Data Analytics

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-7may2026-mc) only.** * Seats are on a first-come, first-served basis. * For admission into our event space, please register beforehand via GovEntry only. * Please present the QR code within your registration confirmation email upon check-in at our event space. **About this Meetup** How do we scale AI agents from individual prototypes to enterprise-wide systems? This session breaks down the two critical layers of a scalable agentic architecture: The Execution Layer, which provides a standardised platform for agent runtime scaling, and the Orchestration Layer, which leverages event-driven architecture to keep agents reactive and synchronised. Explore the transition from solo AI-assisted development to a centralised platform model that translates individual productivity gains into aggregate organisational benefits. This involves building runtimes for a multi-assistant era, where governance is a feature rather than an operational tax. Complementing this, we’ll examine how event-driven architecture acts as a backbone to update knowledge bases in real-time with high-quality data. Learn how this approach simplifies the incorporation of new agents, allowing you to scale from single-agent to multi-agent applications without increasing operational load or compromising data governance. This session concludes with a community discussion designed for practitioners to exchange shared challenges, and learn from each other’s experiences in building robust AI systems. We’d like to hear from your experiences too! So come join in on the discussion today: **[go.gov.sg/stackmeetup-7may2026-mc](https://go.gov.sg/stackmeetup-7may2026-mc)** Who should attend: AI engineers, platform architects, and data practitioners focused on transitioning AI agents from experimental scripts into resilient and production-ready enterprise systems. **Programme** 6:30pm: Networking 7:00pm: Introduction By STACK Community 7:05pm: Opening 7:15pm: Scaling AI Development​ By Ng Shangru, Staff Software Engineer, AI Programme, GovTech Singapore 7:35pm: From Demo to Production: Scaling Agentic AI with Event-Driven Architecture Seamlessly​​ By Shelvia Hotama, Senior Solutions Engineer, Confluent 7:55pm: Discussion on Building Robust and Scalable AI Systems With Shangru, and Shelvia 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-7may2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

***Come ready to sketch to align, make your thinking visible and learn by doing*** by joining this collaborative learning event organized by ***[Level Up](https://levelupthinkingtoolsforimpact.substack.com/about) x [Humanist Society Singapore](https://humanist.org.sg/) :*** **About This Event:** Most problems feel messy because we can’t see their structure. In conversation, we often talk past each other - not because we disagree, but because *we’re not seeing the same thing*. *Visual thinking helps make that thinking visible*. With simple sketches, we can surface assumptions, compare perspectives, and work through complexity together – all without needing any “art skills.” Join this hands-on workshop to 1. Learn how to use simple sketches to make ideas, assumptions, and trade-offs visible 2. Work thru realistic scenarios with others to see how different people frame the same situation 3. Experience how clearer thinking -not just better tools - leads to visual clearer communication (with a short AI demo) 🗓️ **Time/Date** • 7- 9 PM Thu 7th May 2026 📍 **Venue** • 112 Middle Road #04-01 • Near Bugis MRT **Ticket Fees** 🎟️ $15 • Humanist Society Singapore (HSS) Members • Past Attendees of Thinking Clearly , Together online series • Level Up Meetup Group Community Members 🎫 $20 • General Participant / Non-HSS Members\*\* (T&Cs Apply • Or Bring A Friend And Both Of You Will Enjoy The Member Rate ! **How to Secure Your Ticket** Make payment to the Humanist Society via: 1\. PayNow to \(UEN: T10SS0142C\) or Bank Transfer Account details: [Transfer to UOB A/C # : 3733027590 Branch: Tiong Bahru Plaza Bank code: 7375 Branch code: 050] 2\. ➡️ Please include your full name \+ “ThinkingVisually” in the reference/comments 3\. Send proof of payment \(screenshot/receipt\) to the organizer’s WhatsApp/email Contact: Secretary – [94518486/[info@@humanist.org.sg](http://info%40@humanist.org.sg/)] **PLEASE NOTE THAT YOUR RSVP WILL BE CANCELLED IF NO PAYMENT OR PROOF OF RECEIPT IS SUBMITTED 48HRS UPON REGISTRATION** **About [The Humanist Society (Singapore)](https://humanist.org.sg/)** Formed in 2010 as a group of humanists, atheists, agnostics, skeptics and other like-minded people in Singapore, the Humanist Society Singapore (HSS) seeks to represent non-religious people in Singapore who pursue ethical and fulfilling lives. Guided by reason, informed by evidence and driven by compassion, events organized by the HSS aim to raise awareness of science, humanism and ethical living. These gatherings serve as a treasured space for rational discussions and for finding friendship with like-minded people **About The Speaker & The Level Up Community** [Zhijing Eu (Z)](https://linktr.ee/zhijingeu) is the founder of [Level Up: Thinking Tools for Impact](https://levelupthinkingtoolsforimpact.substack.com/about), a learning community focused on using frameworks and mental models to think clearly, communicate better, and collaborate more effectively. Drawing on two decades of corporate leadership in project management, decision consulting and data analytics - he translates thinking tools into practical skills for real conversations and real communities.

