Big Data

## BuilderCards: A Gamified AWS Learning Experience *AWS User Group Singapore x Gen-C Community* ️**EARLY BIRD tickets going at S$5 now - grab yours [here](https://www.eventbrite.sg/e/aws-user-group-singapore-buildercards-game-night-tickets-1982692899836?aff=oddtdtcreator)**! **Registration Only \| Paid Event \| STRICTLY NO WALK\-INS** We’re excited to announce an upcoming **BuilderCards session**, jointly organised by **AWS User Group Singapore** and **Gen-C Community**. This is a **gamified, facilitator-guided learning experience** designed to help participants understand how AWS services work together — all through interactive gameplay. ⚠️ **This event is strictly registration-only. Walk-ins will NOT be accepted.** ️ **This is a paid event.** ✅ **Registration is ONLY confirmed upon successful payment via Eventbrite.** *** ### What is BuilderCards? BuilderCards is a hands-on, card-based game that allows participants to: * Explore AWS services and architectures in a **fun, low-pressure environment** * Learn **best practices and service integration** through scenarios and challenges No slides. No exams. Just learning by **playing**! *** ### Who Should Attend? This session is suitable for: * **Folks new to AWS** * **Experienced AWS practitioners** * Anyone looking for a **fun, gamified way** to practice and explore AWS concepts *** ### What You’ll Get * Hands-on AWS learning through gameplay * Facilitator-guided, low-pressure environment * Peer learning with like-minded builders * Light refreshments provided *** ### Event Details * **Date:** 3 March 2026 (Tue) * **Time:** 7:00 PM – 9:00 PM * **Location: AWS Singapore -** 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 * **Format:** In-person, small-group gameplay * **Seats:** Very limited *** ### ️ Ticketing ️**EARLY BIRD tickets going at S$5 now - grab yours [here](https://www.eventbrite.sg/e/aws-user-group-singapore-buildercards-game-night-tickets-1982692899836?aff=oddtdtcreator)**! ⚠️ **Paid registration required. STRICTLY NO WALK-INS.** ✅ **Your seat is confirmed only after successful payment on Eventbrite.** **Connect with us here!** Meetup: [AWS User Group Singapore](https://www.meetup.com/aws-sg/) LinkedIn: [AWS User Group Singapore](https://www.linkedin.com/company/aws-user-group-singapore/) Discord: [https://discord.com/invite/nkZagBG](https://discord.com/invite/nkZagBG) Please reach out to us at **[aws.usergroup.singapore@gmail.com](mailto:aws.usergroup.singapore@gmail.com)** for collaboration or other enquiries!

**Registration is required at: [https://form.gov.sg/699bf2ee9f9cb4fc49d58d17](https://form.gov.sg/699bf2ee9f9cb4fc49d58d17)** **IMDA Technical Sharing Session with James Lewis** *Distinguished Engineer, Thoughtworks* As AI moves from the periphery to the core of software systems, James will explore the architectural patterns and system behaviours emerging in this shift. In this talk, he will draw on evolutionary architecture to examine how teams are reasoning about adaptability, observability, and risk in complex, security-sensitive environments. **Event details** 3 March 2025 2:30pm – 4:30pm IMDA Office, 10 Pasir Panjang Road, Mapletree Business City **Register for the free session here: [https://form.gov.sg/699bf2ee9f9cb4fc49d58d17](https://form.gov.sg/699bf2ee9f9cb4fc49d58d17)**

🚨 ***FIRST TIMERS*** 🚨 * This is a 90-min Intermediate-level fitness bootcamp suggested for those who do HIIT/bootcamps/F45/etc at least 2x/week * Depending on weather/WOD, we rotate between 5 different spots, thus check comments/photos here on Tue 6pm for exact location & grouping * Rain-or-shine event: won't be cancelled. Held under shelter if it rains * RSVP closes on Tuesday 530pm. If you’re unable to attend, kindly cancel your RSVP by then, so our leaders have a more accurate count to plan the workouts more effectively * Recommended: Water, Mat, Gloves, Light weight/bottles for added resistance Cya then! 🔊 ***DISCLAIMER*** 🔊 Please take a minute to read the following information regarding your participation in FitFam workouts. By signing up for this session, you confirm that you have read and understood the terms and risks detailed in our Disclaimer and Release of Liability Agreement: https://drive.google.com/file/d/1MV9siOKELtbsSmCwwvp1rzJ-_GiAHGEW/view

