Data Analytics

**Event Date:** Monday, 15 June 2026 **Venue:** PayPal Singapore 5 TEMASEK BOULEVARD #07-01 SUNTEC TOWER FIVE SINGAPORE (038985) ***NO FOOD PROVIDED FOR THIS MEETUP*** **Venue Sponsor:** PayPal Singapore Fill up this form below to register your name to the venue for the QR code to access the building. https://invites.envoy.com/group-invite/5zQk7ALq7zilvODM \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Presentation** **Topic: The Art of asking "what if"?** **Presenter:** Jane Zhenghe YU, Quality Analyst Lead Consultant, Thoughtworks **LinkedIn:** https://www.linkedin.com/in/zhenghe-yu-8a6873135/ A sharing about my growth journey as a Quality Engineer — from simply testing features to understanding product quality, business impact, automation mindset, and effective collaboration with developers in real-world projects. **About Jane:** Jane is a Lead Quality Analyst at Thoughtworks with 13 years of experience across architectural design, banking, insurance, and big data domains. Her expertise includes automated testing and test architecture, data quality assurance, and public sector projects. She is certified as a Project Management Professional (PMP), ISTQB-certified testing professional, and Professional Scrum Master. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Topic: Rock Your Music with Code** **Presenter:** Paul Amazona, Senior Software Engineer, Finalto **LinkedIn:** https://www.linkedin.com/in/paul-lorett-amazona-843897a3/ Programmatically create musical instruments and sound effects on the fly using bespoked programming code. This will be a musical treat! **About Paul:** Passionate in Software and Music Technology (software development and music production) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Schedule:** 6:30 to 7:30 - Event Registration & Networking 7:30 to 7:45 - Introductory Remarks 7:45 to 8:45 - Panel 9:00 to 9:30 - Career Q&A 9:30 - Supper **About JuniorDev SG:** JuniorDev SG is a developer interest group that focuses on providing a place for junior developers to learn and network with each other. At the same time, we seek to be a support system to help junior developers break into tech, navigate their careers as well growing them to one day become senior developers or tech leaders in the tech industry.

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 ###

**Check out [funeventssg](https://www.instagram.com/funeventssg/) Instagram for the latest updates!** Looking for a fun & easy way to meet new people? Join us for a relaxed **Board Games Social Mixer** where everyone’s welcome! Enjoy **a wide selection of games**, **free-flow snacks & drinks**, & **plenty of laughs** along the way. No experience needed — come solo or bring friends & **make new connections** through **fun & play**! 🎲✨ **All are welcome, regardless of race, language, religion, nationality, age\* or marital status, as long as you are willing to participate in the activities!** *\*Children are welcome as long as there are accompanying adults* ^Couples, large groups of friends or colleagues who wish to play among themselves and/or with members of the public are welcome too as long as RSVP is made in advance **Coming with your own friends, colleagues or family? Feel free to join too & special arrangements for a private table will be made for you!** Date: **15 June 2026 (Monday)** Time: **6.45 p.m. — 10.30 p.m.** (It is fine if you can only arrive later) Venue: **THE MIND CAFE MEGA** **30 Prinsep Street #01-01 Singapore 188647** *For information on car parking & last trains, click [here](https://www.themindcafe.sg/locate-us/)!* Entry Fee: **SGD13 nett (Heavily Discounted Rate)** **Best Deal for the Largest Social + Gaming Event in SG!** Inclusive of **Self-service** **Freeflow Snacks**, **Freeflow Drinks** & **Unlimited Gaming** for the night! * **Nett price including GST & Service Charge!** * **Well-lit**, **spacious**, **high-ceilinged**, **cosy** & **clean environment!** * **The only social + gaming event** that can accommodate **200 pax!** * **More than 800 boardgames** to choose from! * A **wide variety** of **Self-service Freeflow Snacks & Drinks (non-alcoholic) that you can help yourself to!** You may also order a mouth-watering Main Course at SGD12.90nett which is cheaper than usual! * **Complimentary Token of Appreciation** if you **bring & host your own games**! (PM me in advance) * **Special discounts** for purchase of selected **[boardgames](https://www.instagram.com/p/CswLndaPs_r/)** **exclusively for this event**! \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- **IMPORTANT**: 1\. Please ensure you have no close contact with Covid\-19/Mpox positive person\(s\) within the last 5 days\. 2\. Entry fee to be paid to The Mind Cafe upon entry\. Please keep the receipt as proof of payment\. 3\. Participants are strictly not allowed to take photographs or video recording of others at the event without permission\. 4\. Photographs will be taken by the organiser at the event for marketing & publicity\. Should you be uncomfortable with that\, kindly inform the organiser to omit you in the photographs\. 5\. You are encouraged to wear your mask for your own safety\. 6\. Please be considerate\. As seats are limited\, kindly un\-RSVP if you are unable to make it\. 7\. Please observe hygiene when playing the games & treat the games with care\. You may consider using chopsticks/ forks to eat the snacks\. 8\. Please ensure that the games do not get wet\. Kindly use a coaster/ serviette if it is an iced drink\. 9\. No form of solicitation\, MLM\, investment\, scam or harassment will be tolerated\. Kindly inform the organiser on the spot should you encounter anything that makes you uncomfortable\. 10\. Please take care of your personal belongings\. Exchange of any contact information is solely at your own discretion\. The organiser is not accountable for any incidents or loss of personal belongings\. The organiser reserves the right to deny entry to anyone who fails to comply with the rules. By signing up for this event, I agree to the terms & conditions stated above to ensure a safe and conducive environment for all! :)