**RSVP**: [https://www.traders.sg/free-session/trade-smarter-not-harder/](https://www.traders.sg/free-session/trade-smarter-not-harder/) ​Stop guessing. Start trading with a clear, repeatable system. ​ In today’s fast-moving markets, working harder doesn’t guarantee better results. The traders who succeed are those who **trade smarter—with structure, discipline, and proven strategies**. ​This **intensive 3-hour seminar** is designed to help you cut through the noise and focus on what actually works in real markets. **RSVP**: [https://www.traders.sg/free-session/trade-smarter-not-harder/](https://www.traders.sg/free-session/trade-smarter-not-harder/)

Join us for our Squash Sessions happening every Monday / Wednesday / Thursday 6pm to 8pm or 8pm to 10pm Suitable for beginners to the Squash Regulars. Each Session is $15 for pay per play. You can also enquire about being a member when you arrive. We use Meetup.com to advertise the session and our members use a private whatsapp group to register. So should you be the only one signing up, you may still see a full house that evening. Do sign up prior as we are limited to 16 pax per 2 hours sessions. Do whatsapp the organizer at 9006 0909 @Trevor to expedite the reply and confirmation of your bookings.

Welcome! Gist below! :-) 1. Bring a book to the meet! 2. Buy a drink (and a bite if you're hungry). 3. Say hi to the folks. 4. Read! 5. We'll do a short round of intros and a short sharing at the end too. :) Come in and find us (we're probably the only reading group)! In the event that the place is full, we'll find a back up nearby. :-) This is a limited seats, small group event, so do try to update your RSVP early if your plans change! Thanks in advance! Nearest MRT: Bugis (DT14/EW12)

Welcome to Gotomo's first Dinner & Drinks. What we've got covered: * A warm, intimate restaurant setting * A curated Circle of Six — mixed, matched, and ready to surprise you * The vibes **Here's how the evening flows:** 🍸 Arrive & meet your Circle of Six 🍽️ Sit down to have dinner & have drinks together 💬 The Gotomo Moment — this is where it happens 🤝 Grow your circle or join the next one Who is this for? ✅ New to Singapore and building your social circle ✅ Expats, locals, and everyone in between ✅ Anyone who wants real friendships, not just followers Spots are capped at 6 — because that's the whole point. Intimate. Real. No crowds. 📍 A cosy restaurant in central Singapore, near an MRT station. **How to join your Circle of Six:** Reserve your spot at [gotomo.co](http://gotomo.co/) — we’ll match you with six other Tomos and confirm your group before the event. Exact location revealed 24 hours before — limited to only gotomo users. ✨ Launch Pricing: 🎟️ Gotomo Subscription — $19.90/month. After, you don't need to pay an access fee on any future events (pickleball, nature walks, board games, etc) 🎟️ One-time ticket — $14.90 (access fee). Just this event, no commitment Strangers today. Tomos tomorrow. 🫶🏼 [gotomo.co](http://gotomo.co/) 📲 Follow us for updates and early access to upcoming events: Instagram: [@gotomo.sg](http://gotomo.sg/) Telegram: t.me/gotomo_sg Go play. Go connect. Gotomo.

