Mobile Analytics

Der Fehler beginnt nicht beim Schreiben der Anforderungen, sondern schon beim Zuhören. Während dein Stakeholder spricht, füllt dein Gehirn Lücken mit eigenen Annahmen. Du filterst und verfälschst Daten, bevor sie im Backlog landen. Wir stoppen die mentale Autokorrektur. Wir behandeln die Worte deines Gegenübers wie eine schreibgeschützte Datei. Wer die Begriffe des Kunden durch eigene "Übersetzungen" ersetzt, baut technischen Schuldenberg auf, bevor der erste Sprint startet. **Clean Language** ist kein "Soft-Skill-Kuscheln", sondern ein präziser Abfrage-Algorithmus. Du lernst, deine Rolle als "interpretierender Experte" abzulegen und stattdessen die logische Struktur des Kunden zu extrahieren. **Das nimmst du mit** * Exquisites Zuhören: Du lernst, den Fokus zu 100% beim Gegenüber zu halten - ohne internen Filter. * 3 Basis-Fragen für saubere Daten: Wir üben die Syntax, mit der du Anforderungen erhebst, ohne sie zu kontaminieren (z.B. "Und was für eine Art von X ist dieses X?"). * Metaphern-Isolierung: Du erkennst vage Begriffe ("schnell", "sicher", "intuitiv") und lernst, deren spezifische Bedeutung für den Kunden freizulegen. **Der ​Trade-off** Du verlierst die Bequemlichkeit der schnellen Interpretation, gewinnst aber absolute Klarheit darüber, was wirklich gebaut werden muss. **Der Speaker** [Tobias Brennecke](https://www.linkedin.com/in/tobias-brennecke/) ist IT-Experte und Coach aus Dortmund, der mit der Methode Clean Language Kommunikationsblockaden in IT-Projekten löst. Mit 15 Jahren IT-Praxis hilft er Teams, klarer zu kommunizieren und Missverständnisse zwischen IT und Business zu überwinden. **Die Agenda** 🤗 17:30 Opening doors 🎤 Workshop mit Tobias 🥙 Anschliessend Networking 💰 Kostenlos **Die Sponsoren** 🏢 Location: [Gerstbach](https://gerstbach.at/) 🍽️ Catering: [FBC](https://fb-c.at/) **🎤 Call for Speakers & Sponsoren!** Und wenn du selbst etwas erzählen willst oder eine Idee für einen Talk hast, dann melde dich einfach. Auch suchen wir nicht nur Sprecher, sondern neue Lokationen zum Vortragen. 👉 **RSVP now!** Die Plätze sind begrenzt, also melde dich bitte an. Wie immer freuen wir uns sehr auf dich!

**Agenda:** 18:30 - Gather 18:45 - Talk: Change Management in SMEs & Startups 19:15 - Round Table Discussions: Your Project Issues 20:30 - Finish \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **🎤 TALK: Change Management in SMEs & Startups** *by Khurram Iftikhar* **Part 1:** Kübler-Ross Change Curve * How indivisuals within organizations deal with change * Empathy-based leadership * Practical use-cases from real experience **Part 2:** Agile Project Management * Manage expected changes * Documenting expected changes * Ensuring smooth delivery * Controlling scope, time and priorities * Personal experiences from Khurram and a meme or two ;-) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **👥 Round Table Discussions: Your Project Issues** Before and during the event we will be collecting issues from participants that we will discuss in a round table format. MODERATORS NEEDED!!! 🙏🏻 If you would like to moderate a discussion, please get in touch with Timo! We still need 2 or 3 \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Light snacks and drinks will be provided. If any company would like to sponsor this we would be grateful! 🙏🏻 \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- REMEMBER ... our meetups are for anyone interested in improving their project skills, not just those in Agile projects. If you have any ideas for future events or talks you'd like to give, please feel free to msg our group organiser Timo

**PLEASE SIGN UP ON THE PAGE LINKED BELOW** https://www.meetup.com/vienna-agile-meetup/events/313880280/ This event is in partnership with the Vienna Agile Meetup Group, which is a separate partner group of the Vienna Agile Community. This event will be held in-person and in English **Vienna Agile Meetup Group Link:** https://www.meetup.com/vienna-agile-meetup/ See you there :-) \- Timo Higgs *Group Organiser*

