Data Privacy

## **DNA. presents "ARTISTS MEET UP & JAM SESSION"** ##### **‍**\- a Free & Creative Space for Artists of all kinds to Connect\, Share & Grow\. Together\. ‍ In this space, it's all about community, creativity & collaboration. Whether You're a storyteller, musician, poet, dancer, or visual artist, this space welcomes every form of expression. ‍ > Every respectful person is invited to join. ‍ We talk, we drink, we laugh, we get to know each other & we share our Stories. ‍ **WHEN:**‍ Every Monday 7 - 11 pm ‍ **LINE UP:** DOORS & MEET UP: 7 pm MEET & GREET: 7 - 8 pm JAM SESSION: 8 - 11 pm ATELIER FLOOR (HOUSE MUSIC): 9 - 11 pm + ‍ **SET UP:** for the Jam Session... there is a full band set up available ‍ **WHERE:** [DNA. ART HOUSE](https://maps.app.goo.gl/4XrC8gTPtdDGb3oB6) Wrangelstraße 25 10997 Berlin ‍ ##### **TICKETS:** Box Office: Free for DNA. Members\* / 5e regular (Daily Membership\*\*) **+ FREE ENTRY & FREE DRINK** for Every Artist joining the Jam Session ‍ **SIGN UP:** No signup needed – just come over & be part of our Creative Community. ‍ For more info see: [www.dna-artclub.com](https://www.google.com/url?q=https://www.google.com/url?q%3Dhttp://www.dna-artclub.com%26amp;sa%3DD%26amp;source%3Deditors%26amp;ust%3D1726165890491369%26amp;usg%3DAOvVaw0tJ9La9WXHWzLDW3XsmuEZ&sa=D&source=docs&ust=1726165890529967&usg=AOvVaw2auoUIdwYdu4PnO3_kfvNh) / follow us on IG: [@nightart.club](https://www.instagram.com/nightart.club) :) See Us Soon. Love. 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.](https://dairnight.com/hausordnung) and [Geschäftsordnung of Dair Night Art e.V.](https://dairnight.com/geschaftsordnung) Please ensure You review these documents thoroughly in advance.** **\*\*\*NOTE: By purchasing a ticket for this event, you grant us permission to integrate your contact data into our Database. This allows us to securely save and utilize your contact information to keep you updated about event details, relevant communications and future events. Your privacy and data security are important to us, and we assure you that your information will be handled with the utmost care and in accordance with our privacy policy = see [https://www.dna-artclub.com/privacy-policy.](https://www.dna-artclub.com/privacy-policy.)** **Thank You for Your understanding and support.**

Kommt am 2. Montagabend im Monat ins Offene Wohnzimmer zum Open Draw! Raucht Euch auch manchmal der Kopf von zu viel PC-Arbeit? Der Asphalt der Stadt ist heute wieder viel zu grau? Ihr würdet am liebsten mal wieder wild auf einem Blatt Papier rumklecksen oder gedankenverlorene Linien zeichnen? Höchste Zeit zur Tat zu schreiten! Wir wollen in entspannter Atmosphäre die kreativen Zellen auf Volldampf fahren und uns der Inspiration überlassen. Mit Musik im Hintergrund sowie Wein, Tee und Snacks im Repertoire wird dann gekleckst, gemalt, gezeichnet, geklebt, geredet und gelacht. Das Ganze kann sehr ambitioniert stattfinden, aber genauso zum Hirn-abschalten dienen. Austausch, Bilderswapping und gegenseitige Tipps/Kritik sind sehr willkommen. Material stellen wir (Kreide, Bleistift, Wasserfarbe, Acrylfarbe, Pastellstifte, Kohle, Papierbögen, Spiegel, Postkarten, Zeichenbücher, Illustrierte). Sujet kann alles sein: Der/die Tischnächste, der letzte Traum, oder der Feldhase Dürers. Technik auch: Von (Selbst)portrait über Stilleben bis zur Comiczeichnung soll alles abgedeckt werden. Wir bieten jeden 2. Montag im Monat offene Treffen zum kreativen Arbeiten sowie gelegentlich technik- und themenbasierte Workshops an. Wie immer wird um eine Spende für Raummiete/Material von 5-10€ gebeten. Anmeldung: Katharinav.runnen@gmx.de