Capacity of event is number of tables X 4. Having a waitlist does not mean event is full. It is for me to prioritize people as per the following clause: *Priority is given to regulars, past attendees, intermediate and above level players, players who have their private message function switched on and people whom I have met before. If I am unable to contact you, I cannot ask for your availability and skill level etc and you will be stuck in the waitlist forever and ever.* This is to ensure that the skill level of players are decent and to eliminate no shows. • Find us at the following tables in bishan sports hall.. 1,2,3,4,5 Ensure you are feeling well before taking part. Do not attend if you are not feeling well. \*NO GATECRASHING! • Do bring your own bat. Balls would be provided. - By participating in this event, you agree that the organizer shall not be held liable to any injuries or damages sustained by you as a result of taking part of this event. • If for some reason you aren't able to make it on that day, please update your status to "Not Going" at least one day in advance. The earlier you update your status, the easier it is for me to find a replacement. \*\*\*\*\*NOTE: FOR THOSE WHO HAD RSVP BUT 1. DID NOT TURNED UP ON THE DAY OR 2. DID NOT INFORMED THAT THEY AREN'T ABLE TO MAKE IT OR 3. DID NOT WITHDRAW RSVP WHEN THEY CANNOT MAKE IT, ON THE FUTURE MEETUP WHICH YOU RSVP, YOU WOULD BE BLACKLISTED. 1. REPEATED OFFENDERS (MORE THAN 2 TIMES) WILL MEAN AUTO DROP DOWN TO "NOT GOING" LIST IF I SEE YOUR NAME ON RSVP LIST ON THE NEXT MEETUP. \*\*\*\*\*\* Any questions, please feel free to drop me (John Tenergy) a message. Cheers

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.

