Data Analytics

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.

### **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 ### **Cancellation Policy** Credits will be considered used if class is cancelled within 24 hours before the start of the lesson ###

**\*Trekking Mont Blanc 2027\*** https://sgtrek.com/event/trekking-mont-blanc-2027/ As TMB adventures gets full during the peak season. We are now taking bookings for 2027. Do book earlier to secure your slots for the event. We have various dates planned from June to Sep 2027 (Daily departures available). For inquiries and bookings, contact VIJAY on 📞WhatsApp at +6592700908 📧 Email us at contact@sgtrek.com **\*Departure Dates:\*** There are multiple dates for these tours do check with us. Event cost may have some changes do check with us on the actual costing prior to booking. **\*June 2027\*** Wed, 09 Jun – Fri, 18 Jun Thu, 10 Jun – Sat, 19 Jun Fri, 11 Jun – Sun, 20 Jun Sun, 13 Jun – Tue, 22 Jun Mon, 14 Jun – Wed, 23 Jun Wed, 16 Jun – Fri, 25 Jun Thu, 17 Jun – Sat, 26 Jun Fri, 18 Jun – Sun, 27 Jun Sat, 19 Jun – Mon, 28 Jun Sun, 20 Jun – Tue, 29 Jun Mon, 21 Jun – Wed, 30 Jun Tue, 22 Jun – Thu, 01 Jul Wed, 23 Jun – Fri, 02 Jul Thu, 24 Jun – Sat, 03 Jul Fri, 25 Jun – Sun, 04 Jul Sat, 26 Jun – Mon, 05 Jul Sun, 27 Jun – Tue, 06 Jul Mon, 28 Jun – Wed, 07 Jul Tue, 29 Jun – Thu, 08 Jul Wed, 30 Jun – Fri, 09 Jul **\*July 2027\*** Thu, 01 Jul – Sat, 10 Jul Fri, 02 Jul – Sun, 11 Jul Sat, 03 Jul – Mon, 12 Jul Sun, 04 Jul – Tue, 13 Jul Mon, 05 Jul – Wed, 14 Jul Tue, 06 Jul – Thu, 15 Jul Thu, 08 Jul – Sat, 17 Jul Fri, 09 Jul – Sun, 18 Jul Sat, 10 Jul – Mon, 19 Jul Sun, 11 Jul – Tue, 20 Jul Mon, 12 Jul – Wed, 21 Jul Tue, 13 Jul – Thu, 22 Jul Thu, 15 Jul – Sat, 24 Jul Fri, 16 Jul – Sun, 25 Jul Sat, 17 Jul – Mon, 26 Jul Sun, 18 Jul – Tue, 27 Jul Mon, 19 Jul – Wed, 28 Jul Tue, 20 Jul – Thu, 29 Jul Thu, 22 Jul – Sat, 31 Jul Fri, 23 Jul – Sun, 01 Aug Sat, 24 Jul – Mon, 02 Aug Sun, 25 Jul – Tue, 03 Aug Mon, 26 Jul – Wed, 04 Aug Tue, 27 Jul – Thu, 05 Aug Thu, 29 Jul – Sat, 07 Aug Fri, 30 Jul – Sun, 08 Aug Sat, 31 Jul – Mon, 09 Aug **\*August 2027\*** Sun, 01 Aug – Tue, 10 Aug Mon, 02 Aug – Wed, 11 Aug Tue, 03 Aug – Thu, 12 Aug Thu, 05 Aug – Sat, 14 Aug Fri, 06 Aug – Sun, 15 Aug Sat, 07 Aug – Mon, 16 Aug Sun, 08 Aug – Tue, 17 Aug Mon, 09 Aug – Wed, 18 Aug Tue, 10 Aug – Thu, 19 Aug Thu, 12 Aug – Sat, 21 Aug Fri, 13 Aug – Sun, 22 Aug Sat, 14 Aug – Mon, 23 Aug Sun, 15 Aug – Tue, 24 Aug Mon, 16 Aug – Wed, 25 Aug Tue, 17 Aug – Thu, 26 Aug Thu, 19 Aug – Sat, 28 Aug Fri, 20 Aug – Sun, 29 Aug Sat, 21 Aug – Mon, 30 Aug Sun, 22 Aug – Tue, 31 Aug Mon, 23 Aug – Wed, 01 Sep Tue, 24 Aug – Thu, 02 Sep Thu, 26 Aug – Sat, 04 Sep Fri, 27 Aug – Sun, 05 Sep Sat, 28 Aug – Mon, 06 Sep Sun, 29 Aug – Tue, 07 Sep Mon, 30 Aug – Wed, 08 Sep Tue, 31 Aug – Thu, 09 Sep **\*September 2027\*** Wed, 01 Sep – Fri, 10 Sep Thu, 02 Sep – Sat, 11 Sep Fri, 03 Sep – Sun, 12 Sep Sat, 04 Sep – Mon, 13 Sep Sun, 05 Sep – Tue, 14 Sep Mon, 06 Sep – Wed, 15 Sep Tue, 07 Sep – Thu, 16 Sep Wed, 08 Sep – Fri, 17 Sep Thu, 09 Sep – Sat, 18 Sep Fri, 10 Sep – Sun, 19 Sep Sat, 11 Sep – Mon, 20 Sep #SGTREK