## Struggling to Get Leads from People Who Don’t Know You? You’re posting content… trying different strategies… maybe even using AI tools… But still not getting consistent leads or customers. If that sounds familiar, this session is for you. ## How AI Can Help You Attract Cold Leads (Without Overcomplicating It) In this live, in-person workshop, you’ll learn simple and practical ways to use AI to: * Reach cold audiences more effectively * Generate interest without sounding “salesy” * Create content that attracts potential customers * Approach lead generation in a clearer, more structured way Everything will be explained in a beginner-friendly manner — no technical background required. ## Imagine Having a Clearer Way to Attract Customers Instead of guessing what works… You’ll start to see how to: * Turn strangers into interested leads * Use AI to save time and effort * Build a simple approach to attract potential customers This session focuses on practical understanding — not theory. ## Secure Your Seat This is a small-group, in-person session to ensure quality learning and interaction. 👉 Reserve your seat now to learn how to start attracting leads and customers using AI.

Are your blood pressure, blood sugar, or cholesterol levels quietly rising — even though you “feel fine”? Most people don’t take action until it starts affecting their daily life… Low energy, poor sleep, stubborn weight gain, and relying more on medication. It doesn’t have to get to that stage. Join our **offline health sharing session** and discover simple, practical ways to manage the “3 Highs” — without extreme diets or complicated routines. You’ll learn: • Easy lifestyle shifts to support healthier numbers • Smarter nutrition choices that fit your daily routine • How to build sustainable habits for long-term wellness Imagine waking up with more energy, thinking more clearly, and feeling confident that you’re back in control of your health. Whether your goal is prevention, improvement, or maintaining long-term wellness — this session will give you actionable steps you can start immediately. Seats are intentionally limited to ensure a focused, high-quality experience. 👉 Secure your seat now — message us or register today before spots are filled.

Are you walking correctly? Walking is one of the most natural human activities, but most of us aren't optimizing our stride for health and fitness. It’s time to turn your daily steps into a powerful, fat-burning tool. Join us early for the MetaWellness Fat-Burning Walking workshop. This session goes beyond a casual stroll; it is an active workshop designed to teach you the biomechanics of mindful, effective movement. Led by **JJ Mok, Accredited Mindfulness Coach**, you will learn how to align your body and mind to increase fitness, aid weight loss goals, and completely transform the way you walk. **What You’ll Learn in This Session:** * **👣 Proper Walking Technique:** Forget lazy strolling. We will teach you how to develop strong posture and an engaging, powerful stride that protects your joints and engages more muscles. * **🔥 Fat-Burning Principles:** Discover the specific techniques that turn a regular walk into a calorie-torching workout, helping you burn more energy with every step you take. * **🧘‍♀️ Breathing & Mindfulness:** Learn to integrate mindful breathing with your movement. This enhances mental focus, reduces stress, and helps naturally boost your metabolism. **Who Should Attend:** This session is perfect for anyone looking to improve their physical health, lose weight sustainably, or simply gain more energy from their daily routine. All fitness levels are welcome. **Event Details:** * **Time:** 7:30 AM – 9:00 AM * **Location:** [Entrance](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html")/[Exit A](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") - [Botanic Gardens MRT Station](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") ([CC19](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") / [DT9](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html")) * **Instructor:** JJ Mok, Accredited Mindfulness Coach **What to Bring:** * Comfortable walking shoes or trainers * Water bottle * Sun protection (hat/sunscreen) if outdoors * An open mind ready to learn! **Start your weekend with intention, movement, and vitality. Secure your spot today!**

**\*\*\* Please register at** https://luma.com/ofdo61ky **\*\*\*** **The Super-Individual Secret Club (SISC): The Toy AI Chapter** 📅 8 May 26 (Fri) 🕗 7pm to 10pm 📍 Register to see Address 🔗 https://luma.com/ofdo61ky ​We’ll explore how toys and AI intersect — AI as a powerful engine for imagination, personalization, and interactive play, and toys as evolving platforms that bring intelligence into the physical world. Are we entering an era of AI-enhanced play and emotionally aware, adaptive toys that reshape how humans learn, create, and connect? **​Expect demos, discussion, and ideas worth stealing.** **Register now! 🚀 →** https://luma.com/ofdo61ky