So hast du andere Leute in Berlin wahrscheinlich noch nie kennengelernt! Bis zu 10 Singles, die sich zuvor nicht kennen, treffen sich in einer Bar und lernen sich bei einem eigens für diese Veranstaltungsreihe entwickelten Spiel näher kennen. Das Spiel kombiniert eine gelungene Mischung aus Fragen, Aktionsaufgaben und lustiger Unterhaltung, die alleine oder als Team gemeistert werden. Durch verschiedene Aufgaben und Fragen kommen die Spieler in direkte Interaktion miteinander und lernen sich im Spielverlauf näher kennen. Im Vergleich zur klassischen Single Party lernst du bei Socialmatch wirklich nur Singles in deiner Altersgruppe kennen und kommst von ganz alleine ins Gespräch mit den anderen Teilnehmern. Ein Spielmoderator vor Ort informiert über den Ablauf und leitet durch den Abend. Sicher dir jetzt deinen Platz beim nächsten Event unter [[www.socialmatch.de](http://www.socialmatch.de/)] und lerne neue Leute in deiner Stadt kennen. Dieses Event ist für die Altersgruppe 40 - 60 Jahre. P.S. Socialmatch erhielt 2015 bereits einen Award für das Konzept, teste es selbst ;-) **Achtung: Nur mit Buchung über die Website ist eine Teilnahme möglich!**

## **DNA. presents "ARTISTS MEET UP & JAM SESSION"** ##### **‍**\- a Free & Creative Space for Artists of all kinds to Connect\, Share & Grow\. Together\. ‍ In this space, it's all about community, creativity & collaboration. Whether You're a storyteller, musician, poet, dancer, or visual artist, this space welcomes every form of expression. ‍ > Every respectful person is invited to join. ‍ We talk, we drink, we laugh, we get to know each other & we share our Stories. ‍ **WHEN:**‍ Every Monday 7 - 11 pm ‍ **LINE UP:** DOORS & MEET UP: 7 pm MEET & GREET: 7 - 8 pm JAM SESSION: 8 - 11 pm ATELIER FLOOR (HOUSE MUSIC): 9 - 11 pm + ‍ **SET UP:** for the Jam Session... there is a full band set up available ‍ **WHERE:** [DNA. ART HOUSE](https://maps.app.goo.gl/4XrC8gTPtdDGb3oB6) Wrangelstraße 25 10997 Berlin ‍ ##### **TICKETS:** Box Office: Free for DNA. Members\* / 5e regular (Daily Membership\*\*) **+ FREE ENTRY & FREE DRINK** for Every Artist joining the Jam Session **SIGN UP:** No signup needed – just come over & be part of our Creative Community. For more info see: [www.dna-artclub.com](https://www.google.com/url?q=https://www.google.com/url?q%3Dhttp://www.dna-artclub.com%26amp;sa%3DD%26amp;source%3Deditors%26amp;ust%3D1726165890491369%26amp;usg%3DAOvVaw0tJ9La9WXHWzLDW3XsmuEZ&sa=D&source=docs&ust=1726165890529967&usg=AOvVaw2auoUIdwYdu4PnO3_kfvNh) / follow us on IG: [@nightart.club](https://www.instagram.com/nightart.club) :) See Us Soon. Love. 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.](https://dairnight.com/hausordnung) and [Geschäftsordnung of Dair Night Art e.V.](https://dairnight.com/geschaftsordnung) Please ensure You review these documents thoroughly in advance.** **\*\*\*NOTE: By purchasing a ticket for this event, you grant us permission to integrate your contact data into our Database. This allows us to securely save and utilize your contact information to keep you updated about event details, relevant communications and future events. Your privacy and data security are important to us, and we assure you that your information will be handled with the utmost care and in accordance with our privacy policy = see [https://www.dna-artclub.com/privacy-policy.](https://www.dna-artclub.com/privacy-policy.)** **Thank You for Your understanding and support.**

