Text Analytics

Many organizations treat the Product Owner as a backlog administrator, ticket writer, or go-between — and then wonder why their products drift, stall, or miss the mark. The role gets distorted in predictable ways, and the cost is real: slower decisions, misaligned teams, and products that serve processes instead of users. In this session, led by [Tom Molnár](https://www.linkedin.com/in/tamas-molnar-57902919/) we'll unpack the **6 misunderstood PO stances** — the anti-patterns that quietly erode value — and contrast them with the **6 effective stances** that make a Product Owner truly impactful. **What we'll cover:** ❌ **Misunderstood stances (anti-patterns):** * **Clerk** — just adds everything to the backlog, no vision or decisions * **Story Writer** — focuses only on writing user stories * **Project Manager** — focuses on deadlines and output instead of value * **Manager** — manages people instead of the product * **Subject Matter Expert** — gets lost in detailed expertise * **Gatekeeper** — becomes a bottleneck; everything goes through them These aren't value-creating behaviors — they're distortions of the role. ✅ **Effective stances:** * **Visionary** — defines a clear product vision and goals; focuses on the future * **Collaborator** — actively works with the team and stakeholders * **Customer Representative** — brings in user needs; explains the "why" * **Decision Maker** — makes fast decisions → faster time-to-market * **Experimenter** — thinks in hypotheses; validates instead of assuming * **Influencer** — creates alignment across the organization A good PO isn't just one of these — it's a combination of all. 🎯 **Key takeaway:** According to Scrum, the PO's goal is to maximize value. Many organizations misunderstand this. The goal is to recognize when you slip into a bad stance and shift back. **Who should attend:** Product Owners, Scrum Masters, agile coaches, engineering leads, and anyone working with or alongside POs who wants to raise the bar on how the role is understood and practiced. -- An in person, English speaking session. No video feed will be provided. Please note, that we dont have catering for the event.

If you live around Oktogon or Király utca and want to slow down your evenings, this is a simple way to transition into rest. Every Tuesday, we gather for a guided meditation and relaxation session, combined with herbal tea in a calm, intimate setting. The intention is to help you disconnect from the day, settle your mind, and go home ready to rest. Please plan your evening so you can leave in a relaxed state — ideally with a short, quiet way back home. **Important:** * Eat before the session (ideally you wont eat again until next day) * Arrive on time to keep the space calm * Limited spots **Practical details:** 📍 Okūma (Teahōm) - Concept Tea Lounge 🗓 Every 2nd Tuesday (fortnightly) 💳 Contribution based, this first time 🧘 Led by Marcos You can also purchase tickets in bulk for better price 👉 https://revolut.me/marcoshht/pocket/nyyRQdkeTQ

Szeretnéd fejleszteni a beszédkészséged? Szeretnél fejlődni a kommunikációdban, mert szükséged van rá a munkádban, a hétköznapjaidban? Szeretnéd megtanulni, hogyan tudsz még kifejezőbb lenni? Úgy érzed, nincs elég önbizalmad, de már tudod, hogy növelni szeretnéd, és már azt is tudod, tenni is kész vagy érte? Van egy jó hírünk: a LEGJOBB HELYEN JÁRSZ! :) Mi minden kedden azért gyűlünk össze, mert hiszünk abban, hogy bárki képes megtanulni az önbizalommal teli, tiszta, célratörő és élvezetes kommunikációt. Teszünk azért, hogy nálunk a gyakorlás alapú tanulás mindenki számára elérhető legyen akár diák, otthon lévő szülő, karrier építő, vagy csak egyszerűen érdeklődő a találkozónk résztvevője. Nálunk bárki megszerezheti azokat a kommunikációs technikákat melykekkel képes érdekesen, tömören, érthetően átadni saját gondolatait a közö(n)sség felé. Várunk szeretettel, ha szeretnéd fejleszteni kommunikációs és vezetői készségeidet egy jó hangulatú, segítőkész és összetartó csapatban. Találd meg önmagad egy inspiráló környezetben! Amivel találkozhatsz egy esten: – képet kapsz arról, hogy mi a Toastmasters és hogyan néz ki egy klubest; – megláthatod mit is adhat a Toastmasters tapasztalt előadók által; – új érdekes emberekkel találkozhatsz; – barátságos környezetben szerezhetsz sok új élményt. Miért csatlakozz a SzóDa Retorika Klubhoz? 1\. Lehetőség önmagad megismerésére\, ami a személyes fejlődéshez nagyban hozzájárul; 2\. Új barátokra tehetsz szert; 3\. Több önbizalmat szerezhetsz; 4\. Új dolgokat tanulhatsz azáltal\, hogy gyakorlod őket\. Hogyan tudsz csatlakozni? * gyere el hozzánk, próbáld ki magad, ízleld meg, milyen a színpadon állni, merj rögtönözni. Ezt díjmentesen megteheted három alkalommal. * ha jól érezted magad, megtetszett és eldöntötted, hogy Te is szeretnél velünk hétről hétre, minden kedd este a fejlődés útján járni, bővebb információért látogass el ezekre az oldalakra: https://www.facebook.com/szodaretorikaklub/ A SzóDa vár szeretettel! :)