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!**

👋 Hello AWS User Group Community! Join us on Wednesday, 17th June 2026, for our June meetup at the AWS Singapore Office, IOI Central Boulevard! We’re bringing the community together again for an evening of sharing, learning, and connecting — stay tuned as we finalise the session lineup 👀 📅 Date: Wednesday, 17th June 2026 🕡 Time: 6:30 PM 📍 Location: AWS Singapore; 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🎤 **Meetup Track** **✅AI Agents That Can Pay? Exploring AWS AgentCore Payment** 📌 Speaker: Lahiru Ratnayaka - Tech Lead at Leading South Asian Bank AI agents are evolving beyond conversations and beginning to perform real-world actions. But what happens when those actions require access to paid services, APIs or user-owned credits? In this session, we explore AWS AgentCore Payment, a newly introduced capability designed to help agents securely interact with payment-aware workflows. **✅ Building an AI-Powered MAS TRM Compliance Dashboard on AWS — The Serverless Approach** 📌Speaker: Sanyam Surana - Manager at PwC Singapore Keeping up with MAS TRM requirements can be challenging as compliance reviews become increasingly resource-intensive. This session showcases a Proof of Concept (POC) compliance dashboard built on AWS using a serverless architecture with Amazon Bedrock, Lambda, and S3. We will dive into the technical blueprint and real-world lessons learned from building this functional prototype. 📢 **IMPORTANT! Registration Information** To ensure a smooth check-in process, please take note of the following: ✅ ✅ Confirmed attendees will receive a confirmation email before the event titled *"**AWS User Group Singapore: Registration Confirmed for AWS User Group Meetup – June 2026**."* You must present this email at the Level 2 Concierge to gain access to Level 5 for attendance verification. 🚶 Walk-ins (those without a confirmation email) will only be considered if the venue has not reached full capacity. Priority will be given to registered attendees with confirmation emails. 🔒 Strictly enforced: No confirmation email = walk-in. Entry not guaranteed. 💡 **Pro Tip:** Arrive early to avoid queues and secure your seat for the sharing sessions! Additional Highlights: 🍕 Pizza Time: Begin your evening with some delicious pizza at 6:30 PM, courtesy of our generous sponsor, AWS. Vegetarian and halal options will be available. 🍻 Post-Meetup Networking: Stick around for casual networking over drinks. Let’s forge new connections and continue the conversations! 🎁 AWS Swag & Promo Codes: Don’t miss the chance to win exclusive AWS swag and promo codes. Prizes will be drawn for attendees present at the event—so stay till the end! **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!

**Living with AI Agents: OpenClaw & NanoClaw in Practice** \| **18 Jun @ PayPal** What happens when AI stops being a tool… and starts becoming an extension of how you think and work? This session showcases personal AI agents built using Openclaw and NanoClaw, demonstrating how designed systems can extend cognition, reduce friction, and reshape personal daily workflows. 📅 18 Jun 2026, Thursday 🕒 6.30-9pm 📌 PayPal, Innovation Lab, L7 Tower 5 Suntec, 5 Temasek Blvd **Meet Our Speakers for the Evening :** We’re thrilled to bring you insights from two incredible practitioners with lived tales of building working AI agents: * **Victoria Lo** – Solutions Engineer Lead, Speaker, GitHub Star, Co-Director of WomenDevsSG, and Co-Founder of ragTech. Victoria thrives at the intersection of tech, systems, and leadership. * **Zawanah Sainuddin** – Senior Business Analyst (successfully drove analytics programs across 5 markets in EMEA/APAC). She now designs AI-assisted workflows and personal agents for her day-to-day. They will help you understand what AI agents, OpenClaw, and NanoClaw actually are. By seeing real examples, you'll walk away with a practical map of how to automate your own daily life and workflows **Who is this for?** Developer, builder, or just AI-curious, this evening was made with you in mind. Join us and spread the word. (To all our Male allies - we encourage you to bring along a female colleague or friend!! 🌟) **Schedule:** 6:30 to 7:00 - Event Registration & Networking 7:00 to 7:15 - Intro to Women Devs SG & Paypal 7:15 to 8:15 - Sharing Session 8:15 to 8:30 - Q&A 8:30 to 9:00 - Closing Remarks & Networking \*\***NOTE: Please fill up this form upon registration for the access to the venue :** [Venue Access Form](https://invites.envoy.com/group-invite/4dDnk7e8j2lVRlY1) This is a registered‑attendees‑only event. **Walk‑ins will not be permitted** at the venue **About WomenDevs SG:** WomenDevs SG is a Singapore community for women developers that organizes events, mentorship, and spaces where engineers at every stage can learn from each other. **Venue Sponsor: PayPal**

