Data Analytics

6 June 3-7pm at VivoCity Chimichanga. Ticket $20. Pre-register by 5 June $15. Includes free drink and free beginner workshop 3-4pm. Come and meet new friends in a fun and friendly setting. Fun setting to meet new friends during the beginner workshop. WhatsApp +65 97627805 周六六月六号，下午三点到七点。VivoCity Chimichanga 餐厅。门票$20。微信、WhatsApp预定优惠$15。免费饮料，免费Bachata初级课（3-4pm). 微信 +65 97627805

Come get to know fellow Nudgers and BeSci enthusiasts! We'll be having dinner at POCHA! Korean Street Dining (Ion Orchard). Entry only reserved for a maximum of 7 particpants for this event, because we want to foster deeper conversations and not overcrowd the restaurant!

Hi there! 😊 **Note:** This event is posted on multiple platforms, so more people join than just the RSVPs here. This is a **Speed Dating event** ❤️ **Why participate:** Easy and nice way to meet your **new girlfriend / boyfriend!** You do not need to wonder what to do first, **the host does everything for you.** Easy and nice way to make **new friends.** **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/singapore -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Just DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We usually sell out around **1 week** before the event! ❤️ **Why People Love Our Events:** ⚖️ **50/50 gender ratio guaranteed** \- arranged carefully so it stays equal 😌 **Professional host included** \- the host runs the whole event for you ☺️ **Relaxed, welcoming atmosphere** \- warm\, simple\, and low pressure 🎉 **Friendly people** \- people are usually super kind and polite\! 🧭 **YOUR FIRST TIME? 😊 HERE IS HOW IT WORKS:** 🧭 You have a **5 min conversation** with every participant ⏱️ You will have **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 reply to all emails! **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/singapore -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Just DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We usually sell out around **1 week** before the event! I’m really happy to meet you! See you on Saturday! 😊❤️

Join us for a relaxed evening starting with dinner at Lau Pa Sat  before we make our way to the 2026 i-Light Festival. We’ll take an easy stroll to see the light installations along the waterfront and enjoy a simple night out together. This is a free community walk, led by volunteers who enjoy the Great Outdoors (GO) and would like to share them with u too! ![🤎]() To protect your privacy, we do not collect telephone numbers . Communication will be through the Event chat. Kindly check for any updates, especially on the day of the event, so that you will be updated on any changes. The route may be amended or the hike postponed in the event of inclement weather, for the safety of our walkers. ![🚶]() Exercise care while you walk. Please inform us when you feel unwell and need to drop out. \*Disclaimer: By joining this walk, you assume responsibility for your own safety and well-being , and will not hold the organizers/hosts liable for any loss or injury or other unforeseen events, ensuring a shared commitment to a safe and enjoyable experience for all.  Thank you. 

6 June 3-7pm at VivoCity Chimichanga. Ticket $20. Pre-register by 5 June $15. Includes free drink and free beginner workshop 3-4pm. Fun setting to meet new friends during the beginner workshop. WhatsApp +65 97627805 周六六月六号，下午三点到七点。VivoCity Chimichanga 餐厅。门票$20。微信、WhatsApp预定优惠$15。免费饮料，免费Bachata初级课（3-4pm). 微信 +65 97627805