### Open Platform for Writers to connect, share & grow. Together. ‍ We create a safe space to be creative, connect through writing and give and receive feedback from each other. Get ready for bringing in different writing styles and helping each other improve our own writing skills and get to know some new friends. ...for more info check out www.dna-artclub.com / follow us on IG: @nightart.club See You soon :) Love. 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.

Ready to build a serious AI-powered income stream — without gambling your career? Join Paul Chuter for a live, interactive session where you’ll see how busy professionals are building AI-driven businesses designed to generate meaningful income — with structure, not guesswork. This isn’t theory. You’ll see how a real AI powered business is built live and see exactly how AI can be used as leverage — not hype. Inside You’ll Discover: • How to turn one clear idea into a monetised offer • The practical way to build alongside your job • Where most AI income attempts fail — and how to avoid it This is not about “overnight success.” It’s about building a strategic path to freedom. No tech overwhelm. No influencer nonsense. No unrealistic promises. Just a serious wealth conversation for professionals who want options. If you’re thinking about your exit strategy — this is your starting point. \- Register now and see what building an AI\-powered income properly looks like\. ***Please note : The zoom link allows you to register and then the workshop zoom link is emailed to you. You can register in advance of the event.*** The Adapt and Thrive Events Group wholeheartedly supports the policies and principles of Meetup. We make no guarantees and we do not offer financial services or assurances. All our Meetup Events are FREE to attend.

Bitte kauft in den Restaurants mindestens einen Artikel, damit wir keinen Ärger mit dem Manager bekommen. -> Location Berlin Potsdamer Platz -> The Playce -> Manifesto Markt Wir sitzen unten oft an den großen runden Tischen vor dem Restaurant Kumpir'a oder an den langen Tischen vor dem Pizza und Pasta Restaurant im Erdgeschoss. Dieses Treffen ist für: -Internationale Teilnehmer aus allen Ländern, die auf Deutsch Kontakte knüpfen wollen. -Deutsch-sprachige, die in netter Gesellschaft anderen helfen wollen, Deutsch zu sprechen, oder nur neue Kontakte knüpfen wollen.

Was ist Embodied Dating? ## Die Idee ist *simpel.* Wir lernen Menschen am schnellsten kennen, wenn wir mit ihnen wirklich in Kontakt kommen. Nicht digital. Nicht über Smalltalk. Sondern **körperlich**, direkt und *ehrlich.* Denn unser Körper weiß deutlich schneller, ob es passen könnte. Und bevor du investierst, um am Ende wieder enttäuscht zu sein, probier doch mal was **Neues**. Und das beste: Selbst wenn es nicht funkt, wirst du eine **wertvolle Erfahrung** gemacht haben! Erfahre mehr über das Event auf **[paar-yoga.de/dating](https://paar-yoga.de/dating/ "https://paar-yoga.de/dating/")**

