Microsoft PowerApps

How to take control of your subconscious and harness its power! 🎟️ FREE ADMISSION - [Book Here](https://unlockthepowerofthesubconsciousmindmelbourne.as.me/schedule/175b7acb?ref=fb_integration) We're looking forward to you joining us for an eye-opening lecture where the speaker will break down complex ideas in a clear and practical way. You'll gain insights into: ✅ The true definition of the subconscious ✅ How it generates unwanted emotions ✅ Its real purpose and function ✅ What determines the pressure it exerts on you But this isn't just another lecture where you sit and listen passively. It's interactive and engaging - you can ask questions at any time.

We’re back in 2026! Come play games with us! This venue is definitely biased towards "euro" style games but any and all games are welcome. Members will bring games that they like. Anything that is fun to play and share is welcome! Don't have a game, don't worry. We've got a decent selection, but you're always welcome to bring a game if you would like. Never played a board game before or it's been 20 years? No problem, we'd be happy to show you how to play. We love beginners, because we were all beginners at one point. Life is full of stress, let Monday nights be a fun night. Some of the games our regulars own: Settlers of Catan Power Grid Dead of Winter Terraforming Mars Stone Age Elder Sign Resistance/Avalon One Night Werewolf Hanabi Race for the Galaxy King of Tokyo Puerto Rico Ticket to Ride Europe 7 Wonders Love Letter Red Planet Century Spice Road Dune and Dark Moon Also, come to a couple of Meetups and Grab your very own discount card for Mindgames in the CBD. For 10% off and other exclusive discounts.

**🎤 Elevate Your Communication & Leadership at Mighty Docklands Toastmasters!** Ready to level up your confidence, leadership skills, and public speaking prowess? Welcome to Mighty Docklands Toastmasters, where your journey to self-improvement begins! 🌟 What to Expect: * **Expert Toastmasters Guidance**: Our sessions follow the proven Toastmasters framework, ensuring you receive the best possible support and mentorship. * **Warm and Welcoming Atmosphere:** Immerse yourself in a friendly and vibrant environment, surrounded by like-minded individuals on their own journey of self-improvement. * **Diverse community:** Connect with 15-20 like-minded people at every meeting. Come and experience it for yourself! We welcome guests and newcomers alike, eager to meet anyone interested in advancing their public speaking and leadership abilities. 📅 **We meet every 1st, 3rd & 5th Monday of each month from 6:30 pm to 8:30 pm.** ***Please come by 6:15 pm, for a prompt 6:30 pm start. Visitors will not be allowed in after 6:30 pm due to access-controlled doors.*** ✉️ Please email **docklandstoastmasters@gmail.com** for more information. Attending any Toastmasters meeting as a guest is free, however membership to Toastmasters International is a paid activity, details of membership fee etc will be shared over email post attendance. 📍**Find us at the Community Hub:** The Community Hub at the Dock is the building **next** to the Library. There will be a signage at the access contolled front door. Head down towards the library and then head past the park on the left. Entrance is from the street side. [Front of building](https://imgur.com/a/ugh5ay3)