Welcome to Gotomo's **Trivia Night & Dinner** — where strangers become Tomos. 🫶 What we've got covered: * Trivia questions * A reserved table for your Circle of Six * Rounds across pop culture, history, sport & more **What to bring:** ∙ Your actual self ∙ An appetite (for food and conversation) ∙ Zero expectations — we handle the rest **What we’ve got covered:** ∙ A warm, intimate and fun setting ∙ A curated group of five other soon to be tomos ∙ The vibes Spots are capped at 6-8 — because that’s the whole point. Intimate. Real. No crowds. **How to join your Circle of Six:** Reserve your spot at gotomo.co — we’ll match you with six other Tomos and confirm your group before the event. 📍 Location: Exact location revealed 24 hours before — because good things are worth the wait. ✨ Launch Pricing: 🎟️ Gotomo Subscription — $19.90/month. Use 'TOMO50OFF' for 50% off on subscription. 🎟️ One-time ticket — $14.90. Just this event, no commitment Go think. Go connect. Gotomo. 🧠 WhatsApp us at +65 8184 0446 for questions gotomo.co 📲 Follow us for updates and early access to upcoming events: Instagram: @gotomo.sg Telegram: t.me/gotomo_sg

Hey there! 😊 **Note:** This event is posted on multiple platforms, so more people come than just the RSVPs here. This is a **Speed Dating event** ❤️ **Why participate:** Fun and easy way to meet your **new girlfriend / boyfriend!** No need to start things by yourself, **the host does everything for you.** Fun and easy way to find **new friends.** **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/singapore -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Simply DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We often sell out around **1 week** before the event! ❤️ **Why People Love Our Events:** ⚖️ **50/50 gender ratio guaranteed** \- planned with care so the balance stays right 😌 **Professional host included** \- the host takes care of the whole event for you ☺️ **Relaxed, welcoming atmosphere** \- comfy\, friendly\, and easy 🎉 **Friendly people** \- you might be surprised by how lovely everyone is\! 🧭 **YOUR FIRST TIME? 😊 HERE IS HOW IT WORKS:** 🧭 You have a **5 min conversation** with every participant ⏱️ You will get **question cards** on every table! Men rotate every 5 minutes, women stay seated. At the end you get your matches. ❤️ 📍 **LOCATION:** The venue location is sent to **ticket holders** after purchase. It is always a big cafe lounge in a central location. 💌 **QUESTIONS?** Email us! We get back to everyone! **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/singapore -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Simply DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We often sell out around **1 week** before the event! I’m really happy to welcome you! See you soon! 😊❤️