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*

**[AI Council](http://aicouncil.com/) 2026 is coming to San Francisco, May 12-14!** It's our only IRL conference of the year, and we couldn't be more excited to bring the AI community together at the Marriott Marquis in SOMA. This is a ticketed event — as a member of our meetups, you can enjoy 20% off Regular and Late-Bird tickets with the code: **DCMEETUP20** **About Us:** [AI Council](http://aicouncil.com/) is the original community-driven, deeply technical conference at the frontier of AI. We have a No BS Guarantee: we're vendor neutral, and we promise all of our talks are engaging, technical, and presented by top engineers and researchers doing the real work. For years, we've been running the best community-powered AI events around, and we invite you to join us for high quality talks and inspiring conversations with the people actually building the future of AI. **Why Should I Go:** * 🎤 **Incredible Speaker Lineup:** 3 days and 60+ insightful talks from leading AI engineers, researchers, and builders from top companies like Anthropic, OpenAI, Meta, Databricks, and many more. * 🏎 **10 Unique Tracks:** Inference Systems, AI Engineering, AI Security & Safety, Agent Infrastructure, Coding Agents & Autonomous Dev, Model Systems, Data Engineering & Databases, Applied AI, Analytics & Data Science, and Lightning Talks * 📋 **Workshops (hands-on, peer-led):** Try out the latest tools alongside their creators, get hands-on experience with cutting-edge products, and meet some of the most talented builders in the industry, for free! * 💬 **Speaker Office Hours:** Following each talk, you get the opportunity to dive deeper 1:1 with the speaker * 🎈 **Extensive Networking:** Conference happy hours and amazing after-hours events hosted by community partners throughout the week \*\*\* *As a member of our meetups, you can enjoy 20% off Regular and Late-Bird tickets with the code **DCMEETUP20*** **NOTE:** This is a ticketed event. Check out our [website](http://aicouncil.com/) to purchase tickets and get complete information on speakers and schedule. Join the global AI community in San Francisco for the most technical, no-hype AI event of the year — we'll see you there!

Hello fellow Symfonians, we are thrilled to announce the next user group meeting of the year, featuring two insightful talks that you **won't want to miss**! This time we are hosted by Turbine Kreuzberg (Prinzessinnenstr. 19/20 10969 Berlin). Come by and enjoy an evening of learning, networking, and socializing with fellow Symfony and PHP developers. **Agenda:** 18:30: Doors open 19:00: Welcome and Introduction 19:20: **Talk: "Nothing Shared, Everything Gained" by Kore Nordmann** 20:10: Snack & Socializing **Talk Details: "Nothing Shared, Everything Gained" by Kore Nordmann** A team shipped nothing for six months. Controllers with 2000-line methods, static calls everywhere, developers afraid to touch the code. It took 25 days to fix. The pattern repeated across 100+ teams over seven years of consulting: side effects were always the root cause. The solution: Data Objects carry state, stateless Services contain logic, Gateways push side effects to the edges. At Frontastic, these patterns survived 8 years, multiple pivots, 70 engineers, and 25x Black Friday traffic — without a single rewrite. [https://codethatships.com/](https://codethatships.com/) Don't miss these insightful talks, engaging discussions, and networking opportunities. We can't wait to see you at the **May Symfony User Group**!" If you have any questions or accessibility requirements, please reach out to us. Also, if your company wants to be the next host for the User Group, just let us know!

Dear Community, Another month with an interesting talk right before Hamburg Summit, and we would like to hear your thoughts for the rest of the year and after. Will be pleased to have you with us on the evening! We have limited seats - 50 only - first come first served! Our dearest thanks to Lightspeed for hosting us on the evening! =================================================== 18:30 - Warming up and networking chat 18:45 - Intro by AWS UG Berlin 19:00 - 19:40 - **Elias Abud // Delegated Access Management at Scale with AWS IAM Identity Center** This talk presents a delegation architecture that enables project owners and security stakeholders to manage their own users, groups, accounts, and permission sets while maintaining central governance. The solution introduces a unified API layer that can operate across multiple Identity Center instances and enforces organizational policies and quotas. It also applies the Backpressure Pattern to control request rates and protect Identity Center from overload. Participants will learn how to implement delegated identity management at scale while balancing autonomy for teams with centralized security oversight. 19:40 - 20:00 - Networking break with food, snacks and drinks 20:00 - 20:40 - **AWS User Group - Ask Me Anything** We would like to dedicate the time and stage to you, our dearest community members to ask your questions, share your thoughts and ideas, provide feedback. This can be technical, or community related. Everyone is welcome, and we aim to address your input in the upcoming AWS Summit and more. 20:40 - 20:45 - Closing & Final Remarks =================================================== **Very Important: Only 50 seats are available for this event.** If you want to make sure you can attend: Register yourself with your "full name" here at meetup.com Arrive on time - seats are first come, first served. As soon as there are seats available, you are welcome to join with your registration. In case there are no more seats available, we won't be able to let you join us this time. We thank you very much for your understanding! ================================== 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 Berlin events at your company? [Register here](https://bit.ly/aws-host) Would you like to speak at AWS UG Berlin sessions? [Submit your talk here](https://bit.ly/aws-talk)