-Outdoor Functional Training for All Fitness Levels- Join us as we combine healthy, balanced movement with fun, gamified ideas to give you our unique FUNctional training! And in case that doesn’t really tell you what to expect, just think short intervals of exercise combined together in a playful and interactive way to help you strengthen your body in a sustainable way while allowing you to meet new people (and often even forget how hard you’re working out). As a reminder for those nervous about their fitness level: Everything we do, we do with all fitness levels in mind; so the exercises are always adjustable to your level and you’re always strongly encouraged to take it at your own pace - I mean, we’re not called My Pace for nothing! How to find us: We meet and train behind the calisthenics workout station on the Zirkuswiese of the Prater. Here a link to the location on Google maps: https://maps.app.goo.gl/QdRPEaYTiavZbmVW7 Cost: In the interest of inclusivity, we've decided to make our sessions donations based here, so you're invited to pay what you can afford. If that actually makes you more uncomfortable and doesn't make it easier to come, know that we've received donations from €2 to €20 and they all made us very happy, because our primary goal is to get people moving and to show them it can be fun all in all. The money is secondary. One other thing that’s useful to know: - In the case of bad weather, we do have a back-up location that will protect us from the rain. Should we need to move, we will change the location of this event here. Please feel free to check back here before any event where you suspect bad weather or, even better, simply get in touch with us! We’re available via WhatsApp message or email. --- If you'd like to know more about My Pace, feel free to visit our website at https://www.mypace.at

**Next Node\.js Vienna Meetup → May the 4th\, 2026 \| 18:00 @ LEAN‑CODERS Office \(1030 Wien\)** Two sharp talks. Real-world use cases. 🎤 **Edouard Maleix** — *How AI-First Dev Teams Build Collective Intelligence — One Attributed Mistake at a Time* 🎤 **Stefan Rath** — *CI/CD Excellence - Deploying Node.js Apps with European Cloud Independence* 🎤 **Christoph Walcher** — *The Hands-Off Maintainer: Seamless npm Releases with OIDC & Release Please* Whether you're deep in production or just Node-curious — you'll leave smarter (and probably full, too). 👉 RSVP now on Meetup 📍 Location: Hainburgerstraße 33, 1030 Wien 🍻 Drinks & snacks included **Want to speak, sponsor, or support?** Ping us at hello@lean-coders.at And yes — join our Discord to stay ahead of the curve.

Hello Viennovans! Pickwick's is getting quizzical every monday night! You have a chance to win a round of shots, a 40€ bar tab and/or eternal bragging rights 😉 Teams of up to 6 people, reserve your spot today! Start time is 7! FREE SHOT FOR EVERYONE COMING FROM VIENNOVA!

This is a weekly training session with Vienna Gaels, a Vienna-based Irish GAA club playing Gaelic football and hurling. The session is relaxed, structured, and welcoming, with coaching provided throughout. Agenda • Arrive from 5:45 and meet the group • Warm-up as a full group • One hour of Gaelic football training and one hour of hurling training • The order alternates each week • Wrap-up shortly before 8:00 pm Who it’s for • All levels are welcome • New players are encouraged • No previous experience of Gaelic sports is needed • Men’s and ladies teams train on the same night What to bring • Sportswear suitable for outdoor training • Football boots or trainers (astro or moulded studs work best) • Water No equipment is required to try your first session. We can provide hurleys and helmets if needed. Where & how to find us 📍 Location: Meiereistraße 20, 1020 Wien Training takes place on the pitches beside the Ernst Happel Stadium. If you arrive and don’t immediately see the group, wait by the pitches and someone will come over to you. Good to know • Training takes place every Monday from 6:00–8:00 pm • Sessions go ahead in all weather conditions • Training runs even if Meetup attendance looks low, as many regular members do not use Meetup If you have any questions beforehand, feel free to message via Meetup — otherwise just turn up and give it a go 🍀

