Data Analytics

Ready to learn a fun and exciting sport while getting some exercise? Our pickleball group classes offer a welcoming and supportive environment where you can learn and improve your skills while also making new friends. Our certified coaches will guide you through the basics of the game and help you to develop your technique and strategy. So, whether you are a seasoned athlete or just starting out, come join us for a thrilling and energizing game of pickleball! ### **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

Halo Data Engineers Singapore! We are excited to welcome **Jason Jebanesan JEBANESAN** from **Credit Agricole CIB** & **Kelvin Kok,** from **Axrial** to talk about: ***Stop Tuning Your RAG Start Orchestrating - by Jason*** RAG was supposed to fix hallucinations, instead it introduced a new class of silent production failures. Tuning won't save you. RAG is a control-plane problem, and MCP is the wire underneath. ***10x Your Data Engineering: Rapid Glue ETL Prototyping with Kiro - by Kelvin*** ​The longest mile in data pipeline construction is building the transformation layer. Manually configuring AWS Glue jobs can bottleneck an entire project. In this lightning-focused talk, we’ll show you how we use Kiro to completely bypass the boilerplate. We will walk through how we feed technical constraints into Kiro to rapidly generate highly optimized AWS Glue ETL logic, ensuring efficient execution while keeping developer velocity at an all-time high. **Expected agenda:** **6.30pm - 7.00pm** \- Registration\, Food & Networking **7.00pm - 7.45pm** \- Presentation & QnA by Jason **7.45pm - 8.30pm** \- Presentation & QnA by Kelvin **8.30pm – 9.00pm** \- Post\-event Networking Hope to you all soon! Cheers! DESG

🌿 Trip Highlights 🏯 Suzhou – Master of the Nets Garden, Pingjiang Road & Jinji Lake 🌆 Shanghai – The Bund, Nanjing Road, Tianzifang & more 🏰 Full Day at Shanghai Disneyland ✈️ Fly Singapore Airlines (SQ) 🏨 4-star hotels throughout 👥 Fully private tour – exclusively our group Plus our signature structured rotations throughout the journey and mutual matching on the final day 📋 Full detailed itinerary: [https://forms.gle/VmMrwi6GQjqqRmkN7](https://forms.gle/VmMrwi6GQjqqRmkN7) This is an exclusive, private group journey. Every detail of this trip has been purposefully designed to create the ultimate environment for connection. From our meticulous selection of premium hotels and flight to our signature Social Rotations & Matching Experience, this programme is built entirely around our group’s comfort and quality interaction. Full Experience Package includes: * Premium Accommodations: Specifically selected for quality and proximity to key attractions. * All-In Attractions & Dining: Entrance tickets, guided tours, and most meals are taken care of. * Signature Social Rotations & Matching: Our intentional, structured movement throughout the trip to ensure you meet everyone in a natural setting. Package Rates (Land Only): Single Room: $1,770 Twin Sharing: $1,250 Note on Flights: Participants are required to depart together from Singapore for the full rotation experience. Please book the following flights (approx. $720 as of 26 March): SQ 826: SIN/PVG – Fri 5 June (0115 / 0635) SQ 835: PVG/SIN – Tue 9 June (1910 / 0035) **What Makes This Trip Different?** This is not just a sightseeing tour—it is a thoughtfully curated social experience. CompleteMe ensures you maximize your exposure to the opposite gender in a natural, pressure-free setting: * Structured Rotations: We rotate the gentlemen at every opportunity—at the airport, during the flight, on coach transfers, and during attraction visits. * Meaningful Interaction: Instead of one seatmate, you’ll enjoy multiple deep conversations over 5 days. * Intentional Matching: On the final day, we conduct a private mutual matching session. If there is a match, you’ll have dedicated quality time together before the flight home! **Booking & Terms** Travel Arrangements: All travel logistics, land packages, and tour services are fulfilled by our Appointed Licensed Travel Agent: CBE PTE. LTD. trading as Chan Brothers Express (STB License: TA01382). Exclusions: * Flight tickets (Self-booked to group timing) * Travel insurance (Mandatory) & Entry visa (if required) * Personal expenses & additional drinks during meals For any enquiries, please contact us at [completeme@outlook.sg](mailto:completeme@outlook.sg) or WhatsApp (65) 81252321. This event is organised by **CompleteMe Dating Agency**. Founded in 2012, CompleteMe is a Singapore-based dating agency known for its curated dating events and speed dating sessions designed for working professionals. Having organised over 1,000 dating activities, the agency has helped countless singles meet, connect, and build meaningful relationships over the years. As a legit dating agency, CompleteMe conducts verification checks to ensure that all participants are legally single.

***Adult Basketball (Ages 18+) – “Game Ready”*** Whether you’re a beginner or an experienced player, our adult sessions provide skill development, fitness training, and competitive play. These sessions focus on shooting accuracy, defensive strategies, and game execution, ensuring players stay sharp and active. ### **Address** 604 Elias Rd, Block 604, Singapore 510604 ### **Schedule** Thursdays 5PM - 6PM ### **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.

Hey Guys, For this run - we will be running at Tampines towards IKEA for dinner! Approx. Distance: 5km Meeting location: Tampines MRT Exit B (ignore the glitch stated under 'location') Dinner location: Tampines IKEA And in the spirit of the Run-to-Eat club, we will end off the run with a satisfying dinner close by. Hope to see you guys soon! ((: *Notes: 1) No locker services will be provided 2) Unable to wait for latecomers

You will Never ride alone with MBG as no rider will be left behind (unless extreme circumstances). Weather check at 7.00pm Meet at 8.00pm Rolling off 8.15pm Do look out for updates in comments section. Exact meeting point is The Essen next to the PCN Group Size : Limiting group size for compliance to LTA regulations. Do still sign on Waitlist and we will open up if we are able to manage another pack. Ride Grading: 3.0 (1 easy - 5 very strenuous) Terrain: Road Bike Type: Any Distance: Est 30Km Speed: rolling 25-30 km/hr Route : 2 Loops around SA Rolling off : 8.15pm Start/Endpoint: Anchorvale CC/ Jalan Kayu **Ride Safety Instructions:** 1\. Come on time to NOT miss pre\-ride briefing 2\. No overlapping of wheels 3\. Do not overtake appointed Pullers 4\. Pullers will give instructions on direction\, filtering and lights\. The rest shall not\! 5\. Do not fall behind the appointed sweepers\. If you have to break off\, inform the sweepers 6\. Ride predictably; ride well inside \(2/3 when in double paceline\) inside traffic lanes \- do not drift close to the line on the ride causing disruption to oncoming vehicle on the right lane 7\. Do not filter to next lane without instruction from pullers and/or sweepers 8\. No free wheeling \- play with gears and tap brakes 9\. Pass on messages\, and point to obstacles and potholes 10\. No sudden brakes\. If you drop anything\, inform the lead and continue to ride\. Stop at convenient location and pick up safely *** Important Safety Instructions! 1. **Strictly comply to LTA rules on riding formations : 5 riders in Single file, or 2x5 in when riding abreast. