Business Analytics

Register here 👉 https://bettermile.com/last-mile-meetup-event Expect inspiring success stories, practical frameworks, and forward-looking perspectives on harnessing technology to reimagine parcel delivery. 📅 Date: 6th May, 2026 🕕 Time: 6:00 PM 📍 Join us in Berlin (Better Space) & Online Let’s connect, learn, and shape the next chapter of last-mile logistics together. In this #12th edition, we explore the AI-Powered Autonomous Parcel Journey - from Depot to Doorstep. Together, we’ll trace how a fully automated last-mile delivery system comes to life: AI-driven route design and agentic dispatching by **Bettermile’s Better Planner,** **Neolix’s autonomous delivery vehicles** handling the final stretch, and intelligent warehouse automation powered by **Flink’s Robotics**. Expect honest conversations, live demonstrations, and a comprehensive overview of how automation and intelligence are reshaping parcel logistics and the future of last-mile delivery. Note: Photographs and video recordings will be made during the event for documentation and promotional purposes. If you prefer not to appear in any visual material, you can participate online without being recorded. Looking forward to seeing you there and sharing insights that matter! [#lastmile](https://www.linkedin.com/search/results/all/?keywords=%23lastmile&origin=HASH_TAG_FROM_FEED) [#lastmilemeetup](https://www.linkedin.com/search/results/all/?keywords=%23lastmilemeetup&origin=HASH_TAG_FROM_FEED) [#berlinmeetup](https://www.linkedin.com/search/results/all/?keywords=%23berlinmeetup&origin=HASH_TAG_FROM_FEED)

**RSVP free on the [343 Labs website](https://343labs.de/events/beginner-music-production-workshop-3/) to reserve your seat!** Join us for a free Workshop geared to new producers interested in learning how to create electronic music with Ableton Live. Berlin producer, DJ and 343 Labs instructor Matthew Martinez gives an overview of producing music with Ableton Live including building a beat from scratch. Learn why Ableton Live is such a popular software among electronic music producers. This workshop is designed for beginners, or people who have produced with other software and are interested in getting started with Ableton. There are no prerequisites to joining, we'll meet you at the start of you music production journey. During the event, 343 Labs will be opening its doors for an Open House, where attendees can tour the facilities, learn about 343 Labs courses, and meet some of the instructors. This is a great way to get a feel for the community and programs at 343 Labs, meet fellow producers, and ask any questions you may have about our school.

Was wäre, wenn du den Markt lesen könntest, ohne jemals einen Kerzenchart zu analysieren? Wir zeigen ein innovatives Analyse-Framework **(live und an echten Beispielen, z.B. Gold**) , das Signale für Trendwenden direkt aus dem Tick-Flow generiert. Einblicke in ein System, das Multitimeframe-Trading radikal vereinfacht und den Fokus zurück auf die nackten Marktdaten lenkt. *Vorteile:* *1\. Keine Chartanalyse nötig* *2\. Objektive Signale* *3\. Flexibel für Daytrading & Swingtrading* *4\. sowohl für Anfänger \(keine Charttechnik nötig\) als auch für Profis \(wegen des Tickdaten\-Ansatzes\) geeignet\!*

**A place to meet sound, without maps** Facilitated by **Vesti Gium (they/them)** Everyone enters as they are. No score. No threshold of skill. We follow the room, moment by moment— listening, nudging, letting the music find itself. A breath, a shoelace, a laugh, a footstep— each carries weight. Silence is welcomed; noise is celebrated. There are no wrong directions here. We practise a listening that reaches outward and inward: to ourselves, to one another, to the space we shape together. That is where the music begins. * 🌀 Bring a voice, an object, an instrument, a movement—or nothing at all. * ✨ **Priority given to FLINTA folks and people with migration backgrounds.** * 🎧 No experience needed. Curiosity is enough. * 📍 Berlin – \[theodorstraße 5,12099] * 🗓 Every Wednesday 17: 30 * 📬 DM or email **[vestigium.impro@gmail.com](mailto:vestigium.impro@gmail.com)** to join Come make sound—come be heard.

***Community Partnership with 42 Berlin - Main Regestration*** ***https://www.eventbrite.de/e/mai-ist-fur-ai-opening-event-42-berlin-tickets-1984054863506?aff=ebdsoporgprofile*** Welcome to the future! Join us at the 42 Berlin campus to celebrate the official launch of "Mai ist für AI 2026". Let's talk AI. **Berlin’s most critical exploration of the AI age is back.** After last year's massive success, 42 Berlin is proud to kick off **Mai ist für AI 2026:** a month-long collision of code, art, and ethics designed to challenge the paradigm shifts defining our tech-driven future. This opening event is designed to look beyond the hype. We are bringing together developers, artists, industry leaders, and the 42 community not just to celebrate what is possible, but to ground the conversation in critical thought. **Agenda:** **18:00** – Doors Open **18:30** – Welcome: The mAI Manifesto **18:40** – **The Integrity Stack: Aligning Research, Policy, and Deployment for Reliable AI** * [Carmen Loew](https://www.linkedin.com/in/carmen-loew/ "https://www.linkedin.com/in/carmen-loew/") \- Founder and COO of Sapper Intelligence * [Dat Daryl Ngo](https://www.linkedin.com/in/datdarylngo/ "https://www.linkedin.com/in/datdarylngo/") \- AI Architect and VP of Strategy at Arize AI * [Dei Vilkinsons](https://www.linkedin.com/in/delta/ "https://www.linkedin.com/in/delta/") \- Founder at HASH * [Michael Bornholdt](https://www.linkedin.com/in/michael-bornholdt-pi314159/ "https://www.linkedin.com/in/michael-bornholdt-pi314159/") \- Senior AI Solutions Architect Public Sector at Merantix Momentum * [Monika Kwiatkowski](https://www.linkedin.com/in/datascienceberlin/ "https://www.linkedin.com/in/datascienceberlin/") \- Doctoral Researcher in Machine Learning at Technical University Berlin **19:20** – mAI Programme Outlook **19:30** – Networking **20:00** – Performance & Dance **22:00 – End of Event** Whether you are actively coding the future or simply curious about the intersection of human and machine, join us on campus to connect with Berlin's brightest tech minds. We host the opening Event with [Neo4j](https://neo4j.com/ "https://neo4j.com/") as offical Community Partner. Space is limited. Secure your spot now and be part of the conversation.

**Two talks. One founder story. One reality check on AI. No fluff.** **=== Please see the English version below ===** Vraćamo se sa 7. okupljanjem ljudi iz sveta tehnologije i preduzetništva iz bivše Jugoslavije (ex-YU), u organizaciji [Nemačkog kutka](https://nemackikutak.com/) i [Serbian Entrepreneurs](https://www.serbianentrepreneurs.com/). Događaj se održava na engleskom jeziku i otvoren je za sve - bilo da dolazite iz regiona ili ste deo šire zajednice. **\# Datum i lokacija** • Sreda, 6. maj 2026 • cognee.ai – Prilaz 4, 1. sprat, Paul-Lincke-Ufer 39–40 • Početak: 18:00 **\# Predavači i teme** Dva predavanja. Jedna osnivačka priča. Jedan ozbiljan pogled na veštačku inteligenciju. Sirovo, bez ulepšavanja. **Milica T. Jovanović** je senior istraživač korisničkog iskustva sa više od dve decenije iskustva u dizajnu, istraživanju i razvoju proizvoda. Bavi se razumevanjem stvarnog ponašanja korisnika i pretvaranjem uvida u bolje odluke u razvoju proizvoda, uz poseban fokus na ulogu veštačke inteligencije u istraživanju. U ovom predavanju, Milica govori o tome da li veštačka inteligencija treba da zameni istraživače korisničkog iskustva — gde daje rezultate, gde ne i šta se usput gubi. Takođe će pokazati kako se veliki jezički modeli mogu koristiti u istraživanju bez stvaranja lažnog osećaja sigurnosti. • **Tema:** Istraživač vs. mašina: Da li veštačka inteligencija može da zameni istraživanje korisničkog iskustva? **Jovan Stevović** je izvršni direktor i suosnivač kompanije Chino.io. Živi između Italije i Nemačke i radi u jednom od najzahtevnijih regulatornih okruženja — digitalno zdravstvo. Doktorirao je u oblasti inovacija u zdravstvu i ima više od deset godina iskustva u industriji, radeći na preseku veštačke inteligencije, usklađenosti sa propisima i razvoja proizvoda. U ovom predavanju, Jovan deli iskustvo izgradnje i prodaje kompanije. Od ideje, prvih odluka i obezbeđivanja finansiranja do toga kako zaista izgledaju prodaje kompanija iza kulisa. Iskustvo iz prve ruke koje nijedna knjiga ne može da prenese. • **Tema:** Od nule do prodaje: realna slika preduzetničkog puta **\# Program događaja** * **18:00 - 18:30** Ulaz i upoznavanje * **18:30 - 18:40** Uvodna reč * **18:40 - 19:00** Milica T. Jovanović: Istraživač vs. mašina: Da li veštačka inteligencija može da zameni istraživanje korisničkog iskustva? * **19:00 - 19:15** Pitanja i odgovori * **19:15 - 20:00** Umrežavanje uz hranu i piće * **20:00 - 20:20** Jovan Stevović: Od nule do prodaje: realna slika preduzetničkog puta * **20:20 - 20:35** Pitanja i odgovori * **20:35 - 20:45** Završna reč * **20:45 - 21:15** Umrežavanje uz hranu i piće * **21:15 - dalje** Prelazak u obližnji kafić na druženje i piće **\# Registracija** Ulaz je besplatan zahvaljujući cognee.ai, koji sponzoriše događaj i podržava zajednicu. Broj mesta je ograničen na 80 učesnika. Molimo vas da potvrdite dolazak kako bismo mogli da isplaniramo prostor, hranu i piće. Gradimo, delimo i podržavamo jedni druge. Vidimo se! **==================================================================** **======================== ENGLISH VERSION ========================** **==================================================================** We're back with the 7th gathering of builders, founders, and tech folks from the former Yugoslavia (ex-YU), organized by [Nemački kutak](https://nemackikutak.com/) and [Serbian Entrepreneurs](https://www.serbianentrepreneurs.com/). The event is held in English and open to everyone - whether you’re from the region or just part of the broader scene. **\# Date and Location** * Wednesday, May 6, 2026 * cognee.ai - Courtyard 4, 1st Floor, Paul-Lincke-Ufer 39-40 * Start: 18:00 **\# Speakers and topics** **Two talks. One founder story. One reality check on AI. No fluff.** **Milica T. Jovanović** is a Senior UX Researcher with over two decades of experience across design, research, and product. She focuses on understanding real user behavior and turning insights into better product decisions, with a growing interest in the role of AI in research workflows. In this talk, Milica explores whether AI should replace UX researchers: where it works, where it fails, and what gets lost along the way. She shares how to use LLMs in research without falling into the trap of false confidence. * **Talk:** Researcher vs. The Machine: Should AI replace the UX researcher? **Jovan Stevović** is the CEO and co-founder of Chino.io, living between Italy and Germany and operating in one of the toughest regulatory environments: health tech. With a PhD in healthcare innovation and 10+ years in the industry, he operates at the intersection of AI, compliance, and product. In this talk, Jovan shares a raw perspective on building and selling a business: from day zero decisions and fundraising to how exit deals are actually structured behind the scenes. First-hand experience no book can teach. * **Talk:** Day Zero to Exit: The Founder’s Full Circle Reality Check **\# Timetable** * **18:00 - 18:30** Entry & networking * **18:30 - 18:40** Opening note * **18:40 - 19:00** Milica T. Jovanović: Researcher vs. The Machine: Should AI replace the UX researcher? * **19:00 - 19:15** Q&A * **19:15 - 20:00** Networking with food and drinks * **20:00 - 20:20** Jovan Stevović: Day Zero to Exit: The Founder’s Full Circle Reality Check * **20:20 - 20:35** Q&A * **20:35 - 20:45** Closing Note * **20:45 - 21:15** Networking with food and drinks * **21:15 - open end** Moving to a nearby café for socializing and drinks **\# Registration** Admission is free thanks to **cognee.ai for sponsoring the event and supporting the community**. Spots are limited to 80 participants. Please confirm your attendance so we can plan space, food, and drinks accordingly. Let’s keep building, sharing, and supporting each other - excited for what’s ahead!

Wir laden zum ersten Meetup der Analytics Pioneers in den neuen Räumlichkeiten von mohrstade in Potsdam! Am 07.05. begrüßen wir euch um 17:00 Uhr in der Kurfürstenstraße 21, 14467 Potsdam. Auf folgenden Vortrag (auf Englisch) dürft ihr euch schon mal freuen: **1\. Same Origin Setup** (Fabian Lampe) **2.** **The Death of the Dashboard: Why We Need to Generate Our Own Insights** (Bert Winterfeld) Fragen und Austausch sind jederzeit und auch im Anschluss willkommen. Getränke und Snacks stehen kostenlos für euch bereit. Wir freuen uns auf einen entspannten Abend mit euch! ........................................................................................................................................ We invite you to the first Analytics Pioneers Meetup in the new offices of mohrstade in Potsdam! On 7 May we welcome you at 5:00 PM at Kurfürstenstraße 21, 14467 Potsdam. You can already look forward to the following talk (in English): **1\. Same Origin Setup** (Fabian Lampe) **2.** **The Death of the Dashboard: Why We Need to Generate Our Own Insights** (Bert Winterfeld) Questions and discussion are welcome at any time, including afterwards. Free drinks and snacks will be available for you. We’re looking forward to a relaxed evening with you!

The course will start this Saturday at 10am. It will be in studio R at CCB studios. [https://maps.app.goo.gl/rFovxE7eG7HV6uB46](https://maps.app.goo.gl/rFovxE7eG7HV6uB46). Buzz for CCB studios and then walk through to the second courtyard. We will try to start right around 10. There will be tea available. Please dress in comfortable clothes, maybe wearing a few layers. Theres some blankets, yoga mats, cushions and chairs in the room that you can use. The plan will be for us to do some small discussions at the top and then start discussing theory before doing some meditations of increasing length and then closing with some time for Q & A. We will take a short break in the middle as well. The plan is to go from 10-12 roughly but we may end a little closer to 11:30 depending. This week will function primarily as a simple introduction to meditation and some topics in the space but we will also discuss what the Jhanas are. Looking forward! Any questions please just message me.

**Build & Learn: AI with Coffee ☕ — Build & Share** This is a monthly meetup where we focus on real things people are trying to build — from work problems to personal ideas. We’re here to help you get started, meet other builders, and share what you’ve been working on. **🟡 Part 1 — Getting Started** If you’re a beginner: We’ll walk you through how to begin (tools, ideas, simple paths) Show examples of what others are building Help you take your first step **🟡 Part 2 — Builder Showcase** If you’re already building: You can present what you’ve been working on (5–10 minutes) Share challenges and lessons learned Get feedback from the group **⚠️ Limited Spots** This is a small group on purpose. Please only sign up if you actually plan to come. **Want extra help?** If you’re feeling stuck or thinking about transitioning your career, you can book a 1:1 session 👉 *[Calendly link](https://calendly.com/lindseypeng/workflow-clarity-call)* or join the community 💬 [Discord](https://discord.gg/dPnmzcCP8w)

Wir laden zum ersten Meetup der Analytics Pioneers in den neuen Räumlichkeiten von mohrstade in Potsdam! Am 07.05. begrüßen wir euch um 17:00 Uhr in der Kurfürstenstraße 21, 14467 Potsdam. Auf folgenden Vortrag (auf Englisch) dürft ihr euch schon mal freuen: **1\. Same Origin Setup** (Fabian Lampe) **2.** **The Death of the Dashboard: Why We Need to Generate Our Own Insights** (Bert Winterfeld) Fragen und Austausch sind jederzeit und auch im Anschluss willkommen. Getränke und Snacks stehen kostenlos für euch bereit. Wir freuen uns auf einen entspannten Abend mit euch! ........................................................................................................................................ We invite you to the first Analytics Pioneers Meetup in the new offices of mohrstade in Potsdam! On 7 May we welcome you at 5:00 PM at Kurfürstenstraße 21, 14467 Potsdam. You can already look forward to the following talk (in English): **1\. Same Origin Setup** (Fabian Lampe) **2.** **The Death of the Dashboard: Why We Need to Generate Our Own Insights** (Bert Winterfeld) Questions and discussion are welcome at any time, including afterwards. Free drinks and snacks will be available for you. We’re looking forward to a relaxed evening with you!