##### ## 🧠 **Dianetics: The Modern Science of Mental Health** **Discover the practical, proven method to eliminate those things like emotional pain resulting in stress and anxiety and reclaim your life.** *** ### 📅 **Event Overview** Are you tired of carrying emotional baggage from the past? Whether it’s stress, anxiety, grief, anger, or just that lingering sense that something is holding you back — you’re not alone. Many of us have lived through difficult or traumatic experiences that continue to affect our thoughts, reactions, and relationships — often without us even realizing it. **Dianetics® is a breakthrough method** that addresses the root cause of emotional pain—not by masking it, but by **eliminating it from the reactive mind**. *** ### 🔍 **What You’ll Learn at This Free Meetup:** ✅ Why the mind reacts emotionally—even when you don’t want it to ✅ How early-life memories and decisions still affect your thinking and behavior ✅ The part of the mind responsible for irrational fears, anger, sadness, and self-doubt ✅ A step-by-step process that helps you regain clarity, emotional freedom, and confidence ✅ How millions have used Dianetics to improve their relationships, mental well-being, and quality of life *** ### 🤝 **This Meetup Is For You If You:** * If you struggle with recurring negative thoughts, emotional reactions, or health concerns, known as psychosomatics, this meetup is for you. * Feel held back by something you can’t quite explain * Want to learn a proven, drug-free, non-religious method to improve mental wellness * Are perhaps also curious about helping others with a technique that delivers real results This is **not a lecture**. It's a meetup. It’s a **friendly, interactive time** where you’ll discover how Dianetics works and what it can do for you or someone you care about. *** ### 🧩 **Bonus: Learn How You Can Help Others Too** All Dianetics sessions are delivered by trained volunteers. If you’re someone who enjoys helping others or working in wellness, this event will also show you how Dianetics Auditing can be **easily learned and then help** others in need. ### *** ### 📲 **Can’t Make It? Reschedule Anytime** If the date or time doesn’t suit you, simply **SMS Pam at 0405 648 822** and we’ll arrange a one-on-one introduction that fits your schedule. (10 am to 9 pm) *** ### ✅ **Take the First Step Toward Emotional Freedom** You don’t have to learn to live with things that are destructive to you. **Discover how Dianetics can help you take control of your mind and your life—for good.** Seats are limited, so reserve your spot today. ***

Have you been interested in woodworking, 3D printing, CNC, cosplay or Electronics? Come visit Maker Community to get a tour of our space, learn about our memberships, have a chat with our members and discuss your dream projects.

Come and learn about the International Language, Esperanto, from experienced speakers who have travelled the world, attended international conferences, and made friends with people from many different countries. Esperanto is simple to learn, regular, and a very powerful tool for international communication. Our Monday meetups are tailored to whoever shows up on the night, so feel free to drop in, no matter what your level (curious/interested/beginner/conversational/expert). We can offer one-on-one lessons or a range of group activities, conversation, and games. We meet at Enderby Esperanto Centre, suite 304, 343 Little Collins Street. Your first visit is free, and meetups are free for members, however if neither of these apply we ask for $5 to help cover venue costs. If you want to join our Discord server for Esperantists in Victoria, please visit [https://discord.gg/6cgKjQhkWa](https://discord.gg/6cgKjQhkWa "https://discord.gg/6cgKjQhkWa")

NuCalm is a patented, drug-free neuroscience technology designed to rapidly reduce stress, improve sleep quality, and aid recovery by shifting the body from a "fight-or-flight" state to a deeply relaxed parasympathetic state within minutes. [https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html) It uses neuroacoustic software, a biosignal processing disc, and light-blocking eye masks to guide brain waves from active beta states down to alpha/theta (relaxation/meditation) levels NuCalm uses a patented, clinically proven pitch and frequency matrix with non-linear oscillating algorithms to safely present your brain with precise signals, prompting what is known as a frequency-following response. Your brain synchronizes with the incoming NuCalm signals helping you naturally and effortlessly manage your state of mind by speeding up or slowing down your brain wave frequencies. NuCalm has mapped all of your brain wave frequency zones and created products to safely and predictably guide you to whatever mental state you desire. The amazing thing is, NuCalm is all-natural and works every time you use it within minutes. The best thing to do now is to watch the video on the website and download the NuCalm app. All you need is a headset and eye mask. This app purchase is covered with a 30-day money-back guarantee. Get started today and FEEL the difference even 15 minutes can make. WATCH THE VIDEO ON THE WEBSITE. [https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html)