**Friday is our open co-working day.** ​​Friday is our open co-working day. Arrive anytime from 10AM — bring your laptop, grab any open seat, stay as long as you like. ​Most people show up after lunch and settle in before The Stage. It's quiet, focused, and builder- and founder-led. **The Stage @ 1.30pm** **Topic: Federated Layer for Multi Agents** ​**Speakers:** 1. ​***Mike Anderson*** *— Co-founder & CTO, Covia Labs* 2. **​*Chirdeep Chhabra*** *— Co-founder & CEO, Covia Labs* ​Agents are starting to act as workers inside real production systems, and workers need a management layer. The question every builder in the room should take back to their laptop: in my own agent stack, what happens on the second concurrent write, and can I prove, today, under whose authority my agent acted? How do I manage my synthetic workforce in production. **​Chirdeep Chhabra** is Co-founder & CEO of Covia Labs. He previously co-founded Ocean Protocol and was Global Head of Tokenisation at Citi, with earlier work at IBM Research and EPFL. ​**Mike Anderson** is Co-founder & CTO of Covia Labs and leads the architecture of its lattice-based execution substrate. He was previously an Associate Partner at McKinsey, is a Cambridge Double First, and an IOI Gold Medallist, with deep experience in distributed execution systems. ​After the session, we go back to work.

**New Chapter, Better Cocktails, made just for you ✨** Your social circle shouldn't shrink just because your schedule is full. **Liquid Convo** invites you to \*\*\*Curated Cocktails \*\*\*– an intentional space to meet, chat, and build new connections in a relaxed, welcoming environment over food and drinks. This ***cocktail experience*** offers a private space for just our guests, coupled with the expertise of the in-house mixologist at KAI BAR, for a cosy Saturday night social experience. Skip the small talk and the "usual" spots. **Only 20 slots available — [grab your seat at Luma](https://luma.com/5aylknce)** *Note: RSVPs on Meetup do not guarantee entry, please purchase tickets online prior to event start.* **✨ Why Join Us?** * **Warm Welcomes:** Our hosts act as "social catalysts". If you’re shy or coming alone, just find a host—we’ll introduce you to a friendly group immediately. * **Zero Pressure:** No forced networking or rigid schedules. Just organic conversation and good energy. * **A Safe Space:** We maintain a strict "No-Harassment" environment so you can relax and be yourself. **📍 Venue & Details** * **Where:** KAI Bar *(138 Robinson Rd, #01-06 Oxley Tower, Singapore 068906)* * **When:** 7PM to 10PM 🎟️ **Admission** ([Pls signup via Luma](https://luma.com/5aylknce)) * Note: RSVPs on Meetup **do not** count as a confirmed spot. * Price includes one house special cocktail per pax. Early Bird Tickets: $28 per person Regular Tickets: $35 per person Special buddy ticket bundle: $55 for two; because drinks are better when shared with a friend. **🤝 Our Community Values (The "Fine Print")** To keep our vibes high and our community safe, we have a **zero-tolerance policy** for solicitation, insurance/MLM pitching, or any form of harassment. If anyone makes you feel uncomfortable, please let an organiser know immediately. We’ve got your back. **💬 FAQs** **"I’m coming alone... is that okay?"** Absolutely! About 70% of our attendees come solo. Our hosts are on-site specifically to help you break the ice and ensure no one is left standing alone. **"What if I don't drink alcohol?"** No problem! KAI Bar is able to whip up mocktails for you as well, aside from their menu of wine, beer, and other beverages. It’s about the *convo*, not just the *liquid*. **"How do I stay connected?"** Join our growing community to see photos from past events and chat with people before you even arrive! 👉 **Telegram:** [https://t.me/liquid_convo](https://t.me/liquid_convo) 👉 **Instagram:** [@liquidconvo](https://www.instagram.com/liquidconvo/?referrer=luma)

**For ages 18 and above.** Jive is a fast-tempo and energetic dance involving rhythmic quick leg action that accentuates the downbeat with a compact approach. It is a fun and lively dance that burns a lot of calories. ### **Address** 170 Upper Bukit Timah Rd, #08 - 01 Shopping Centre, Singapore 588179 ### **Schedule** Fridays 630PM - 715PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class. ###

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)

**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**

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

**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