We will be hosting our May Meetup. Thanks to Amazon for sponsoring us. Please note that you have to show sign up with your real name and show a Photo ID to the building security before entering the building. Every visitor will have their photo taken that will be printed on their paper visitor badge. This is a requirement from the building security. If you are not ok with that, please do not sign up. You can not bring a +1, everyone needs to sign up. Please only sign up if you plan to come, we will keep notes. *Excited to announce our talks:* **pg_lake: Unifying transactional and analytical data with Postgres** by Celeste Horgan, Sr. OSS Developer Advocate at Snowflake. The common wisdom goes: data is either transactional or analytical, and workloads are OLTP and OLAP-shaped to match. The reality of generating and using data is different, and often we need a bit of both. The pg_lake extension brings OLAP workloads to OLTP Postgres. This talk will explore the pg_lake extension, including how to build it, and demos of using it with modern data workloads in object storage like Amazon S3. We’ll create simple data pipelines with no ETL and high performance analytics. **I Didn't Know Postgres Could Do That!** by Robert Treat, Principal Database Engineer at AWS and PostgreSQL Major Contributor. PostgreSQL is often thought of as "The Database for DBAs", but what more and more developers are finding out is that what makes Postgres "The Worlds Most Advanced Open Source Database" is its wide array of features, many of which are really geared towards engineers building applications on top of Postgres. In this talk, we'll look at some of the features in Postgres you may not have seen in other database systems, and talk about how you can make use of those features in your applications. Queries, indexing, data types, and more will all be up for discussion as we show you examples of just what Postgres can do.

**⚠️ IMPORTANT: REGISTRATION MANDATORY ⚠️** Registration is **REQUIRED** to attend this event. **Link: [https://lnkd.in/dSK-v3yY](https://lnkd.in/dSK-v3yY)** Your registration is subject to host approval. You must complete the registration process to receive the full event location details and confirmation of your attendance. **Please note: Without approved registration, you will NOT be able to access the event location or attend.** Join us for an exclusive Event with **[G-Research](https://www.linkedin.com/company/g-research/)**! In this interactive event, you’ll tackle maths-based brain teasers and dive into the world of quantitative finance in a relaxed, social setting. Expect a 𝗹𝗶𝘃𝗲𝗹𝘆 𝗮𝘁𝗺𝗼𝘀𝗽𝗵𝗲𝗿𝗲, 𝗰𝗼𝗹𝗹𝗮𝗯𝗼𝗿𝗮𝘁𝗶𝘃𝗲 𝗽𝗿𝗼𝗯𝗹𝗲𝗺𝘀𝗼𝗹𝘃𝗶𝗻𝗴, and a bit of 𝗳𝗿𝗶𝗲𝗻𝗱𝗹𝘆 𝗰𝗼𝗺𝗽𝗲𝘁𝗶𝘁𝗶𝗼𝗻. Form a team of up to 4 people and compete across multiple rounds for 𝗲𝘅𝗰𝗶𝘁𝗶𝗻𝗴 𝗽𝗿𝗶𝘇𝗲𝘀. 🥂 Catering is provided so you can fully focus on the quiz and enjoy the evening. 🏆 𝗣𝗿𝗶𝘇𝗲𝘀 𝗶𝗻𝗰𝗹𝘂𝗱𝗲: 1st place: €250 Amazon vouchers 2nd place: €100 Amazon vouchers 3rd place: €50 Amazon vouchers 📅 𝗪𝗵𝗲𝗻: Friday, 8th May 📍 𝗟𝗼𝗰𝗮𝘁𝗶𝗼𝗻: Mitte, Berlin, Shared upon registration This event is specifically for STEM students (undergraduate, graduate, and PhD) who are about to graduate soon. 👉 Secure your spot by scanning the QR-Code or through the following link: **[https://share-eu1.hsforms.com/1GfuPr7ijQl6AKWQbD5qw-A2b8apt?utm_source=blissmeetup](https://share-eu1.hsforms.com/1GfuPr7ijQl6AKWQbD5qw-A2b8apt?utm_source=blissmeetup)** **⚡ FINAL REMINDER ⚡** **You MUST register and be approved to attend. The event location will only be visible after your registration is confirmed by the host. Link: [https://share-eu1.hsforms.com/1GfuPr7ijQl6AKWQbD5qw-A2b8apt?utm_source=blissmeetup](https://share-eu1.hsforms.com/1GfuPr7ijQl6AKWQbD5qw-A2b8apt?utm_source=blissmeetup)** *** We are **BLISS e.V.**, Berlin’s AI community connecting like-minded individuals passionate about machine learning and data science. ​​​BLISS Website:[ https://bliss.berlin](https://bliss.berlin/?utm_source=luma) ​​​BLISS Youtube:[ https://www.youtube.com/@bliss.ev.berlin](https://www.youtube.com/@bliss.ev.berlin?utm_source=luma)