A női tangó technika gyakorlása segít abban, hogy magabiztosabban és elegánsabban táncoljunk, valamint könnyebben kapcsolódjunk a partnerünkhöz és a zenéhez. Hogy ne csak követőként, hanem tudatos táncosnőként legyünk jelen a táncban. **Mikor**: Kedd, 18:00 – 19:00 **Hol:** Roxy Stúdió, 1136 Budapest, Tátra utca 4. ✦✦✦ **Miért fontos a női technika a tangóban?** -Javul a tartás, az ölelés, a sétatechnika, a stabilitás és az elegancia -Izgalmas díszítésekkel szépítjük a táncot -Hogy ne csak követőként, hanem táncosnőként is jelen legyél ✦✦✦ **Tematika** Az órákat bemelegítéssel kezdjük, majd az adott napi témával folytatjuk (pl. tartás, séta, disszociáció, giro, boleo, enrosque, díszítések stb.). A cél olyan technikai alapok elsajátítása, amelyek hosszú távon is segítik a fejlődésedet. **Ruházat** Kényelmes öltözet ajánlott. Lehetőleg hozz magaddal magassarkú cipőt is. További részletek: [https://tangolibre.hu/arak/](https://l.facebook.com/l.php?u=https%3A%2F%2Ftangolibre.hu%2Farak%2F%3Ffbclid%3DIwZXh0bgNhZW0CMTAAYnJpZBExbDFsUmtNd2dIQVpmSHY3TXNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR6UMmb0UoScQqD_vY2si7YaoEL3eIt8sfl5_Umx1LOW3RE_yq1xpuO6AwQLiw_aem_79bdLWqEbvzUx5qtFeyneA&h=AT7a1OP5evVEHDcL1uUSIGhfFxkDzd37eVA1AGyELRZYfgq32JCYYoXLT6i2nOlRLNCuSfgbAqgcBIvkICHRxLTe9O522W5uKHL7ylZqitMdwj0lFPVQhxReRbq4PahKY2cBhvq_N8rHFCKPHKt8f81yHuxw_i3s9b4&__tn__=q&c%5B0%5D=AT6G1SRCcbuOonOjMDArF7zv6zzXg6TL30pzfPbLwkmUdqxAVtAkaebCIfT23D8QPA9-zyZxrXaset57fLmMJOmvIABzUucuXls3bJmthLKQq09teRoryNetMqhkBNlxKr0FPj_q9CFE178EVkVduxOJ9dEN1hq1kjY) Nemsokára találkozunk! \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Women’s Tango Technique with Andrea Practicing women’s tango technique helps you dance with more confidence and elegance, and connect more easily with your partner and the music. So that you are present in the dance not only as a follower, but as a conscious and aware dancer. **When:** Tuesday, 18:00–19:00 **Where:** Roxy Studio, 1136 Budapest, Tátra utca 4. ### Why is women’s technique important in tango? * Improves posture, embrace, walking technique, stability, and elegance * Adds beautiful and expressive embellishments to your dance * Helps you be present not only as a follower, but as a dancer in your own right ### Dress code Comfortable clothing is recommended. Please bring high heels if possible. More details: [https://tangolibre.hu/en/prices/](https://tangolibre.hu/en/prices/) See you soon! ***

FlowDan’s Mix is a Latin-inspired dance party workout. High energy, easy-to-follow choreographies, and nonstop good vibes! Each class has a theme we dance through Class fee: 2500 Huf 5 class pass: 10000 Huf