Bachata (the dance of our generation) is a social couple dance like Salsa - no choreography. The community in Berlin is active daily - you will meet a lot of open-minded people and make new friends quickly! Every Wednesday we have Bachata dance classes in Berlin - we are usually a group of around 20 people (95% beginners): 🕖 19:00 - class: Technique for Beginners+ (0-1+ years experience) • No partner needed (we switch). • You can start from zero in any of these classes! 📍 Adress: Klosterstraße 44 ([Google Maps Link](https://maps.app.goo.gl/5VGEqaVSy9xBCoHv9)) - near S+U Alexanderplatz • Entry: Entrance A, code: 5928# - 5th floor (500), then black door. • Price: 12€ per class. ✅ Dance teacher contact: [WhatsApp-group](https://chat.whatsapp.com/IWKPsid0cBDAUHCWKZNL2B) / [Instagram](https://instagram.com/mahir.bachata.berlin) 🇩🇪: Bachata (der Tanz unserer Generation) ist ein sozialer Paartanz wie Salsa - keine Choreographie. Die Bachata-Szene in Berlin ist groß und täglich aktiv - du wirst schnell viele offene Leute kennenlernen und neue Freundschaften schließen! Jeden Mittwoch findet dieser Bachata Tanzkurs statt - wir sind meistens eine Gruppe von 20 Leuten (95% Anfänger): 🕖 19 Uhr - Kurs: Technik für Anfänger+ (0-1+ Jahre Erfahrung) • Kein Partner nötig (wir wechseln). • Du kannst in diesen Kursen jederzeit von null starten! 📍 Adresse: Klosterstraße 44 ([Google Maps Link](https://maps.app.goo.gl/5VGEqaVSy9xBCoHv9)) - Nähe S+U Alexanderplatz • Zugang: Eingang A, Code: 5928# - drinnen Knopf drücken links an der Tür. 5. Etage (500). • Preis: 12€ je Kurs. ✅ Tanzlehrer Kontakt: [WhatsApp-Gruppe](https://chat.whatsapp.com/IWKPsid0cBDAUHCWKZNL2B) / [Instagram](https://instagram.com/mahir.bachata.berlin) Schreib uns gerne eine Nachricht, wenn du offene Fragen hast! Wir freuen uns auf dich ❤

# Tired of dating apps or surface-level events? This is different. This is a **2-hour guided relational experience** designed to help you connect with other singles in your city — without small talk, pressure, or performance. **What happens:** • You join a 2-hour guided online session • You meet a small group of singles from Berlin • You’re led through structured connection exercises • Within 48 hours, you meet the same group in person • You stay connected afterward via WhatsApp **This is for you if:** • You’re done with shallow or random social spaces • You want deeper, more intentional connection • You’re open to a structured experience If you’re just browsing or looking for something casual, this likely won’t be a fit. **Important:** Spots are limited and booking happens through our website. 👉 Reserve your spot & stay in the loop with new events every month: [[https://consciousconnections.com/join](https://consciousconnectionsclub.com/join)] **When:** Online session: [9-11 AM] In-person meetup: within 48 hours (details shared after booking) Most people come alone. Most leave having met people they genuinely want to see again.

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.

**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)

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

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)

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

Hi ladies. Let's hike the Edward Thomas, Spring Creek, and a little multi-purpose trail - approximately 4 miles. Please bring a water bottle as needed and appropriate shoes. Meet in the Maple Grove Picnic area.