Data Management

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)

**POINT COOK CUBAN SALSA & BACHATA** **DANCE CLASSES 2026** **🎉 - NOW OPEN -** **EVERY MONDAY** *(except on Public Holidays we are closed)* *\* No experience necessary* *\* No partner required* \* No dance experience necessary *\* Open to all adult ages* At: **POINT COOK COMMUNITY LEARNING CENTRE** 1-21 Cheetham Street Point Cook \* Same building as the Point Cook Library Building \* We are in Main Room 1 - opposite the Reception Desk as you walk in. **2026 MONDAY - POINT COOK** **CUBAN SALSA, BACHATA** **& RUEDA DE CASINO** **PROGRAM:** **6.30PM** **BACHATA** (Main class) \* Absolute Beginner to Improver level \* No dance experience or partner required \- All welcome **7.30PM - 8.45PM** **BEGINNER CUBAN SALSA** **\- INTRODUCTION TO SALSA BASICS** An extra 15 minutes have been added to assist new beginners with a slower, easy to follow breakdown of the main basics steps \- Beginners of all levels should attend this class This leads into the main **CUBAN SALSA BEGINNER** lesson. *\* Total Beginner Salsa class time: 1 hour & 30 minutes* **8.45PM - 9.45PM** **CUBAN SALSA & RUEDA INTERMEDIATE** (Main class) \* Beginners who are confident with their steps and turns can do this class. (Cuban Salsa/Rueda De Casino) **COST:** \* CASUAL/DROP-IN RATE: $20 for any 1 main class \* DO 2 CLASSES on the night: $30 \* DO ALL 3 CLASSES ON THE NIGHT - Only $35 **PAYMENT OPTIONS:** *\** **CASH** *is the preferred payment on the night and* *recommended for students to avoid paying the* *extra eftpos surcharge fees.* ***\* EFTPOS*** *facility with Mastercard or Visa credit card available* \- Please note: There is a 1\.9% surcharge when using Mastercard or Visa cards\. \* Please note: We do not accept American Express & Diner cards. **BOTTLED WATER & HAND TOWEL:** \* We recommend students bring a bottle of water and a hand towel as some nights are quite hot and some lessons can be abit of a workout! ((-: **CENTRE PROTOCOLS:** \* Masks are recommended \* If feeling unwell or have any flu like symptoms, please do not attend any classes \* If you are a close contact, as a precautionary measure, we ask you not to attend any classes until after 7 days of negative results \* We recommend sanitizing hands frequently **What To Wear:** \* Best shoes - low or flat shoes with smooth sole shoes, such as leather sole shoes. \* Avoid runners or sneakers as these are made to grip the floor and can impede your movement and turns. \* Clothing - comfortable, casual clothing is fine **MEDICAL:** Please consult your doctor before taking any classes if you have breathing problems, heart conditions, knee, back or shoulder injuries or are taking prescribed medication that may effect your health **PRIVATE LESSONS:** We offer private lessons on a one-to-one basis at our private studio setup in Werribee. Available for one to one or with your dance partner or for small private groups at a time that suits you. Large private groups or functions, we can come to you or your event. Private salsa lessons are a great way to fast track and accelerate your salsa dancing skills by focusing on your salsa dancing in more detail with individual attention.

**Struggling with study or learning? You’re not alone.** This meetup suits people at all levels of study skill. Too many children, teenagers, and adults find studying difficult—not because they lack ability, but because they were never taught **how to learn**. This meetup introduces the basics of **Study Technology**—a practical, proven approach that shows how learning really works and how to overcome common study barriers. It applies to children, teens (and parents), teachers, and adults alike. You’ll discover simple, effective methods to improve understanding, confidence, and performance—whether at school, work, or online. Teachers and parents often see rapid improvements in both behaviour and results. Yes, it *is* possible to improve study performance—in just **five easy steps**. If you can’t attend in person, online options are available. **Join us and learn how to study effectively—once and for all.** See you at the meetup, **Pam** When learning clicks, confidence follows.

A mix of dance classes, connections & laughter! We love offering a diverse range of moves to keep things fresh and exciting, and it’s always amazing to see our dance community connecting on and off the dance floor. It’s all about coming together, learning, and having fun! Brighton Beach Bowls Club 2B South Rd Brighton 7:00 pm - 9:30 pm Beginner & Intermediate levels $25 CASH or PAYID

Meetup Event organizers wanted. If you have something to help people in this group that you want to invite them to step up as event organizer. Contact me via meetup and let me know what you have in mind organizing how often and where.