**DISCLAIMER: NOT FINANCIAL ADVICE** Casual run of about 3.5km - 4km. Route can be lengthen if group is small. We will meet 7:00pm at BK eating house beside the zebra crossing: https://maps.app.goo.gl/ntCCoQz1UDvcKT8r9 Nearest MRT can be Clarke Quay OR Raffles Place At the moment no bag drop provided. Please do offer if you have a place for bag drop :) Warm up 15mins and start at 7.15pm latest. Running route brings us to around Fort Canning Park and back. Please note that we are running Fort Canning Park area in the night and runners must be comfortable in a dimly lit environment. We will usually end off our runs at BK Eating House for a drink / Meal. This is a group about discovering bitcoin as a savings technology. We welcome anyone who is interested in knowing more about saving in bitcoin or simply just want to join us to have a good run. We start out casual and as things get more consistent, we might do what others have been doing worldwide: https://www.bitcoinrunners.org/community/

Join us on 5 March 2026 for the first AI and Data Engineering Meetup of the year, an insightful evening exploring the realities of AI in production. **[Jun Xu](https://www.linkedin.com/in/junxu-fintech/)** will talk about, “RAG in Production: Dead End or Long-Term Foundation?” He will share real-world lessons on enterprise RAG, governance, retrieval quality, GraphRAG, agentic RAG, and the realities of scaling GenAI in regulated environments. Then, **[Michael Isvy](https://www.linkedin.com/in/michaelisvy/)** will dive into “AI-Augmented Development at Scale,” demonstrating how to make GitHub Copilot and MCP-powered workflows work effectively on complex legacy codebases, from handling oversized contexts to intelligently breaking down refactoring tasks. If you’re building or scaling AI systems in the enterprise, don’t miss it!! Register [here](https://reg.experiences.redhat.com/flow/redhat/3466600/fieldeventsregapproveform/page/landingregistrationpage)

Hi DESG Community, It's been a while since we last met on Sep 2025. So much has changed and AI agents has been the talk of the time for past 6 months. For this month, we have Chin Hwee who will talk about: ***Your Data is Late Again! Handling Late-Arriving Data in the Modern AI Data Stack*** *"When we say we are processing the "latest" data in the data warehouse, which timestamp are we referring to?* *Late-arriving data can happen due to operational and technical reasons that may require data corrections, posing challenges in ensuring timely and accurate reporting of point-in-time data that drive AI systems and decision-making. In this talk, I will be exploring approaches on how we can design data systems and history-preserving data models that can handle late-arriving data in the modern AI data stack."* **Expected agenda:** **6.30pm - 7.15pm** \- Registration\, Pizzas & Networking **7.15pm - 7.20pm** \- Introduction **7.20pm - 8:00pm** \- Talk by Chin Hwee **8.00pm – 8.30pm** \- Q&A **8.30pm –** End of event Hope to you all soon! Cheers! DESG

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-5mar2026-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** We’re piloting our next specialised sub-community, and this one’s focused on AI! In the first session of ***STACK Meetup [AI]***, we’ll take a broad look at how organisations can move from AI ambition to real-world implementation. Through perspectives spanning consulting, public and private sectors, we’ll unpack common pitfalls, lessons learned, and real-life use cases that you can draw from as you shape your own AI adoption journey. Join us today. ***Seats are limited so [sign up](https://go.gov.sg/stackmeetup-5mar2026-mc) now!*** **Programme** 7:00pm: Introduction By STACK Community 7:05pm: Opening By Feng Yuzhang​, Director & Head of AI Practice, GovTech Singapore 7:15pm: A Tale of Two Cities: An AI Transformation Parable By Chai Yit Sheng, Director, AI & Data Transformation, PwC​ 7:35pm: GovTech’s AI Strategy to Drive AI Value and Maturity Towards an AI-Native Government By Tan Congyuan, Deputy Director, AI Programme and concurrent Head, AI Strategy Office, GovTech Singapore 7:55pm: How AI is Reshaping Business Discovery, Growth & Competition By Razvan Iordache, Co-Founder and CEO, GeoVector.ai 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-5mar2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