**Details** Join us for networking, drinks and a good time catching up with fellow Power BI and Microsoft Fabric enthusiasts **Agenda:** 5:30PM - 6:00PM Welcome and Networking 6:00PM - 7:00PM Speaker Session **Topic:** Stream, Transform, Act: Real-Time Intelligence in Microsoft Fabric **THE SPEAKER -** Heidi Hasting - Heidi Hasting is a Business Intelligence professional and former software developer with over seven years experience in Microsoft products. She is an ALM/DLM enthusiast and Azure DevOps fan and co-founder and organiser of the Adelaide Power BI User Group. Heidi is a regular attendee at tech events including Azure Bootcamps, DevOps days, SQLSaturdays, Difinity and PASS Summit. **THE SESSION** An event occurs — a file lands, a sensor fires, a transaction completes — and you want something to happen. Whether it's streaming data, intermittent batch events, or a trigger the moment a file becomes available, that's all Real-Time Intelligence. We'll dig into Microsoft Fabric's RTI stack, covering Eventstreams, transformations, and a medallion architecture built on Kusto tables in Eventhouses. We'll visualise it all with Real-Time Dashboards, then kick it up a notch with Activator triggers and a look at what's possible with Fabric Operations Agents and Fabric IQ. **Sponsors:** **Vivanti** A big thank you goes out to our sponsor, Vivanti, for their support of this Meetup; providing the venue as well as drinks for attendees. **GET AI** A big thanks to GET AI for sponsoring the food. GET AI is a Microsoft speciliased consulting company focussed on building AI solutions in the Microsoft Ecosystem https://www.getai.com.au

**Ethan Zeccola - What’s New in Microsoft Foundry? Agents, Models, Tools & What Actually Matters** A fast, practical tour of the latest updates in Azure AI Foundry. I’ll walk through what’s changed across models, agents, developer tooling, evaluation, and governance, then show a demo of how some of the new Foundry capabilities can be used when building AI apps on Azure. **Akanksha Malik - Foundry Toolkit Discoveries** The Foundry toolkit has been evolving rapidly, and with new extensions and features come new possibilities — and new things to discover. This session shares a guided tour through recent toolkit additions, exploring what's changed, what's new, and what's worth paying attention to. **Danidu Weerasinghe - AI-Powered AWS to Azure Migration with GitHub Copilot Agents** Learn how custom GitHub Copilot agents automate complete AWS-to-Azure migrations—from resource discovery to production-ready Bicep IaC and refactored code. See a real serverless app migrated end-to-end with AI orchestration, zero CLI commands, and enterprise security built-in.

It's Jugger time! Get on down to Hawthorn for fun, sun, exercise, and silly shenanigans! * ✅ Free to attend * ⚔️ Jugger Equipment is supplied * 🍜 Post-training social lunch - all welcome * ➡️ [Find us on Discord](https://discord.gg/WHnMyk56Cu) Jugger is an exciting, mixed-gender soft combat sport. Two teams use a selection of padded foam spars to tag opponents as they aim to put the jugg (the game ball) into their opponent's goal. **Watch Jugger being played in [this excellent short demo video](https://vimeo.com/28592980).** Jugger Melbourne training sessions include both full games of jugger, as well as a variety of training drills designed to promote **teamwork, communication, exercise, health and fitness, and teach core game skills.** After training we head across to Glenferrie Rd for lunch and socializing, which you are welcome (and encouraged!) to join. **‍🏃‍♀️‍➡️ New Player Info / Who Can Join** New players are always welcome! Our experienced coaches will teach you basics to get you and and swinging in no time Jugger is easy to pickup the basics while deep to master. We have a minimum age policy of 16 years (please note, anyone under 18 must be accompanied by a guardian), but other than that we welcome anyone of all fitness levels. Jugger is a great way to keep active, and a fun way to meet new people in a friendly and inclusive community! **👟 How to Join a Session and What to Bring** Joining is simple - just show up! RSVPing on Meetup or Discord is a big help as it helps us plan around expected numbers. You are also welcome to bring along any interested friends and family. **⚔️ Jugger equipment is supplied.** We have a collection of gear to loan out to new players. Bring a water bottle (there is a tap nearby), sunscreen, and wear comfortable clothes and shoes for running around in - and that you don't mind getting a bit dirty! Recommend but not required items include: sunglasses, football boots, kneepads, and gloves if you have them. You don't need any of these to get started, but you may find you want them if you become a regular. **✅ Are there any costs are involved?** Our training sessions are **free to attend** as often as you like, we are essentially just a group of friends that meet for training and socializing on the weekend. The Australian Jugger League has a voluntary annual membership that helps to support the sport (including maintaining equipment and paying for Meetup), and we encourage people to join once they become a regular attendee or begin attending tournaments. However there's no obligation so spend any money when you're first trying it out or just attending casually. **➡️ External Links** We organise our regular players through our Discord group and their attendance is not often represented in the Meetup attendance numbers (we use Meetup to reach out to new people). Events are also (though less regularly) posted to Facebook, while event photos and videos are shared on our Instagram. * [Join our Discord](https://discord.gg/WHnMyk56Cu) * [Jugger Melbourne on Facebook](https://www.facebook.com/groups/JuggerMelbourne) * [Follow us on Instagram](https://www.instagram.com/jugger_melbourne/) * [Australian Jugger League website](https://www.jugger.au/) \*\* See you on Sunday \*\*