Amazon Aurora DSQL is a groundbreaking technology that has a potential to re-define the entire DBMS solutions. Yet there are lots to uncover, lots to learn on the resource! Therefore, we are inviting you experts on Aurora DSQL with an engaging hands-on workshop to experiment uses of Aurora DSQL, and also learn on the topic. **Build a Multi-Region, Active-active Rewards App with Aurora DSQL** In this workshop, get hands-on experience with Amazon Aurora DSQL, a serverless distributed SQL database that delivers active-active high availability. Learn how to build a retail rewards points application with active-active resiliency across multiple Availability Zones and two Regions. Explore how ACID transactions and active-active replication work in Aurora DSQL. Discover best practices for data model and application design and more. You must bring a laptop to participate. This is a hands-on workshop with a practical deep dive into Amazon Aurora DSQL. You work through independent tasks that you need to complete, with support of AWS Facilitators. The event will also begin with an expert talk: "The Evolution of Resilience - Lessons Learned from 25 Years of Infrastructure Architecture" - further details ahead! **When?** 7th of May\, Thursday\,\| 12:30 \- 18:00 **Where?** AWS Office - BER 21 - Tamara-Danz-Str. 13, 10243 Berlin. **How?** [Fill out this form ](https://forms.gle/CMoz6qGraX8HBHVU6)to apply. Limited seats are available. You can only participate in the workshop if you receive a confirmation mail from us (**kadir@berlinawsug.de**). You need to bring your own laptop to this workshop. ❗**Registration - Read Carefully**❗ Participation is free of charge. Your workshop resource usage is also covered. You will be provided a sandbox AWS account. Therefore, you won't need an AWS account! ❗Please register with your full name by filling out this form: [Registration Form](https://forms.gle/CMoz6qGraX8HBHVU6) ❗You need to bring your own laptop to this workshop. Make sure AWS CLI is installed. Contact us if you're not sure how. ❗A confirmation e-mail from Meetup is not relevant. **You can participate only if you receive a confirmation from us: kadir@berlinawsug.de** \-\-\- **Additional Information** **This event is wheelchair friendly.** Help us spread the word, and invite your friends & colleagues! If you're attending with wheelchair and need assistance, please mail us: organisers@berlinawsug.de for further details. Would you like to host AWS UG Event at your company? [Register here](https://bit.ly/aws-host) Would you like to speak at AWS UG MeetUp? [Submit your topic here](https://bit.ly/aws-talk)

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

You have heard about AI. You know it can benefit your business. \- Can it save you time? \- Respond to customers faster? \- Allow you to take extra profits? Each meetup will break down 1-2 real example scenarios of how AI implementation can relieve stress or even push you further towards your goals. Free. No hype. Just discussing how AI can be implemented in your small business. Rise Commercial District 1509 Blatt Blvd Gahanna, Ohio 43230 Conference Room: Once inside building, conference room is down the left hallway

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!

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

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

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)