As adults, meeting new people isn’t as easy as it used to be. Between busy schedules and shrinking social circles, it can feel hard to form fresh connections—and while we’re constantly interacting online, it rarely matches the warmth and depth of a real, face-to-face conversation. That’s where our Fast Friending Evening comes in. It’s all about genuine, in-person connections with like-minded ladies and gents in the city city — hosted in a safe, well-organised environment where women’s safety is a clear priority. Just show up, be yourself, and enjoy an evening of effortless conversations and meaningful new connections 🎟 Tickets (cash only; collected at the start at your host Frisca): Ladies – FREE Gents – 20 SGD ✨ What Makes This Event Special? \- FREE entry for ladies \(RSVP required\) \- Happy Hours till 10 pm\! \- Guided social experience to help you meet people comfortably \- Fun icebreakers to make conversations even easier \- Fast\-friending rounds so you can connect with multiple attendees \- A reserved space just for our group \-\-\- 🕖 Evening Flow 8:00 PM – Arrival & Welcome Settle into our reserved area, grab a drink, and let Shelly introduce you to a few friendly faces. 8:30 PM to 9:30 PM – Fast Friending \- Meet a new person every 3\-6 minutes\. \- Frisca will guide each switch so you can connect with many lovely attendees in a short amount of time\. After 9:30 PM – Open Mingling Continue conversations with your favourite connections or meet more people at your own pace. **Our venue for the evening -** We have a reserved area where our members can meet each other in a supportive environment! \- We are not a close knit tight group\. Our evenings are warm and comfortable for members attending for the first time and those coming alone\. You will not feel alone\! \- We have many groups in this city\. Members of our other groups who RSVP are included as guests of the organisers in order to give you an indication of expected people\. \- This evening is for ladies and gents in the 21 to 45 age group\. While some will be at the younger end of this range there will also be others at the other end of the range and lots in\-between\! You will naturally gel with others of your own age range and so you will always find many attendees who fit your range\. \- We are not a dating group\. Our events are not organised to manage your dating life\. Our group is created to help ladies and gents meet other like minded ladies and gents\. Please do not attend our event if a perfect gender balance is important for your enjoyment of our meet\-up\. \-\-\-\-\-\-\- Why do we have tickets? 1. Cover our costs - Our host is compensated for their time and work. We also pay meetup and have dedicated staff to manage our events, hosts, venues and communication. 2. Group Safety - By securing your ticket we have a record and you contribute to a well organized evening where everyone is more committed and better behaved. 3. Management - Tickets help us better manage attendee group size, book suitable space and activity. ABOUT [fastfriends.co.uk ](https://fastfriends.co.uk/)- We have connected members successfully for the past 10 years in over 30 cities (operating as Expatsclub, MeetConnectDevelop and fastfriends.co.uk). **Here are some videos which will give you some guidance -** Secrets of socializing at our meetups - [http://bit.ly/secrets-socializing](http://bit.ly/secrets-socializing) How to make new friends - [https://www.youtube.com/watch?v=v6GB0Hc_bSs](https://www.youtube.com/watch?v=v6GB0Hc_bSs) How to make people like you at our socials -[ https://www.youtube.com/watch?v=K4guProkKrI](https://www.youtube.com/watch?v=K4guProkKrI) Why you should attend our evenings - [https://www.youtube.com/watch?v=wEjwGBXzJE8](https://www.youtube.com/watch?v=wEjwGBXzJE8)

**For ages 21 and above.** Sakthi Fine Arts is a registered academy in Singapore for teaching Bharatanatyam and dedicated to promote art and culture through teaching, artistic collaboration and performances. With the structured learning curriculum, the school gives an opportunity to learn and explore dance and to make this art form an integral part of the ethnic scene and accessible to all the art enthusiasts in the community. The school is committed to maintaining the cultural and aesthetic sensibilities of Bharatanatyam. ### **Address** 10 Woodlands Square, #03-54, Singapore 737714 ### **Schedule** Sundays 1030AM - 1130AM ### **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.

**For ages 18 and above.** Suitable for entry players with no or little experience of the sport! ### **Address** 400 Orchard Rd, #03-14, Singapore 238875 ### **Schedule** Sundays 1130AM - 1PM ### **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.

Hi all, join us for an easy pace social run (30-60mins+/- for 4km, 8km or 10km) and breakfast. Here’s the plan for the day: \- 7:00 AM: Meet at Stadium MRT CC6 exit A for our run \(bag drop available\)\. 🏃🏻🏃🏻‍♀️ \~8:15 AM: Head to Kallang Wave Mall foodcourt for post-run drinks n breakfast. More details to come, but we just wanted to say thanks for signing up—we’re looking forward to a great time! Have a wonderful day ahead! 😎

**For ages 13 and above.** A fast paced freestyle choreography class that will work your groove and musicality through Desi tracks. Well-suited for dancers with some dance background. Don't forget to bring a whole lot of swag with you! Dance Embassy is everything about fitness and wellness of the body and mind. We have facilitated more than 10,000 members to experience and spread the transformative power of dance and fitness since 2015. ### **Address** Tiny Studio, 291 Serangoon Road, #04 – 02, Singapore 218107 ### **Schedule** Saturdays 230PM - 330PM ### **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.

**For ages 14 and above.** Samba is a fun, upbeat, lively dance that progresses counter-clockwise around the floor. It is characterized by its syncopated timing, bounce, rolling hip action and pelvic tilt and a great deal of rhythm is expressed throughout the torso. ### **Address** 80 Chay Yan St, Block 80, Singapore 160080 ### **Schedule** Saturdays 4PM - 5PM ### **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.

**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

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 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 speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

## 🤝 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!