\# MICROSOFT FABRIC USER GROUP AUSTRIA **Achtes Meetup \| 07\. Mai 2026 \| ab 18:00 Uhr \(vor Ort\)** 📍 Cloudflight GmbH ([Walcherstraße 1A/Stiege 3, 3. Stock, 1020 Wien](https://www.google.com/maps/place//data=!4m2!3m1!1s0x476da818996cbc03:0x1982d7cc1b9d2c4c?sa=X&ved=1t:8290&ictx=111)) 🍴 Snacks & Drinks 🖥️ Nur Vorort (kein Online) 💬 Session: Englisch Wir freuen uns, euch zum achten **Meetup** der **Microsoft Fabric User Group Austria** einzuladen. Unsere Community trifft sich **monatlich** und rotiert dabei zwischen **Wien, Graz** und **Linz**. Diesmal sind wir bei **Cloudflight** in **Wien** rein Vorort zu Gast. **AGENDA** **18:00** – Ankommen · Leute kennenlernen · Snacks & Drinks genießen **18:45** – Begrüßung · Update: *What's New* **19:00** – *Weaving CI/CD into Fabric: Implementing CI/CD Best Practices with fabric-cicd* \| **[Stefan Mikic](https://www.linkedin.com/in/stefan-mikic-1a76361a3/),** Cloudflight (englisch) **20:00** – Offene Runde · Fragen, Austausch & gemütlicher Ausklang **ABSTRACT** *Weaving CI/CD into Fabric: Implementing CI/CD Best Practices with fabric-cicd* - **Stefan Mikic** Every great fabric starts with the right threads but what happens when your Microsoft Fabric workflows are held together by manual Git actions, slow deployments, and the occasional human error? Things start to unravel. In this session, learn to stitch together a solution using the Python Library fabric-ci-cd, weaving CI/CD best practices across DEV, TEST, and PROD workspaces, with version control, automated pipelines, and complete isolation of PROD. Come see it in action, and leave with the patterns you need to weave CI/CD into your own Fabric! 🧵🪡

## 🤝 Join the Network Palace Community This is not an open Event Networking Community It’s a curated business community for professionals, founders, and decision-makers who want to turn conversations into real opportunities. Access is limited to members only. ## **Membership** To keep the quality high and the group focused, access is reserved for members. 👉 **Join here (€2/month):** [https://buy.stripe.com/4gM6oH4wx6gEaAl3I28IU00](https://buy.stripe.com/4gM6oH4wx6gEaAl3I28IU00) 🤝 Join the Community **WhatsApp Event Group** Connect with attendees at the event, stay in touch afterwards, and turn conversations into real business relationships and opportunities: 👉 **https://chat.whatsapp.com/DJs8POIQzIS3GCyHjsIC4M** *** ## **What you get** By joining, you unlock: • private WhatsApp community with selected members • direct access to event attendees before & after each event • ongoing conversations, collaborations & referrals • priority access to all Network Palace formats This is where the real value happens — beyond the events. *** ## **Why it exists** Most networking ends when the event is over. Here, conversations continue. Relationships deepen. Business happens. ## **About the Host** Simon Duernberger founder of Network Palace Vienna. He brings together the right people in curated environments where conversations turn into real business opportunities and long-term partnerships. 👉 Connect on LinkedIn: [https://www.linkedin.com/in/simon-d%C3%BCrnberger-6523a019a/](https://www.linkedin.com/in/simon-d%C3%BCrnberger-6523a019a/) ## ⚠️ Community Guidelines This group is built for real opportunities and high-quality connections. To keep it valuable: • No random promotion or links • No cold pitching in DMs without context • Only post if you have a clear opportunity or need • Use the structured format for every post Low-quality or spam posts will be removed.