## 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.

Prostate cancer is the most common cancer among men in Singapore. Most men have no symptoms in the early stages — and by the time they do, it may already be advanced. **Early detection saves lives. And it starts with knowing your risk.** This May, take the most important step for your health and join us for a free, expert-led talk by **Dr. Lim Huat Chye Peter** — one of Singapore's most respected urologists and founder of the Society for Men's Health (Singapore). **📅 Date:** Saturday, 13 June 2026 **🕑 Time:** 1:30 PM – 4:00 PM **📍 Venue:** Farrer Park Hospital, Connexion, #16-06 (Viv Hall) **💰 Admission:** FREE **If you're a man over 40, this talk is for you.** Most men avoid talking about their health — until it's too late. Don't wait for symptoms. Prostate cancer is highly treatable when caught early, but the window matters. This is your chance to get straight-talking, expert guidance in a relaxed, open setting where all questions are welcome. **What you'll learn:** * What prostate cancer is and how it develops silently * Who is at risk — and why men over 40 need to act now * When and how to get screened, and what tests to expect * Treatment options and the latest advances in urological care * How to have the conversation with your doctor — and what questions to ask Come alone, or bring a father, brother, husband, or friend. The men in your life need to hear this. **Seats are limited. This event is free — but your health is priceless. Register now before it's too late.**

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.

👋 Hello Grafana & Friends Singapore! This month, we are excited to partner with the MongoDB for a collaborative evening of tech! As observability and data landscapes become increasingly complex, the integration between the LGTM stack and MongoDB is more critical than ever. This month, we are bringing together engineers from both ecosystems to share implementation strategies, architectural best practices, and real-world monitoring patterns. As always, come ready to learn, connect, and exchange ideas with the community. Light bites and networking included! **Topic 1: Real-Time Observability with MongoDB and Grafana: From Logs to Dashboard** **Speaker: Piti Champeethong**, Senior Consulting Engineer, MongoDB **Session Abstract:** Learn how to integrate MongoDB Atlas with Azure Grafana to build real-time dashboards for both database performance and application data. This session covers Prometheus-based monitoring, direct querying, and Azure-native pipelines for modern observability. **Topic 2: Agentic Observability: From OTel Signals to Production Remediation with MongoDB MCP** **Speaker: Hendri Tjiptowibowo**, Senior Partner Solutions Engineer, Grafana Labs **Session Abstract:** Learn how Grafana Assistant (available on OSS) combines OpenTelemetry signals with MongoDB MCP to move from observability to action. This session demonstrates AI-driven investigation of production issues, including trace analysis, query plan inspection, index recommendations, and automated remediation workflows. **📅 Date:** Thursday, June 11th, 2026 **🕡 Time:** 6:00pm - 9:00pm **📍 Location:** Smartworks Great Eastern Centre, 1 Pickering Street, Singapore 048659 - Level 8 ⚠️ **Reminder:** Please bring your valid physical photo ID (NRIC or Passport) to access the building. **Agenda** * **6:00 PM:** Registration, Light Bites & Networking * **6:55 PM:** Welcome & Opening * **7:00 PM:** Piti Champeethong, Senior Consulting Engineer at MongoDB – Real-Time Observability with MongoDB and Grafana: From Logs to Dashboard * **7:30 PM:** Hendri Tjiptowibowo, Senior Partner Solutions Engineer at Grafana Labs - Agentic Observability: From OTel Signals to Production Remediation with MongoDB MCP * **8:00PM:** Networking & Close **In Partnership with MongoDB:** This event is a collaborative session between **Grafana & Friends Singapore** and the **Singapore MongoDB User Group**. Special thanks to our Co-Partner, **MongoDB**, for providing the space.

