Data Management

We are hosting another "Super Night" on Tuesday, 12th May 2026. We will hear from: **Akanksha Malik will discuss 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. **Ronak Vachhani will show us what's new in Fabric:** There are a lot of new features in Microsoft Fabric. Join Ronak, a Cloud Solution Architect at Microsoft, to hear about the new features and announcements. **Come and share pizza, great conversation and free learning.** Schedule: 5.30-6.00 Pizza and Networking 6.00-7.30 Interactive sessions Teams link: [https://teams.microsoft.com/meet/48853399287851?p=m5rSbulYjgJ9AkN3tD](https://teams.microsoft.com/meet/48853399287851?p=m5rSbulYjgJ9AkN3tD "Meeting join")

Hello everyone ,let me start by giving you one of my favorite quotes, "Success is an organised activity". Today we are going to be talking about Business Management . Business management at its core involves the actions of planning, organizing , leadership and understanding the difference between good and bad control . We are going to be taking a look at these aspects and see how they fit in to your business. An understanding and mastery of the concepts will give you an edge over others in your industry and set you up on the road to success. If for any reason you can not make it ,contact us on 0449 970 191 and will organize a Free one on one briefing with you I hope to see you there ! Cheers

**In-person event!** ## **The Reality Check** 90% of organisations are seeing some value from AI, but there is a massive gap between the “experimenters” and the “performers.” Most are stuck in Pilot Purgatory—burning through budgets while boards demand proof of return. *** ## **The Session** We’ve bought out from the United States, **Laks Srinivasan** (CEO, Return on AI Institute) to share with our market the global research the Institute has undertaken and published in Harvard Business Review along with the great AI Native offering for Enterprises from AI-Native by Scaled Agile. 1. **The Research:** Laks Srinivasan (CEO, Return on AI Institute) breaks down a global study of 1,000+ executives. He’ll share the “Value Gap” data—revealing exactly what distinguishes organizations winning with AI from those just spending money. 2. **The Blueprint:** We’ll dive into the Scaled Agile AI-Native system. This isn’t just about tools; it’s about the [AI-Native Foundations](https://prettyagile.com.au/course/ai-native-foundations) and [Change Agent](https://prettyagile.com.au/course/ai-native-change-agent) and [Leading the AI-Native Organisation](https://prettyagile.com.au/course/ai-native-leader). Frameworks that rewire how teams work, from prompt fluency to enterprise-scale workflows and how Executives lead AI Native Enterprises. *** ## **The Mix** **5:00 pm Welcome drinks + nibbles** **5:30 pm Data & Strategy:** * Laks presents the Harvard Business Review global research featured findings and the AI Money Map. **6:00 pm Group Jam** * A facilitated “unfiltered” discussion. We’ll explore how to move from scattered AI insights to an executable, AI-Native strategy. **6:30 pm Mingle with drinks + nibbles** *** ## **What’s in it for you?** * **Executives:** Get the metrics and “Board-ready” data to justify AI spend. * **Leads/Agilists:** See the AI-Native Change Agent roadmap to scale AI beyond small pilots. * **Engineers/PMs & Teams:** Learn how to redesign workflows to be “AI-First” without losing agility with AI-Native Foundations.

## **The Reality Check** 90% of organisations are seeing some value from AI, but there is a massive gap between the “experimenters” and the “performers.” Most are stuck in Pilot Purgatory—burning through budgets while boards demand proof of return. *** ## **The Session** We’ve bought out from the United States, **Laks Srinivasan** (CEO, Return on AI Institute) to share with our market the global research the Institute has undertaken and published in Harvard Business Review along with the great AI Native offering for Enterprises from AI-Native by Scaled Agile. 1. **The Research:** Laks Srinivasan (CEO, Return on AI Institute) breaks down a global study of 1,000+ executives. He’ll share the “Value Gap” data—revealing exactly what distinguishes organizations winning with AI from those just spending money. 2. **The Blueprint:** We’ll dive into the Scaled Agile AI-Native system. This isn’t just about tools; it’s about the [AI-Native Foundations](https://prettyagile.com.au/course/ai-native-foundations) and [Change Agent](https://prettyagile.com.au/course/ai-native-change-agent) and [Leading the AI-Native Organisation](https://prettyagile.com.au/course/ai-native-leader). Frameworks that rewire how teams work, from prompt fluency to enterprise-scale workflows and how Executives lead AI Native Enterprises. *** ## **The Mix** **5:00 pm Welcome drinks + nibbles** **5:30 pm Data & Strategy:** * Laks presents the Harvard Business Review global research featured findings and the AI Money Map. **6:00 pm Group Jam** * A facilitated “unfiltered” discussion. We’ll explore how to move from scattered AI insights to an executable, AI-Native strategy. **6:30 pm Mingle with drinks + nibbles** *** ## **What’s in it for you?** * **Executives:** Get the metrics and “Board-ready” data to justify AI spend. * **Leads/Agilists:** See the AI-Native Change Agent roadmap to scale AI beyond small pilots. * **Engineers/PMs & Teams:** Learn how to redesign workflows to be “AI-First” without losing agility with AI-Native Foundations.