**Details - Coding Night!** Bring your laptop and your iOS, visionOS, macOS, tvOS or watchOS project to the combined CocoaHeads & Android GDG coding night. Everyone is welcome to our all-ages alcohol-free event. Hosted in a professional environment to allow you to work on your project. Get help from industry experts who are on hand to help you out. • What we'll do: We'll help you setup up Xcode and start your first project. We'll help answer your questions re how to get to the next phase of your project. • What to bring: Your laptop, a copy of Xcode, a project you'd like to hack on. Before arrival, make sure you're grabbing a fresh copy of Xcode from the Mac App Store (Apple Menu then App Store then search for Xcode, Install. Link: https://itunes.apple.com/au/app/xcode/id497799835?mt=12) Doors open at 5:45 PM at our host the Mantel Group, Level 2/452 Flinders St Melbourne. Message via Meetup or Slack if you are arriving after 6:00 as the lifts won't let you up. The hack night will wrap up at 8:30.

Join Edward Sinclair as we read, explore, reflect and study together some fascinating Theosophical texts. This session we will be reading from a theosophical text titled: **Theosophy: An Introductory Study Course** by John Algeo *‘Have you ever wondered about the “big” questions of* *life?* *Who am I really?* *Why is the world the way it is?* *Where did I come from?* *What am I doing here?* *What comes next?* *When will I find out all these things?’* This book covers many fascinating topics such as karma, reincarnation, life after death, and the purpose of life to name a few. This is an introductory book but is a fascinating exploration for all. Open to TS members and non-members - all are welcome. For persons wishing to find out about membership of the The Melbourne Theosophical Society, we invite you to attend this study group, after the session there will be an opportunity to ask questions concerning membership. Non Members $5 Entry, T.S. Members Complimentary.