Welcome to Melbourne Volleyball Academy. 🤗 **[[WHAT]]** This session is specifically for games only (no training). There will be a cap of 18 players, allowing for 3 teams of 6. Games will be played to 15 points, with a cap at 18 points. These games are intended to be played at a high-intermediate(BB)/advanced(A) level. Please see an explanation of skill levels on our website here: https://melbournevolleyballacademy.com.au/skill-levels-explained **[[WHO]]** The session is intended for Intermediate players. Players should be able to: * Have strong fundamentals for all volleyball techniques * Serve receive a majority of serves well & serve over the net consistently * Basic understanding of 5-1, and 6-2 systems (we do not play a pass middle 4-2 system in this session) * Have an understanding of base defense * Know all/most volleyball rules Players that are not of the intermediate(BB)/advanced(A) level will be asked to leave as we want to ensure that all players have an enjoyable time playing. **[[HOW MUCH $$]]** $14 card payment will be processed on the day via square reader (EFTPOS). **[[WHEN]]** The stadium is booked from 7 PM-9 PM weekly, every Monday. However, feel free to come early and stretch as the Community Centre is open earlier. Last minute dropouts and no shows will have a zero-tolerance policy going forward. All players are expected to update their RSVP at least 24 hours in advanced if they are unable to attend. This applies to players on the going list and the waitlist. **[[OTHER DETAILS]]** Only those on the “going” list are permitted to play. If you are on the waitlist, or not registered at all, you will not be permitted into the gymnasium.

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.

Hey all, please join us for our May Edition of the Melbourne Data Eng meetup. Join us for an engaging session filled with exciting discussions and networking opportunities. Don't miss out—RSVP to secure your spot. Please reach out if you'd like to host us! 🎉 🏠 Location: Stone & Chalk Melbourne 🍕 Catering: Cloud Shuttle 😊 💬 Join our Slack Group here: [Data Engineers Slack Channel](https://docs.google.com/forms/d/e/1FAIpQLSd09iTwpNulQH0b1BdslM1RzgImOGlX4WgOx6_rzvmVANwGmw/viewform) **Schedule:** \- 5\.30pm: Doors Open \- 6\.00pm: Announcements and Welcome \- 6\.10pm: 1st Talk \- 6\.40pm: 2nd Talk \- 7\.10pm: Networking \- 7\.30pm: Doors Close **Speakers:** 🎤 **Erfan Hesami, Senior Data Enigneer/Architect @ Airmaster** **Talk:** Building an AI-Powered Data Catalouge with OpenMetadata **Summary:** Ever ask an AI tool a question about your data and get a confident but wrong answer? You’re not alone. This usually happens because the AI is missing context. LLMs are only as good as the information you give them. Without a strong metadata layer, even the best models don’t really understand your data. In this session, we’ll show how you can fix that. I’ll walk through how OpenMetadata, MCP (Model Context Protocol), and its AI SDK work together to give AI the context it needs to understand your data, not just query it. Through a live demo based on a real project, you’ll see how to connect an AI agent to your metadata so it can search tables, follow data lineage, and answer questions with real understanding. We’ll also show how the AI SDK helps you go beyond chat, building agents and workflows that can take action on your data, not just talk about it. **Bio:** I am a Senior Data Engineer/Architect. I started my career as a Data Analyst, then moved into Analytics Engineering, and now focuses on building data platforms and systems. I have worked with companies such as Allianz, Xero, AFL, and Airmaster, helping teams better use their data. I enjoy sharing what I learn about data engineering and AI through simple, practical content on my Substack, Pipeline to Insights, helping others grow in their careers. 🎤 **Peter Hanssens, Founder & Principal AI Enablement Engineer @ Cloud Shuttle** **Talk:** The AI Gateway: Your Organisation's Most Underrated Data Source **Summary:** Every AI request your organisation makes generates a structured event: timestamp, user ID, model, tokens, cost, latency, cache hit, tool calls. Most teams are discarding all of it. This talk is about building the data engineering layer around your AI Gateway — turning it from a routing proxy into a competitive analytics asset. I'll cover the schema you get for free, the five DE problems you have to solve (schema normalisation, pricing enrichment, prompt/response storage tiers, org attribution, volume at scale), the dimensional model that makes it queryable, and what you can answer once the pipeline runs. Three deep dives: prompt version A/B testing at production scale, cache effectiveness analytics, and agent tool call observability. **Bio:** Peter is the founder of Cloud Shuttle, a Sydney-based data and AI engineering consultancy, and the founder of DataEngBytes - ANZ's largest data engineering community conference. He works at the intersection of data engineering and production AI: LLMOps, AI gateways, evaluation pipelines, and the infrastructure that makes AI measurable. If you'd like to **present** at future meetups, please submit your talk [here](https://dataengbytes.com/forms/meetup-talk)! Remember to bring along some great questions! See you all there...