\*\* Important RSVP [here](https://www.aicamp.ai/event/eventdetails/W2026051322) (Due to room capacity and venue security, it's required to pre-register at the link for admission). RSVP on Meetup is turned off. **Description:** Join us for a community-led developer event focused on AI-assisted coding with GitHub Copilot. This event brings together developers to explore practical workflows, real-world use cases, and hands-on experiences using GitHub Copilot. Whether you are new to GitHub Copilot or already using it, this event will help you better understand how to apply AI-assisted coding techniques in everyday development. **Tech Talk: GitHub Copilot in Practice** **Speaker:** Scott Holden (Microsoft) **Tech Talk: LLMs, GitHub, and Copilot: Concepts, Capabilities, and Practical Use** **Speaker:** Shehr Yar (G42) **Speakers/Topics:** Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 5,000+ AI developers in Melbourne and 500K+ worldwide.

**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.

**Please sign up using Luma -** https://luma.com/x9tq0e88 A series of lightening talks on the topic on **The Measurement Problem** *"Are You Measuring the Right Things? SLOs, Toil, and the Metrics That Actually Matter.* After these talks we'll open the floor for discussion and Q&A with our presenters. **SCHEDULE** **5.30pm** 🍕Doors open – food and drinks served **6:00pm** ⚡️Three talks and Q&A and discussion with speakers **7:00pm** 🍻 Networking and drinks **7:30pm** 👋 Doors close

**Nirvana Shatakam – Shankara's Six Verses on Freedom** Most spiritual paths tell you to become something. This teaching does the opposite. Through six ancient verses by Adi Shankara, you discover who you are by removing what you're NOT – the body, mind, and roles you play. What remains is your limitless nature that was always here. Over seven months, we'll unpack these verses line by line, transforming how you see yourself and your life. **What You'll Learn** * How you mistake yourself for body, mind, emotions, and roles * Why self-knowledge differs from self-improvement * Why you've never actually been bound – and what keeps that recognition hidden * What it means to recognise yourself as the sought, not the seeker **About the Teacher** Andre Vas teaches Vedanta full-time under the Swami Dayananda (Arsha Vidya) lineage. As a former business owner, he relates deeply to householders juggling work, family, and inner growth. Known for making knowledge stick through lived experience, not just concepts. **Who This Is For** No prior background needed. For anyone noticing that acquiring more, achieving more, or becoming better doesn't stick. For those with burning curiosity and a hunger to know, understand, and live this wisdom. **I'll set up group discussions also to help us make new friends.** **When & Where** 📅 2:00-4:00pm Melbourne time 📍 3 Anjaya Court, Blackburn, Melbourne **More info: [YesVedanta.com/nirvana](https://YesVedanta.com/nirvana)**

Join us in Melbourne for an event bringing together integration architects, enterprise technologists, and AI practitioners from across Victoria and beyond. Whether you're evaluating the next generation of AI enterprise gateways or looking to deepen your network in the hybrid integration space, this is the room to be in! Venue: IBM Design Hall in Melbourne, Level 28 Hosted by: IBM Australia

Hi Architects, Welcome to our next AWS Melbourne Well-Architected User Group Meetup for 2026, including more exceptional speakers and topics! :-D At each meetup we covered off various pillars in detail, best-practices and insights from industry leaders that specialise in the Well-Architected Framework. And giving away drones, of course. Lots of drones. **Please also note that AWS Security now requests a company name and company email where it is available. If you are a student, please list your institution and your student email address at that institution 👍** We’ll be updating throughout the month with more speakers and our speakers so far this month include: * **Zé Mané, Cybersecurity Specialist** **Well-Architecting and Scaling my Life: How AI Helped Me Optimise and Thrive as a Digital Nomad in Oceania** A talk about balancing a demanding tech career, building a startup fully hosted on Amazon Web Services, and living as a digital nomad across New Zealand and Australia. * **Mystery Speaker** **Well-Architected Agents** In this talk we will go into the detail of not only the launch of the first Well-Architected agents from both AWS and other AWS partners (and what they can and can't do) but will also go through best-practice agentic architecture as verified by AWS senior architects. This month's menu will include: * Pizzas * Beer: Nastro Azzurro * Wine: Big and red 🤤 NB: Please check in up the stairs from the ground floor to the Mezzanine Level. So come join us at 5:30 for a 6pm **SHARP** start, followed by beer, wine, pizza and friendly networking after our talks :-)

