welcome to Sunday Tech Coffee. This is a **networking** event for those in the tech industry in Berlin. We are usually inside and to the right. Ask the barista/bartender if you can't find us.

We’re visiting C/O Berlin to see the shows together. There are 3 exhibitions on view at the moment. Feel free to take a look beforehand: [C/O Berlin Exhibitions](https://co-berlin.org/en/program/exhibitions?utm_source=chatgpt.com) **Tickets:** 12 € **Meeting time:** Sunday, 11:00 **Meeting point:** In front of the building C/O Berlin – Amerika Haus Hardenbergstraße 22–24 10623 Berlin Afterwards, we’ll stay for a coffee at the café inside C/O Berlin for anyone who feels like hanging out a bit longer. Everyone is welcome. \*\*\*\*\*\* If you can’t make it, please update your RSVP so people from the waiting list can join. Since a few people usually don’t show up, the first 5 people on the waiting list are welcome to come to the meeting point as well.

**One year of Kunstraum Heartspace:** One year of heart connections through art. Kunstraum Heartspace is a space for connection, a space where each person's creativity can interfere with the creativity of others, and a space that invites everybody to participate in this connection. For our anniversary exhibition, artists of different disciplines have been invited to explore the theme of diffraction and connection. The theme takes inspiration from the physical phenomenon of interference: When waves hit an obstacle, they will bend around the obstacle. This applies to any type of waves - water waves, sound waves, light waves. Once waves have hit the obstacle, they will connect and interfere behind the obstacle – constructively, or destructively. Connections do not always happen seemlessly. Thinking through the lense of diffraction, obstacles are a necessary component for interference and (re-)connection. Connections can teach us about the different and diffracted parts of ourselves that are yet disconnected. And: Diffraction is an absolutely necessary process in order for us to perceive the manifold colours of life – metaphorically speaking, and literally, physically speaking. A year has passed and the once newborn Kunstraum Heartspace is now entering adult life. This transition, too, does not come without obstacles – but this year has proven to be a powerful testimony of an ever-growing art community with strong and radiant hearts, making Kunstraum Heartspace a beautiful space for real connections. We are looking forward to welcoming you there!

Willkommen zum 20. PlebWalk. Komm mit auf eine Wanderung entlang des Berliner Mauerwegs! Wir erkunden gemeinsam ein Stück Geschichte, genießen die frische Luft und tauschen uns ganz entspannt über Bitcoin aus. Egal ob Einsteiger oder alter Hase – alle sind willkommen. LOS GEHT'S! 17.05.2026 Plebwalk- Etappe 1 Berliner Mauerweg: Von Hermsdorf zur Wollankstraße Treffpunkt: S-Bahnhof Hermsdorf Endpunkt: S-Bahnhof Wollankstraße komoot: https://www.komoot.com/de-de/tour/2948236510 Uhrzeit: 13:00 Uhr (Bitte pünktlich sein! Die maximale Wartezeit beträgt 15 Minuten, so dass wir spätestens um 13:15 Uhr mit dem PlebWalk beginnen können). Dauer: 5-6 Std (inklusive Pause im Café schöngrün https://www.alte-fasanerie-luebars.de/cafe-schoengruen) Öffentliche Verkehrsmittel: S1 Strecke: 17,4 km Bei Fragen kontaktiert gerne die PlebWalk Telegram Gruppe (https://t.me/plebwalk_berlin). \-\-\-\-\-\-\-\+\+\+\+\-\-\-\-\-\-\- Welcome to the 20th PlebWalk in Berlin. Come join us for a hike along the Berlin Wall Trail! We’ll explore a piece of history together, enjoy the fresh air, and have relaxed conversations about Bitcoin. Whether you’re a beginner or a seasoned Bitcoiner, everyone is welcome. Meeting point: S-Bahnhof Hermsdorf Final stop: S-Bahnhof Wollankstraße Public Transport: S1 Meeting time: 01:00 pm (Please be on time! Max waiting time is 15 min so that we will start our PlebWalk no later than 01:15 pm). Duration: 5-6 hours (including a break at Café schöngrün https://www.alte-fasanerie-luebars.de/cafe-schoengruen) Route: 17,4km For any questions, feel free to reach out to the PlebWalk Telegram group (https://t.me/plebwalk_berlin).

Join this Professional Communication session — to sharpen the skills for architectural pitches, elevator pitches, interviews. This time we meet in the Monbijou park. 💡 How it works The event is split into two parts: 1. **Communication (10 minute rounds)** – One participant answers a round of design and behavioral questions. Each other participant gets to ask him one question. 2. **Feedback Round** – The group provides feedback on communication, structure, and clarity. Constructive criticism is encouraged. 💡You will be asked: * **Light design problems** (high-level reasoning, not code) * **Behavioral questions** (“Tell me about yourself”, “Describe a challenge you faced...”) No need to prepare anything in advance — just bring curiosity and an open mind. 💡Note: location is the entrance to Monbijou park

Capture **spring daylight and industrial textures** with **the raw energy of Friedrichshain’s Sunday buzz**. Walk, shoot, and connect with photographers & creators as we move from **Boxhagener Platz** into the **Warschauer Straße & Oberbaumbrücke area**. Beginners, enthusiasts, and pros — all are welcome. –––––––––– **EVENT DETAILS** **Location:** Boxhagener Platz → Revaler Str. → Warschauer Str. → Oberbaumbrücke **Date:** Sunday, May 17, 2026 **Time:** 11:00 – 13:00 **Meeting Point:** In front of the Bio-Company at Boxhagener Platz (corner of Gärtnerstraße) –––––––––– **EVENT FLOW** **11:00** \| **Meet & Connect** We’ll gather at the meeting point, introduce ourselves, and warm up creatively amidst the flea market bustle. **11:30** \| **Main Walk (Daylight & Street)** Capturing the candid moments, vintage details, and eclectic crowds of the market before heading south toward the RAW-Gelände to focus on street art and industrial architecture. **12:45** \| **Second Focus (Urban & Spree Views)** A shift toward the iconic skyline. We’ll frame the U-Bahn passing over the Oberbaumbrücke and capture wide-angle views of the Spree river and the Molecule Man. **14:00** → **Optional lunch or drinks nearby.** –––––––––– IMPORTANT This isn’t a class. It’s not a tour. It’s a creative meetup. We’ll walk. We’ll shoot. We’ll connect. –––––––––– WHAT TO EXPECT Bring your: • Film camera • Digital camera • Smartphone • Curiosity Whether you're a beginner, seasoned photographer, content creator, or just creatively curious — you’re welcome here. Come solo or bring friends. Spots are limited — reserve your place ASAP. –––––––––– STAY CONNECTED 📍 Join our [WhatsApp group](https://chat.whatsapp.com/IfWmcwgjHtzLJlg7farUBS?mode=gi_t) for live location & updates. 📸 Follow [@takeaphotowalkcommunity](https://www.instagram.com/takeaphotowalkcommunity) and tag us in your photos. –––––––––– ABOUT TAKE A PHOTO WALK Founded in Barcelona in July 2024, Take a Photo Walk connects photographers and creators around the world through real-life creative experiences. Now **Berlin** is part of the story. –––––––––– **Framing the soul of the Spree through the heart of the city.** See you in **Berlin**. 📸

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)

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'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.

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.

**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 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!

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