Please read everything! Check this event again on the day (weather updates, last‑minute changes, etc.). And please be polite: cancel your RSVP if you cannot attend. _______________________________________________________ This is NOT a guided tour. I am going to have a look at the new exhibition! **Buy your ticket incl. timeslot (7pm) beforehand online!** Owners of the annual card or the bundesmuseencard: you will need to book a timeslot too. You ll find the number of your card in the email from your purchase of the annual card. [Link to book the ticket & timeslot.](https://shop.khm.at/en/tickets/canaletto-bellotto-200000000008445-T429-01) Tip: I added the audio guide for 5€ to my order. About the exhibition: "The famous city views of Giovanni Antonio Canal (better known as Canaletto) and his nephew Bernardo Bellotto (who often called himself Canaletto as well, to emphasize his connection to his celebrated uncle) take centre stage in the upcoming exhibition at the Kunsthistorisches Museum. With the help of optical devices, such as the camera obscura, these two Venetian painters surveyed European cities with scientific precision, yet creatively transformed what they saw into grand pictorial scenes. Both artists painted spectacular views of their hometown, Venice, but they both left the lagoon city to pursue their careers abroad: Canaletto moved to London, while Bellotto worked in Dresden and Vienna. Featuring major international loans – many of which have never before been exhibited in Austria – the exhibition invites you to rediscover the eighteenth-century city and two artists whose careers mirror a Europe shaped by mobility, war, and uncertainty." khm

**Walk & Talk** Willst du auch mehr Bewegung in dein Leben bringen? Und dich dabei noch gut unterhalten, so dass die Zeit verfliegt? Dann bist du hier genau richtig, denn mir geht es genauso. Alleine ist langweilig und die Zeit vergeht nicht, daher hab ich mir Walk & Talk überlegt. Inspiriert wurde ich durch die Walk & Talk Gruppe in Hamburg, wo ich mehrere Male dabei war als ich in Hamburg lebte. Unterschiedliche Menschen treffen sich einmal in der Woche für einen flotten Spaziergang und unterhalten sich dabei. Ich liebe es neue Menschen kennenzulernen und auch bekannte Gesichter wiederzusehen, dann geh ich ganz nebenbei und das macht auch noch Spaß.😊 **Walk:** Wir brauchen einfach regelmäßige Bewegung und ich weiß selbst, wie schwierig es ist, diese in den Alltag zu integrieren. Deshalb ist dieser Walk genau richtig. Nach diesem Spaziergang fühlst du dich einfach wohl, fit und entspannt. **Talk:** Das Reden kommt ganz von selbst beim Gehen. Du kannst über alles reden, egal, ob privates oder berufliches, alles was sich ergibt ist willkommen. Und wenn du keinen Bock aufs Reden hast, dann gehst du alleine, auch das ist völlig in Ordnung. **Wie das ganze abläuft:** * Die Teilnahme ist völlig kostenlos. * Wo: U6 Spittelau (im Freien), Richtung Donaukanal, Ausgang Josef-Holaubek-Platz, direkt vor dem Fernwärme-Turm (https://maps.app.goo.gl/XwAayz4FQe2EW8WK9) Wenn du mit der U4 kommst, geh bitte zum Hauptgebäude, wo die Züge und die U6 fahren. * Wann: Wir treffen uns dienstags um 13 Uhr, egal, ob bei Regen, Sturm und Kälte oder bestem Sonnenschein – Walk & Talk findet nahezu JEDE Woche statt außer ich bin mal im Urlaub. * Wir starten pünktlich und beginnen mit einer kurzen Vorstellungsrunde. * Wie gehen am Donaukanal entlang von Höhe Spittelau bis zum Schwedenplatz und zurück. * Ca. 7 Kilometer sind wir unterwegs und unterhalten uns dabei mit interessanten Menschen. Dabei kannst du neue Bekanntschaften schließen, dich inspirieren lassen, von Projekten erzählen oder einfach nur smalltalken und die frische Luft genießen. Alles ist erlaubt. * Nach ca. 1,75 Stunden sind wir wieder am Ausgangspunkt zurück. * Bei einer Teilnahme von über 5 Personen gehen wir in Paaren und wechseln diese alle 10 Min. Wenn du aber lieber alleine gehst, ist das auch vollkommen in Ordnung. * Für alle, die einfach mal etwas Neues ausprobieren wollen. **Bist du bereit?** Dann komm mit! **Start bei U6 Spittelau Ausgang Donaukanal** Nochmal: um **PUNKT 13.00 Uhr dort sein**, denn **nach kurzen Vorstellungsrunde gehen wir gleich los. Sei pünktlich, denn die Gruppe wartet nicht.** Du musst nichts vorbereiten oder dich gar anmelden, komm einfach vorbei. Ausreden gibt es nicht. Geh mit und freu dich auf eine tolle neue Erfahrung. **Wer macht es?** Ich bin Marie Meyer-Marktl und Ideengeberin, Host und Organisatorin von Walk & Talk. Ich unterstütze seit 2019 Menschen dabei Freude ins Arbeitsleben zu bekommen und bin Business und Life Coachin. „Strahle, wenn du an deine Arbeit denkst“, ist meine Vision für jedermann und jedefrau. Privat merkte ich, dass ich endlich wieder mehr Bewegung brauche – und das klappt am besten gemeinsam mit anderen Menschen. Sei dabei bei Walk & Talk und bring Bewegung in dein Leben. **Do you speak English? Then welcome to Walk & Talk!** This event is suited for all people who like to connect to other people and like to walk. The beauty of this regular event is that you are in the nature and you walk around 7 kilometers. In the meantime, if you feel for it, you talk, if not, you just walk. You do something for your health, get to know new people and you will feel much better. It’s FREE, all you need to do is to show up this Tuesday at no later than 1 pm at the U6 Spittelau exit to Donaukanal.