## **KISMETRIX \| True Connection: Singles Dinner Night at Gilbert's Bentleigh** [Ticketed Event](https://www.eventbrite.com.au/e/may15-singles-dinner-night-feast-drinks-connection-gilberts-bentleigh-tickets-1987889234212?aff=oddtdtcreator) **A SINGLES DINNER NIGHT TO REMEMBER** 📍 **Gilberts — Bentleigh Private Function Room (Upstairs)** 282 Centre Road, Bentleigh 3204 📅 **Friday, 15 May 2026** 🕖 **7:00 PM** **🍽 Shared feast menu included** **🥂 Welcome drink on arrival** **🎫 Age groups: 28–42 · 38–52 · 48–65** \-\-\- AN EVENING OF FOOD, CONNECTION & GENUINE CONVERSATION Some evenings are made for slowing down. For sitting across from someone new, sharing a beautiful meal, and letting conversation unfold naturally — no scripts, no pressure, no swiping. This is Kismetrix Singles Dinner Night — an intimate, hosted dining experience at Gilberts in Bentleigh, where great food meets genuine connection. \-\-\- 🍽 **THE FEAST** Your ticket includes a shared banquet menu designed to bring people together around the table: * Renkon chips with green chilli & soy dipper * Roti bread with peanut sambal & cucumber relish * Steamed wagyu beef & chive dumplings with peanut chilli soy * Chicken & vegetable spring rolls with vermicelli noodles & nuoc cham * Cauliflower fritters with black vinegar & green chilli * Crispy pork bao buns with kimchi, hoisin, sriracha & coriander * Chilli salt chicken ribs with kewpie & hot tamarind dipper * Stir fried hokkien noodles with broccolini, Thai basil & chilli * Green chicken curry with baby corn, asparagus, oyster mushroom & lime leaf Please note: menu items may be subject to change based on seasonal availability. \-\-\- 🥂 **WHAT'S INCLUDED** ✅ Entry to the Kismetrix Singles Dinner Night ✅ Welcome drink on arrival ✅ Full shared banquet feast ✅ Hosted support throughout the evening ✅ A thoughtfully balanced and intimate dining experience Additional drinks available for purchase at the bar. \-\-\- **👥 AGE GROUPS & FLOW** This event is designed for three overlapping age groups: • 28–42 • 38–52 • 48–65 Overlapping ranges allow for natural flexibility and a warm, mixed atmosphere. The evening flows naturally — no rigid rotations, no forced formats. Just genuine connection over a shared meal. \-\-\- 🎯 **WHO THIS NIGHT IS FOR** This event is for singles who: * Appreciate quality food and good company * Want real conversation in a relaxed, intimate setting * Are ready to show up in real life — not behind a screen * Value depth, warmth and genuine human connection Come solo — most people do, and that's exactly the point. \-\-\- [🎟 ](https://www.eventbrite.com.au/e/may15-singles-dinner-night-feast-drinks-connection-gilberts-bentleigh-tickets-1987889234212?aff=oddtdtcreator)**[TICKETS & PRICING](https://www.eventbrite.com.au/e/may15-singles-dinner-night-feast-drinks-connection-gilberts-bentleigh-tickets-1987889234212?aff=oddtdtcreator)** 🌟 Early Bird: $90 per person 🎫 General: $99 per person ⏰ Last Minute: $109 per person Tickets are limited to maintain an intimate and balanced experience. Early booking is strongly recommended. Your ticket includes entry, welcome drink on arrival, and the full shared feast. Additional drinks available at the bar. \-\-\- ## 🔔 IMPORTANT NOTES * This is a hosted social dining experience — not speed dating * Shared banquet style — dishes are placed at the table for everyone to enjoy together * Dietary requirements: please contact us at social@kismetrix.com.au before booking * Tickets are non-refundable but transferable * Respect, warmth and good energy are essential \-\-\- **🔗 Stay Connected** 📧 **social@kismetrix.com.au** 🌐[ ](http://www.kismetrix.com.au "http://www.kismetrix.com.au")**[www.kismetrix.com.au](http://www.kismetrix.com.au "http://www.kismetrix.com.au")** 📱 @kismetrix_ on **[Instagram](https://www.instagram.com/kismetrix_/ "https://www.instagram.com/kismetrix_/") & [Facebook](https://www.facebook.com/profile.php?id=61559826808523 "https://www.facebook.com/profile.php?id=61559826808523")** By registering you confirm you have read and agree to Kismetrix \| True Connection's Terms & Conditions\, Privacy Policy\, Disclaimer and Code of Conduct\.

**Tickets ($10):** [https://www.eventbrite.com.au/e/gay-singles-mix-mingle-tickets-1987800071524](https://www.eventbrite.com.au/e/gay-singles-mix-mingle-tickets-1987800071524) We’re heading to **The 86** in Fitzroy for a fresh take on helping you connect with **men seeking men** (all ages 18+). Instead of intense one-on-one chats, you’ll connect in relaxed groups of four - making it easier to find your rhythm, bounce off others, and let conversation flow naturally. Every 15 minutes, we’ll reshuffle the groups at random to keep the energy fresh and the dynamics interesting. After a couple of hours, the structure will drop and anyone who’d like to stay can continue connecting organically. This format is ideal for men who: • Prefer something social and low-pressure • Enjoy group dynamics • Want something structured, but not rigid The event is facilitated by a mental health professional and is designed to feel welcoming and safe. Discrimination and harassment will not be tolerated. If you have accessibility needs, questions, or are experiencing financial hardship, please reach out - we’re happy to chat.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

**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

**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

**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**