**\*\*\* Please register at** [https://luma.com/ofdo61ky](https://luma.com/8d43vcou) **\*\*\*** **The Super-Individual Secret Club (SISC): The Cybersecurity AI Chapter** 📅 19 Jun 26 (Fri) 🕗 7pm to 10pm 📍 Register to see Address 🔗 [https://luma.com/ofdo61ky](https://luma.com/8d43vcou) ​We’ll explore how cybersecurity and AI intersect — AI as a powerful engine for threat detection, automation, and adaptive defense, while also lowering the barrier for cyberattacks through AI-driven hacking, social engineering, and automated exploits. ​At the same time, cybersecurity is evolving to protect intelligent systems, data, and digital infrastructure in an increasingly AI-powered world. **​Expect demos, discussion, and ideas worth stealing.** **Register now! 🚀 →** [https://luma.com/ofdo61ky](https://luma.com/ofdo61ky)

⚡️ Online Speed Dating & Matching Event! ⚡️ Tired of endless swiping? Skip the small talk and connect with singles face-to-face from the comfort of your home! 📍 Where: Online via Zoom ⚠️ IMPORTANT: RSVPing on this page DOES NOT secure your spot! To keep the gender ratio balanced and match you with the right people, you must register and complete our 3-minute personality quiz using the link below. [👉 CLICK HERE TO REGISTER & TAKE THE MATCHING QUIZ👈](http://www.tempodating.com/product?productId=574&productType=onlineSpeedDating) (Only registration through this link guarantees your Zoom invite. Spots are limited!)

Over a billion documents processed. Millions of Veterans impacted. Hundreds of thousands of employee hours saved. Faster decisions. Greater accuracy. More benefits in the hands of our disabled Veterans. We created Smart Search, the world’s largest consumer of Amazon Textract, right when GenAI began reshaping what’s possible. Since then, we’ve built a suite of AI‑driven solutions that transform this data into real, measurable outcomes—accelerating benefits decisions for our Nation’s Veterans. Join us for a focused conversation on how an outcome‑driven approach to AI is helping us boost accuracy, streamline workflows, and deliver faster results for those who have served. This is a follow up to the AWS re:Invent 2023 "Intelligent Document Processing with Gen AI for Public Sector" presentation. About Speaker: Cameron Williams is a Senior Technical Project Manager and cross-functional technical leader at Booz Allen Hamilton with 15+ years of experience architecting and evolving scalable, cloud-native systems, from greenfield development to complex enterprise modernization. https://www.linkedin.com/in/cameronw711/ **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)

Title: Smart Search + AI: An Outcome-Driven Journey from IDP to a Suite of AI Register at the Columbus AWS meetup: [https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426379/](https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426379/) Over a billion documents processed. Millions of Veterans impacted. Hundreds of thousands of employee hours saved. Faster decisions. Greater accuracy. More benefits in the hands of our disabled Veterans. We created Smart Search, the world’s largest consumer of Amazon Textract, right when GenAI began reshaping what’s possible. Since then, we’ve built a suite of AI‑driven solutions that transform this data into real, measurable outcomes—accelerating benefits decisions for our Nation’s Veterans. Join us for a focused conversation on how an outcome‑driven approach to AI is helping us boost accuracy, streamline workflows, and deliver faster results for those who have served. This is a follow up to the AWS re:Invent 2023 "Intelligent Document Processing with Gen AI for Public Sector" presentation. About Speaker: Cameron Williams is a Senior Technical Project Manager and cross-functional technical leader at Booz Allen Hamilton with 15+ years of experience architecting and evolving scalable, cloud-native systems, from greenfield development to complex enterprise modernization. https://www.linkedin.com/in/cameronw711/ **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

**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.

## 🤝 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. ###

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. Please RSVP via [Microsoft Build //localhost:columbus | Microsoft Reactor](https://developer.microsoft.com/en-us/reactor/events/27247/).