Csatlakozz a KEZDŐ 2 kurzusunkhoz! **Időpont:** Keddenként 20:00–21:00 (első alkalom 2026-ban: **január 6.)** **Helyszín**: Roxy Táncstúdió Tátra utca 4., 1136 Budapest [Teljes órarendünk](https://tangolibre.hu/orarend/) **Tanárok**: Szeghalmi Endre és Serbán Andrea ✦✦✦ Join our **Beginner 2 Argentine Tango course**! This class is for dancers who already know the basics and would like to continue developing their technique, connection, and enjoyment of tango. **🕒 Time** Tuesdays 8:00–9:00 PM First class in 2026: **January 6** **📍 Location** Roxy Dance Studio Tátra utca 4., 1136 Budapest **Teachers** Endre Szeghalmi & Andrea Serbán **Prices:**[ https://tangolibre.hu/en/prices/](https://tangolibre.hu/en/prices/)

Csatlakozz a Kezdő 1 kurzusunkhoz! Ez a kurzus a **2025 szeptemberében indult Teljesen kezdő csoportunk folytatása**, de új érdeklődők is csatlakozhatnak, ha már van minimális tapasztalatuk argentin tangóban. **Időpont:** Keddenként 19:00–20:00 (első alkalom 2026-ban: január 6.) **Helyszín:** Roxy Táncstúdió, Tátra utca 4., 1136 Budapest **Tanárok:** Szeghalmi Endre és Serbán Andrea Teljes órarendünk: [https://tangolibre.hu/orarend/](https://tangolibre.hu/orarend/?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBEwaDNKZFpsQVh2dUpJMklKd3NydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR7-aVO75w-5o1MEitQYD_hyAji9mGat21L3FYSxxPdYQTAUrjN9qopadYwkuw_aem_cRLCRnGqUCcsUeCJj_XpyA) Árak: [https://tangolibre.hu/arak/](https://tangolibre.hu/arak/) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Beginner 1 Argentine Tango Course – continuation** This course is the continuation of our Total Beginner group started in September 2025. New participants are also welcome if you already have some basic experience in Argentine tango. **Time:** Tuesdays 7:00–8:00 PM (First class in 2026: **January 6)** **📍 Location:** Roxy Dance Studio, Tátra utca 4., 1136 Budapest **Teachers:** Endre Szeghalmi & Andrea Serbán Prices: [https://tangolibre.hu/en/prices/](https://tangolibre.hu/en/prices/) ***

English below \-\-\-\-\-\-\-\-\-\-\-\-\- 📚 A megszokott ütemhez képest itt egy extra alkalom most csütörtökön! Gyere és folytasd az olvasmányod a csendes könyvklubunkon a Fővárosi Szabó Ervin Könyvtárban: hozd magaddal az aktuális könyvedet, merülj el benne egy órácskát, majd oszd meg velünk, amit olvastál. 🗺 **Hogyan találsz meg minket:** A Központi Könyvtár fő épületének **Metszéspont** termében leszünk (régi tanulótér): a könyvtárba belépve haladj tovább a liftekig, de mielőtt elérnéd őket, fordulj balra a mosdók irányába. Az ott található lépcsőkön gyere fel fél emeletet. 💡 Az eseményen való részvételhez nem szükséges könyvtári regisztráció vagy beiratkozás, csak jelezd, hogy a Csendes Könyvklubra jössz. 🥤 **Étel-ital:** Kérünk, zárható üvegben hozz magaddal innivalót, ha az esemény alatt megszomjaznál. Másból inni, valamint a teremben enni nem lehet, de az épület átriumában üzemel kávézó. 🕑 **A menetrend (változás!):** 17:30–18:00 – Bemutakozókör: mit fogsz olvasni? 18:00–18:45 – Csendes olvasás 18:45–19:30 – Kiscsoportos beszélgetés a könyvekről (opcionális) 🍹 Az esemény után igény szerinti **afterezés** a [Prága Kávéház és Sörözőben](https://pragakavezo.hu/) (Baross u 8.), hogy ne csak könyvekről beszélgessünk! Ha csak erre jönnél, írj üzenetet, hogy ne kerüljük el egymást. 🇭🇺 Fontos: Ez egy teljesen **magyar nyelvű esemény**. A bemutatkozó kör az elején és a kötetlen beszélgetés a végén is magyarul zajlik. Az olvasás csendje persze mindenkié, így nyugodtan hozhatsz bármilyen nyelvű könyvet. **✨** **Önkéntes hozzájárulás** A Meetup-felület fenntartására elfogadunk adományokat, hogy eseményeket az eddig megszokott színvonalon és nyitott emberek között tarthassuk. Kérjük, amennyiben lehetőséged van rá, támogasd a könyvklubot! Az eseményen lesz adománygyűjtő doboz és Revolut QR kód. Köszönjük mindenkinek, aki eddig támogatott minket! Várunk szeretettel! \-\-\-\- Please note: This is a Hungarian-language event. The introductions at the beginning and the optional discussion at the end are held in Hungarian.