**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.

EVERY FRIDAY! FREE dance classes & social dancing and Reggaeton every week with Obsesión Latina - Salsa & Bachata & OYE Latino at The Albion Rooftop - South Melbourne! Main room: 6:45pm Doors open. Come in for a drink! 7:00pm 2 levels of Salsa classes 8:00pm 2 levels of Bachata classes 9:00pm Non-stop Bachata & Salsa 11:00pm Reggaeton all night! Rooftop: 11:00pm After the Bachata & Salsa in the main room, we can head upstairs to the rooftop for some more Bachata & Salsa until late. FREE entry all night every Friday! Book your class spots to helps us manage the class ratios and also because we may need to start capping numbers as we sometimes have over 140 students! First-timers welcome! No need to bring a partner, but the more the merrier! Dress as you would usually going to a bar or club. Guys smart casual, no trackies! https://www.eventbrite.com.au/e/free-salsa-bachata-classes-social-every-friday-in-south-melbourne-tickets-1978557074471?aff=oddtdtcreator

## 🌿 **Kismetrix Singles Social Run/Walk + Coffee – TAN Track** [Register Here](https://www.eventbrite.com.au/e/apr-26-kismetrix-social-runwalk-coffee-the-tan-botanical-gardens-tickets-1985661113844?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl) 📅 **Date: Sunday** 26th of April 🕘 **Time:** 10:00 AM – 11:30 AM (please arrive by 9:45 AM) 📍 **Meeting Point:** Royal Botanic Gardens Visitor Centre 🏃 **Route:** TAN Track loop through the Royal Botanic Gardens 📏 **Distance:** Approx. 3–4 km (relaxed social pace) Or Walk 🎽 **Dress Code:** Comfortable activewear or casual running clothes ## **About the Event** Looking to meet new people, get active, and enjoy great company — without the pressure of a dating event? The **Kismetrix Singles Social Run or Walk + Coffee** is a relaxed, feel-good experience for singles who enjoy movement, nature, and meaningful conversation in a warm, welcoming environment. We’ll run at an easy, conversational pace around the iconic **TAN Track**, giving you plenty of chances to chat, laugh, and connect with different people along the way. There’s no racing, no awkward icebreakers — just a friendly group of singles sharing a beautiful morning together. After the run, we’ll walk back as a group and enjoy **optional coffee and mingling at the Visitor Centre café**, where conversations can continue naturally and comfortably. Many guests tell us these events feel more like meeting new friends — with a spark of something extra. ## **Who It’s For** ✨ Singles who want to meet people offline ✨ Adults 18+ across a wide range of ages (20s to 60s+) ✨ People who enjoy light running, jogging, or active social experiences ✨ Anyone looking for community, confidence, and connection **Singles only. Adults only. No children or dogs.** This helps keep the space relaxed, focused, and socially comfortable for everyone. ## **What to Bring** * Water bottle * Comfortable running or walking shoes * Sunscreen / hat * Light jacket (weather can change) * Positive energy and an open heart 💛 ## 🎟️ This is a **free community event**, with **optional donations** to support the Kismetrix community. While many of our curated singles events are ticketed, this run is part of our **open community series**, created to make connection, movement, and belonging accessible to everyone. Your support helps Kismetrix continue building safe, welcoming spaces where real human connection can grow — romantically or platonically. ### **Hosted by:** **Kismetrix \| True Connection** Because real love starts with real connection. ### **🔗 Stay Connected with Kismetrix \| True Connection** Love this event? We run a variety of experiences to help people meet and connect in meaningful ways. 📧 **[social@kismetrix.com.au]()** 🌐 **[www.kismetrix.com.au](http://www.kismetrix.com.au "http://www.kismetrix.com.au")** 📱 **Follow us on Instagram:** [https://www.instagram.com/kismetrix_/](https://www.instagram.com/kismetrix_/ "https://www.instagram.com/kismetrix_/") **, Facebook & Eventbrite** 🤝 **Collaborations: [collabs@kismetrix.com.au]()** ### **📄 Important Notice** By registering for this event\, you confirm that you have read and agree to Kismetrix \| True Connection’s Terms & Conditions\, Privacy Policy\, Disclaimer and Code of Conduct\. Some events may be non\-refundable as stated in their individual descriptions\.