# Gunung Lambak (Big Tree Hike)-08Mar2026 https://sgtrek.com/event/gunung-lambak-big-tree-hike-08mar2026/ #### **SPECIAL PRICE:** SGD 100/Pax – signup before 31Dec2025 **Gunung Lambak** is a small mountain in the centre of Johor State, Malaysia, about 5 km from the town of Kluang. The summit is 510 m above sea level. Good for beginner to experience an adventure out of Singapore over the weekend. ### **EVENT DATE: 08 March 2025** ### **EVENT DURATION: 1Day Trip** ### **EVENT COST:** * SGTREK Members : SGD 135/Pax * NON-Members: SGD145/Pax #### For inquiries and bookings, contact VIJAY on📞 WhatsApp: +6592700908📧 Email: contact@sgtrek.com

#### **Attention:** Ready to connect with like-minded entrepreneurs and discover how AI can revolutionize your wellness business—live and in person? #### **Interest:** Join us for this exclusive live meetup where we bring together forward-thinking business owners, wellness advocates, and digital entrepreneurs. You’ll learn how to use AI tools to simplify your marketing, boost your online presence, and grow your income—all while promoting better health and balance in your life and business. #### **Desire:** Picture a vibrant room filled with positive energy, powerful insights, and real collaboration opportunities. You’ll walk away with practical AI strategies, valuable connections and an inspired vision for building a wellness brand that truly works for *you*. #### **Action:** Don’t miss this in-person opportunity to learn, network and elevate your wellness business. RSVP now to secure your seat—spaces are limited for this live meetup!

In celebration of International Women’s Month, Women Developers Singapore (WDS) is hosting our first-ever women-only **Recruitment Fair**, focused on supporting women at different stages of their careers - from fresh graduates to mid-career professionals, including new mothers and women re-entering the workforce. Aligned with the International Women’s Day 2026 theme, **“Give to Gain,”** this event brings together employers, speakers, and community partners who believe that investing in women creates stronger, more inclusive workplaces for all. Expect: * Hiring booths from organisations committed to inclusive hiring * Career talks, panels, and workshops * Opportunities to connect directly with recruiters and hiring managers * A supportive, community-driven environment to explore your next step Whether you are actively job searching, considering a career pivot, or simply exploring what’s next, this fair is designed to meet you where you are.

**You’ve built a career—but are you building something that truly matters?** If you’ve ever wondered whether your skills could be used for something more meaningful, you’re not alone. Join us for an evening of professional networking and knowledge sharing focused on meaningful work and venture building. Connect with like-minded professionals, engage in meaningful conversations, and discover opportunities to contribute to a more sustainable future. This meetup is the perfect platform to expand your network, exchange ideas, and learn the secrets behind venture building. Let’s explore how your experience can help build a better future—alongside others who are turning that same restlessness into real impact. [Note: Do get a drink or food from the venue to support them]

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

The March Ohio North Database Training user group meeting will be held on **March 3rd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr**. You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/l/meetup-join/19%3ameeting_YTg3MTY3NzItODI3OS00MTRjLTgzYTItYTBlMjY5NTQ5MzU4%40thread.v2/0?context=%7b%22Tid%22%3a%22b966f302-6b93-4686-9041-c084635642c5%22%2c%22Oid%22%3a%2278c760cb-657f-46aa-bd2f-7066d9403bdb%22%7d)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Updates and announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### **Data Cleansing using Data Bricks** Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

**Google Analytics Alternatives** Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday. Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”. Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process. We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer. 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)

Join membersrs of the Central Ohio UX and digital design community for a casual monthly breakfast.

**New Dojo Location!** **Draft Day Columbus** 1130 Dublin Road Columbus, OH 43215 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)

Join other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn from each other, build better relationships and experiment with new ideas

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.