This in-person event is built for developers and cloud engineers who want to design, build, and deploy real-world AI solutions on Azure. Expect a hands-on, implementation-focused experience using Microsoft Foundry and GitHub Copilot with live demos, guided labs, and practical developer workflows. **What to expect:** * Key takeaways and announcements from Microsoft Build 2026 * Deep dive into Azure AI and Generative AI use cases * Live demos with Microsoft Foundry and GitHub Copilot * Hands-on labs to build and test AI-powered features end-to-end * Best practices for building AI-powered applications * Networking with the local AI developer community Whether you're shipping your first AI feature or scaling production systems, this event is designed to give you actionable insights to accelerate your AI journey with Microsoft. Don't forget to register using direct Microsoft reactor Link as below which is mandatory - https://developer.microsoft.com/reactor/events/27204

**Talk Abstract:** — \# Bootiful Spring Boot 4: Sweet and Sour Spring Boot 4.x and Java 25 have arrived, making it an exciting time to be a Java developer! Join us, **Josh Long** (@starbuxman) and **DaShaun Carter** (@dashaun), will dive into the future of Spring Boot with Java 25. We'll learn how to scale your applications and codebases effortlessly, explore the robust Spring Boot ecosystem featuring AI, modularity, seamless data access, security, and cutting-edge production optimizations like Project Loom's virtual threads, GraalVM, AppCDS, and more. Let's explore the latest-and-greatest in Spring Boot to build faster, more scalable, more efficient, more modular, more secure, and more intelligent systems and services and we'll look at how to get older apps to this leaner, greener future. \-\-\- **Josh Long** (@starbuxman) has been Spring's first-ever Developer Advocate since 2010. A Java Champion, author of 7 books, host of *A Bootiful Podcast*, and open-source contributor — if Spring ships it, Josh has probably already done a live demo of it. **DaShaun Carter** (@dashaun) is a Spring Developer Advocate at Broadcom, Testcontainers Champion, and keynote speaker with a passion for helping developers ship better software, faster. Whether he's on stage, on a Raspberry Pi, or on a racecourse, he brings the same deliberate, high-energy focus to everything he does. **Important:** Please share your mail address ( if you have not done already) , need it for security clearance at Redhat . Can send it to [mailto:singadev-organisers@googlegroups.com](http://mailto:singadev-organisers@googlegroups.com/) by 9 June evening. Thanks for understanding and cooperation.

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. 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)

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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 a special event. **Battle of the Personal Agents** is your chance to see what people are actually building with AI agents and personal automation systems. Whether you’re running OpenClaw, Hermes, or a completely custom solution, bring your agent and show the community how it works. We’re interested in real-world implementations: the problems your agent solves, how you use it day-to-day, how it’s hosted and managed, how you built it, and why you’ve chosen to keep using it. Live demonstrations are encouraged, so be prepared to show your code, architecture, workflows, and your agent performing real tasks. This is less about polished presentations and more about sharing practical experience, comparing approaches, and learning from one another. If you’d like to present, please contact Chris Slee (via meetup) before the event so we can allocate enough time for everyone’s demonstrations. Come ready to show what you’ve built, discover what others are doing, and maybe find a few ideas worth taking home. 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)

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

**Abstract:** Motivated by the challenges of detecting extremely rare failures in sophisticated circuit design specifications, we study the problem of efficiently identifying multiple disjoint regions of interest (ROIs) — regions of a continuous, high-dimensional parameter space where a complex, expensive-to-evaluate target function falls below or above a pre-specified threshold. We reframe this problem as a Bayesian sequential decision-making problem and, more broadly, as an instance of strategic agent behavior in continuous spaces: an agent that must allocate a hard evaluation budget intelligently, updating its belief about the unknown function after each observation and choosing the next query to maximize coverage of all disjoint failure regions rather than convergence to a single optimum. 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](https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1) Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor**: Grainger will provide the meeting site, as well as snacks for the onsite participants. * **Address:** 222 W Merchandise Mart Plaza, 18th Floor, Chicago, IL 60654 * **Grainger's Overview:** W.W. Grainger, Inc., is a leading broadline distributor with over $17 billion in revenue. At Grainger, We Keep the World Working® by serving more than 4.5 million customers worldwide with maintenance, repair, and operating (MRO) products and services delivered through innovative technology and deep customer relationships. Our machine learning team builds broadly across search, recommendations, product matching, computer vision, and generative AI. * **Logistics**: To access the Grainger office, we require first and last names of those who RSVP'd by Jun 11. Please take the main elevators at the center of the Mart. Attendees will then present their IDs when they arrive at the front desk on the 18th floor.

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!