IMPORTANT: PLEASE RSVP ON BEVY FROM THIS LINK Join GDG Melbourne this month to Build with AI (#BuildwithAI)? 💻 What do you need to bring? - Make sure to bring your laptop (better if fully charged) for hands-on training. Also, check the workshop descriptions and prerequisites to stay ahead of the game! Join us for an evening of not 1 but 2 hands-on workshops, delicious food, awesome networking, and some surprise swag you won’t want to miss. 🎉 Whether you're a seasoned developer, a cloud enthusiast, or just dipping your toes into the world of AI and tech, this is the place to be. 📍 Where? Mantel Group Office, Level 2/452 Flinders St, Melbourne Doors open at 5:45 PM—message us on Meetup or Slack if you're arriving after 6:00 PM, as the lifts won’t let you up. 🎤 Agenda: 6:10 - 6:20  Welcome &Intro6:20 - 6:30  Cloud Credits setup6:30 - 6:55  Talk: Patrick Haralabidis6:55 - 7:05   Break7:05- 8:00  Hands-on Workshop: The Self-Curation Engine (Gemini + Cloud Run + EventArc) : Anupam Phogat8:00 - 8:15  Closing and Door prizes From 8:15 Continue networking, chat & drinks at Insignia on Flinders, 502 Flinders St. 🍻 Handson Workshop: The Self-Curation Engine (Gemini + Cloud Run + EventArc) - Anupam Phogat Data arrives from disparate sources with inconsistent schemas to our warehouse. To solve this, we present a serverless Cloud Run agent that uses the Gemini API to automate schema mapping. Triggered by new data, the agent compares raw schemas to a BigQuery target and dynamically generates the required SQL or Dataform transformations. This talk highlights how AI automates the most manual parts of data engineering: schema maintenance and logic generation. 🎁 What’s in it for you? ⚡Workshop on AI from industry experts 🍕 Cloud-shaped snacks (okay, maybe not literally, but the food will be delicious!) 🤝 Networking that’s as smooth as a well-architected cloud solution 🎁 Surprise swag 💡 NOTES: This is an in-person-only event, but if you have any accessibility requirements, reach out to us via Meetup or Slack, and we’ll do our best to accommodate you. Doors open at 5:45 PM at our host, the Mantel Group, Level 2/452 Flinders S,t Melbourne. Message via Meetup or Slack if you are arriving after 6:00, as the lifts won't let you up. Don’t miss this epic night of learning, networking, and fun! RSVP now and we’ll see you there! 👋 #gdgMelbourne #BuildwithAI #fluttermelbourne Agenda --- Speakers Patrick Haralabidis Patrick is a Google Developer Expert (GDE) in AI and Machine Learning, a Cloud Champion Innovator, and the Melbourne TensorFlow User Group organiser. He currently leads the ML and Software Engineering Chapter at Flybuys, where he leverages his extensive experience spanning backend, mobile, cloud, and AI technologies. Patrick excels at developing solutions in emerging tech fields, focusin… Anupam Phoghat - Core-X (Founder) I am a seasoned IT professional with years of experience in the field. I have extensive experience with Google Cloud Platform (GCP), and currently hold many professional level Google Cloud and other industry certifications. I am also certified in Kubernetes, and have a deep understanding of the core concepts of Kubernetes. I am passionate about sharing my knowledge with others by activel… Hosted By Katie Barnett, GDE Android / GDG Organiser Katie is passionate about all things Android. She has taken on a wide variety of challenging projects including in the live event, media and travel space. Her favourite thing is to see someone having a delightful experience using something she has worked on. Katie is very active in the development community, she is a Google Developer Expert for Android, one of the organisers of GDG Melbourne and is a Women Techmakers Ambassador. She frequently runs events, speaks on technical and non-technical topics and enjoys writing blog posts to share her experience with others. Katie is based in Melbourne, Australia but loves to travel the world and outside of tech she enjoys boardgaming and attempting to finish many craft projects. Suesi Tran, Senior Flutter Developer Google Developer Expert in Dart, Flutter & Firebase, Women Techmaker Melbourne ambassador, GDG Melbourne & Flutter Melbourne co-organiser. In short: Flutter is love, and mobile is life. Poornima Sivakumar, GDG Organiser Lovee Jain, GDG Organiser Lovee is a Software Engineer at Prezzee, a GDG Melbourne Organiser and also a Women Techmakers Ambassador. A tech inquisitive philomath, she loves problem solving and solution design. She has worked at a city council where she developed a lot of useful system integrations and while at Prezzee she develops and works on multiple gift card solutions to cater the B2B2C market. Zach Jensz, GDG Organiser Passionate about the web, seamless UX and accessibility. I love attending meetups, find me and come say hi! Ujjawal Raj, GDG Organiser Bramley Turner-Jones, GDG Organiser Yuba Raj (UV) Panta, GDG Organiser Kartik Arora, Android Engineer Google Developer Expert in Android Android Engineer @ Bilue Carolyn Ai Chi Wong, Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-melbourne-presents-gdg-melbourne-build-with-ai-event-may/.