Hi Running fellows, Whether you’re a walker, new to running, a semi-pro, a marathonist or a sprint star - if you want to start your weekend in an active way and enjoy the outdoors in lovely surroundings with a fun, international and multilingual group of people, you are welcome to join us! Every Saturday at 9:30 am, we meet, we run, in the magnificent Schönbrunn park, and then we go for breakfast. Want to discuss politics or the best recipes for banana pancakes? Not a problem. Not feeling social? Tune out with your earbuds - we can talk over breakfast. We are casual. You can be too. What to expect: Start by meeting Adrian, Ali, Liz, Paul and Sonia on-time at 9:30am outside the Schönbrunn U-Bahn stop (exit Grünbergstraße). (Coordinates: 48.1858130, 16.3200640) From there, we walk to the side park entrance where the “running” part begins. The important thing is that you run at your own pace. Typically, small groups of people will run at the same pace as you, so you never have to walk/run alone :) We finish one hour later, at about 10:40am, reconvening just inside the Hietzinger Tor exit. (Coordinates: 48.1858825, 16.3032647). From there, we’re off to breakfast! Breakfast Details: Anker bakery opposite the U4 Hietzing station and depending on the weather, grab something for a picnic in Schönbrunn park, or hang out in the bakery. If you missed us earlier, you can always go there around 10:45. We are a fun group of runners who don’t take things too seriously. We meet, chat, RUN, stretch, chat, EAT and we hang out over a beer every now and then. It's that easy. Please join us for breakfast after the run! The more the merrier. Typically we are 10-30 people, as not everyone who comes signs up on meetup. Important disclaimer: Please only run as much as you feel you can, considering the temperature, weather conditions, your own fitness etc... run and walk at your own pace as the organizers do not assume any liability for any injuries or health issues. Sonia, Adrian, Ali, Paul and Liz

⭐️Speed Networking Vienna Make connections. Find opportunities. Meet new friends. ⭐️Looking to expand your circle, meet inspiring people and actually enjoy the process? This is not just about business contacts — it’s about real human connection, shared interests and new friendships that can grow into something meaningful. 🔄 How it works: 10-minute one-to-one chats, new person each round. Easy, natural and relaxed — no awkward vibes, no forced conversations. ⭐️Perfect for people from different professions who want to connect, collaborate, exchange ideas and simply meet great new people. 💎Price 10€ and order a drink 📌 Limited spots – registration required. Come for the networking. Stay for the conversations. Leave with new contacts and new friends. 💬✨ Join us on Instagram https://www.instagram.com/makegoodfriends?igsh=YjA2czVxNjF0cGJi&utm_source=qr

# 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 Vienna • 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: [8-10 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.

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

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

**We'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron You can download documents, or clone/fork the repository. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377 Passcode: 940392 **If you can't get in, please call me at: 734 223-3307** **The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**

Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected. This month we have **Radio Signal Analysis Using SDRs and OpenWebRX+** with **Scott McCrory**. Details are are [core.radio](https://core.radio/).

Join us for 2 loops of the 1.1 mile trail surrounding Civic Park In Reynoldsburg this Thursday (5/7) at 6:30 pm. This is a fully paved trail so no worries about mud after a rainy week. Just come and get some exercise while connecting with others.