Hello everyone, Take a break from your week, make progress on your reading in good company, then join a relaxed chat about what everyone's been reading. **Schedule** 10:30 \- 11:00 \| Arrival & Introduction round 11:00 \- 12:00 \| Silent Reading Hour 12:00 \- 13:00 \| Chat & Discussion **The After-Event** ☕ The trial was a success, so it's officially a thing! After the session, we’ll head over to Zaj kávézó for some tea, coffee, cookies, and sandwiches. Feel free to stick around and join us to keep the conversation going! **Location** Metropolitan Ervin Szabo Public Library, Boulevard Library It will take place in the event room. After you enter the library, turn right, cross the lounge, and go down the stairs at the far end. If you bring snacks, you can have them in the lounge area. Whether you're a regular or a first-timer, you're welcome. See you there! **[Facebook Page](https://www.facebook.com/people/Budapest-Silent-Book-Club/61567388151835)** (previous books read in sessions) **[Goodreads](https://www.goodreads.com/group/show/1271292-budapest-silent-book-club)**[ ](https://www.goodreads.com/group/show/1271292-budapest-silent-book-club)(monthly book club voting) **[Silent Book Club](https://silentbook.club/pages/about-us)** (the idea itself, where did it come from?) This is a free event, but Meetup has its own fee. If you'd like to contribute and help keep this going, you're welcome to donate [via Revolut](https://revolut.me/schmidtpeter), every bit helps! (we keep track of all donations in this [spreadsheet](https://docs.google.com/spreadsheets/d/1C_N9CN_pQO5aUYezqzQW4GS7pr8IfplchwG8-ruZ19g/edit?usp=sharing))

In this session, we dive into Pranayama, (an ancient practice to discover the flow of energy within) and the power of conscious breathing, which is one of the most important aspects of the original yogic lifestyle. On these Tuesday evenings, we do more than just a breathwork session: this is an opportunity to explore a true harmony between our breath & the mind - body connection. We begin with a 15-minute chest-opening yoga sequence to gently expand our lungs and prepare for deeper breathing (no need for gym clothes though, just an open mind). Then, we explore different breathing techniques designed for self-awareness, relaxation, and energy flow. These classes are designed to help you discover how breath can be a tool to balance, energize, and center yourself. To close, we immerse in a short yet profound "silent concert", a meditative sound journey where 174 Hz sound waves or white noise guide us into a state of deep harmony. Whether emotions are light or heavy, thoughts are clear or clouded, this is a space to simply be and find some peace. Book your spot here: https://www.sanctuary.hu/service-page/thursday-pranayama-meditation-19-00-en?referral=service_list_widget