Everyone says “use AI.” But use it for what? To save time? Build faster? Win clients? Automate admin? Prototype ideas? Replace five subscriptions, three freelancers, and the cursed spreadsheet your business secretly runs on? That is exactly what this group is for. Every workshop will cover different topics, different demos and discussions. We’re a free Melbourne AI community for employees, business owners, entrepreneurs, builders, freelancers, and curious professionals who want to understand what modern AI can actually do, without drowning in hype, jargon, or LinkedIn slop. Most people know AI matters. The problem is they still don’t know where it fits. They see ChatGPT, Claude, Gemini, Copilot, agents, automation, image tools, video tools, coding tools, open-source models, and suddenly “use AI” feels less like advice and more like being handed a cockpit manual while the plane is already taking off. This group is designed to fix that. We focus on the practical side of modern AI: how to use it in your business, your job, your startup, your client work, your marketing, your research, your operations, your coding, your content, and your everyday life. For business owners and entrepreneurs, we cover how AI can help you automate repetitive work, build internal tools, improve sales and marketing, create content, research markets, prototype products, analyse documents, generate images and video, improve customer workflows, and move faster without hiring a giant team. For employees and professionals, we show how AI can help you write better, think faster, automate boring tasks, learn new tools, build reports, analyse information, code simple apps, prepare presentations, manage research, and become the person at work who actually knows what is going on. We cover the latest tools from OpenAI, Anthropic, Google, Microsoft, Grok, OpenClaw, and leading open-source models, including ChatGPT, Codex, Claude Code, Gemini, Copilot, Qwen, Gemma, Kimi, GLM, Veo, Suno, GPT-Image, and more. Our sessions are live, practical, and demonstration-driven. No abstract lectures. No mystical “AI transformation” fog machine. We walk through real workflows in real time so you can see exactly how these tools work (and how we use them in business), where they are useful, where they are not, and how to start applying them immediately. The sessions are led by people with backgrounds in AI, computer science, engineering, product building, and entrepreneurship. We break down cutting-edge tools in a way that is clear, exciting, and easy to follow, whether you are a complete beginner, a business owner trying to stay ahead, or a technical person looking for sharper workflows. The goal is simple: help you stop wasting time, understand the frontier, and leave with practical AI skills you can use immediately in your work, business, projects, and everyday life.

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

**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

Save the Date - Agenda Forthcoming You're invited to Indiana D365 User Group Meeting June Wed Jun 10, 2026 2:00 PM—Jun 11, 4:00 PM (EST) https://teams.microsoft.com/l/meetup-join/19%3ameeting_YWRkNmQ1NWMtN2E0Mi00ZDU4LThmNzMtMDdlODMwMDNkMGMz%40thread.v2/0?context=%7b%22Tid%22%3a%22b4c9f32e-da17-4ded-9c95-ce9da38f25d9%22%2c%22Oid%22%3a%2267db4a27-1865-4ea7-bb20-a28137a8aa56%22%7d Tap on the link or paste it in a browser to join.

**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.

**Welcome to Drunken Philosophy** a casual, curious social discussion **Optional topic for this meetup: What's up with all the AI hate?** A recent survey found that 74% of Americans have a negative view of AI, and I want to know why. Come out and debate whether AI is good or bad. My hot take: a labor-saving tool that could potentially help cure cancer gets called dangerous because it might raise unemployment or cause a speculative investment bubble, that tells you a lot more about capitalism and the economic system we live under than it does about the tool itself. As a computer programmer, I think AI is a wonderful tool that has increased my productivity by at least an order of magnitude. I'd go so far as to say Claude Code is the best tool I have ever used. Debate me and name a better one. Is AI potentially dangerous? Yes, but so are a lot of tools. Chainsaws. Steam engines (early ones would occasionally explode and kill everyone in the room). Do you think cavemen sat around debating whether fire could be used as a weapon or for self-harm, and decided not to discover it? I have two friends who hate AI for opposite reasons: one thinks it's a fad and not useful, and the other thinks it's going to take over everything and cause human extinction. Come out tonight, have a friendly debate, and make some friends. No lectures. Friendly crowd. Drop in for one drink and stay if it's fun.

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)