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/.

**"TechWalking" - Networking + Walking** Are you a tech professional looking to network beyond the screen? Look no further than my upcoming #TechWalking event! ‍ Join us for a refreshing walk around the scenic Albert Park Lake. It’s the perfect chance to connect with industry peers while getting in some steps! I know many of you have been tuning in to my online events, but we've never had the opportunity to meet in person. Let's change that! Check out the video from the last event: https://www.youtube.com/shorts/MovUsNFg-qk We'll kick things off at **10 am sharp** at the Albert Park Fitness Station. Please, don't be late! We're hitting the trail around the lake as soon as we gather. And trust me, you won't want to miss it – unless you're up for a bit of a sprint to catch up! (we're going anti-clockwise) This event is pet and kid-friendly, as long as your little ones and furry friends can manage a 5 km walk, they're more than welcome to join. Looking forward to meeting you all in real life! Join the TechWalking group on LinkedIn! [https://www.linkedin.com/groups/14477058/](https://www.linkedin.com/groups/14477058/) \*\*\* Follow me on LinkedIn for more information: [https://www.linkedin.com/in/yana-martens/](https://www.linkedin.com/in/yana-martens/) Just moved to Australia? Grab your FREE guide to land your tech job! [https://yanamartens.com/first-tech-job-in-australia/](https://yanamartens.com/first-tech-job-in-australia/) Subscribe to YouTube Channel: [https://www.youtube.com/@ITCareerinAustralia](https://www.youtube.com/@ITCareerinAustralia)

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

**Abstract:** This is a practical playbook for building a production-grade data lakehouse. It walks through foundational principles — naming conventions, least-privilege access, automated CI/CD testing — before diving into medallion architecture. Furthermore, metadata-driven design patterns show how configuration tables and dynamic notebook orchestration eliminates hard-coded pipelines. The deck covers star schema modeling, guidance on choosing between Spark, Pandas, and SQL, and data quality enforcement using DQX with YAML data contracts. Finally, we dive into security best practices and performance optimizations. **Host:** Justin Shea, Mehdi Jeddi, Erik Pak, and Sou-Cheng Choi **Talk Format:** This is a hybrid event. To attend online, join us on Zoom here at 6pm: https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1 Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor:** Adyen, UIC College of Business, and PyData Chicago co-host this event. UIC will provide the meeting site. Adyen will sponsor pizza and soft drinks for the onsite participants. **Address:** University of Illinois - Chicago, Douglass Hall, Room 220, 705 S Morgan St, Chicago, IL 60607 **Logistics:** “UIC Douglass Hall” is recognized on Google Maps, which can guide you through campus. Once you arrive, proceed to the second floor, room number 220

**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

This meetup is a beginner-friendly session introducing version control for Unity projects, with a look at three common tools: Git, Perforce, and Unity Version Control. The goal is to help you understand what version control is, why it matters for Unity development, and what options are out there. The format will likely be presentation-style, with live demos and time for questions throughout. You'll see each tool in action and learn how they fit into a Unity workflow. What to Expect: * An introduction to version control and why it's essential for Unity projects * An overview of Git, Perforce, and Unity Version Control * Demos of each tool in a Unity workflow * Tips for getting started * No prior version control experience required * Resources for continued learning All experience levels are welcome. Whether you're new to version control or already using one of these tools, this session will help you understand what each one offers. Food and drinks provided. Join us to learn more about version control options for Unity.

We'll get in around 4 miles at Three Creeks Metro Parks, primarily natural trails. 17-18 minute miles, no one left behind, and faster walkers are free to lead out. Optional lunch after! If you're joining for hiking all the metro parks, this is the sixth one!