[ENGLISH BELOW ] 16\. maja '26 v Ljubljani 👉 prvi WordCamp Slovenia ♥️ En dan, v celoti posvečen WordPressu, en dan različnih talkov in delavnic, en dan druženja s somišljeniki, poslovnimi partnerji, potencialnimi delodajalci, en da spoznavanja ljudi, ki počnejo iste stvari kot ti! In še kaj se bo našlo za ta en dan. Kako se to sliši? 🤩 Dogodek bo potekal na čudovitem gradu Fužine, kjer bo poskrbljeno za vse: od prve jutranje kavice, kosila in seveda after-partya 🙌 **VABLJENI!** Kot obiskovalci, kot prostovoljci, sponzorji, govorci. 🫶 Več info o dogodku&vstopnice: https://slovenia.wordcamp.org/2026/ 📆16. maj 2026, ob 10. uri 📍Grad Fužine, Ljubljana Program je objavljen spodaj. ENGLISH: 16 May 2026 in Ljubljana 👉 the very first WordCamp Slovenia ♥️ One day entirely dedicated to WordPress, one day filled with talks and workshops, one day of connecting with like-minded people, business partners, and potential employers, one day of meeting people who do the same kind of work you do! And there’ll be plenty more packed into that one day. How does that sound? 🤩 The event will take place at the beautiful Fužine Castle, where everything will be taken care of: from your first morning coffee and lunch to, of course, the after-party 🙌 YOU’RE INVITED! As attendees, volunteers, sponsors, or speakers. 🫶 More info about the event & tickets: [https://slovenia.wordcamp.org/2026/](https://slovenia.wordcamp.org/2026/) 📆 16 May 2026 at 10:00 AM 📍 Fužine Castle, Ljubljana 10:00 – 10:10 Main hall Opening remarks **10:10 – 11:00** Main hall **Davor Jovanović:** *From Constraints to Potential: Engineering Creative Freedom in WordPress* Workshop (Tower) **Dario Jazbec Hrvatin:** *Stop Pasting Translations from ChatGPT* **11:00 – 11:50** Main hall **Bor Jemec:** *WordPress in Slovenia: Current state and security from a hosting provider’s perspective* **11:00 - 11:50** Tower **Haim Michael:** S*oftware Developers’ Evolution in the Era of Artificial Intelligence* **11:50 – 12:40** Main hall **Aleksandar Pasku:** *Storytelling: From Blah-Blah to A-ha!* Workshop (Tower) **Berislav Grgičak:** *Discover How WordPress Playground is Transforming the WordPress Ecosystem* 12:40 – 13:30 Main hall **Bruno Zagorščak:** *Podcast to hire: Turn your show into talent magnet* Workshop (Tower) **Isotta Peira:** *From Classroom to Core: Bridging the Gap Between Education and Open Source* 13:30 – 14:25 Lunch 14:25 – 15:20 Main hal **Remkus de Vries:** *WordPress Performance: What You’re Still Getting Wrong* 15:20 – 16:10 Main hall **Ivana Čirkovič:** *Human first: Content in the age of AI* Workshop (Tower) **Gregor Grešak:** *Fixing Accessibility: From Broken UI to WCAG compliant* 16:10 – 17:00 Main hall **Rade Jekić:** *Scaling Intelligence: Applying AI in WordPress Multisite Environments* Workshop (Tower) **Neven Jevtić:** *How to optimize WordPress: tips and tricks from practice* 17:00 – 17:50 Main hall TBA **Tomaž Zaman** 17:50 – 18:40 Main hall Round table 18:40 – 19:00 Main hall Closing remarks **19:00 – 00:00** After party **SPONSORS** **Global sponsors** [WooCommerce](https://woocommerce.com/) **Golden sponsors** [Bunny.net](https://slovenia.wordcamp.org/2026/sponsor/bunny-net/) **Bronze sponsor** [Domenca](https://www.domenca.com/) **Bronze sponsor** [Metakocka](https://metakocka.si/)

El objetivo de este encuentro es romper el hielo, hablar de las historias que nos gusta escribir, de por qué escribimos, de los libros que nos gusta leer, de qué dificultades encontramos al enfrentarnos al folio en blanco y de qué esperamos del grupo. En definitiva, se trata de conocernos como personas para entendernos como escritores. No importa si has escrito diez novelas, cuatro cuentos o el precioso título de un poema sin versos. Aquí todo aspirante a juntaletras es bienvenido.

Agilitás és beszélgetés és sör és fröccs. Vagy limonádé, kinek mi. Gyertek egy kötetlen találkozóra, ahol ha hozol egy elakadást, vagy ügyet, talán még beszélünk is róla, és segítünk továbblendülni. De ha nem, az is oké. Az asztal MASZK néven lesz, ha nem találsz minket.

**Looking to connect with other business-minded people in Budapest?** Come join us for a laid-back evening with fellow entrepreneurs, freelancers, and creatives living and working in the city. There’s no formal agenda – just good vibes, real conversations, and a chance to meet others who understand the ups and downs of building your own path. We're looking forward to meeting you. **P.S.** Join our WhatsApp group for event updates and coordination: https://chat.whatsapp.com/FDSt53cB0xx3uWfw8oqxYi

**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)

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)

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.

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.

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

**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

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.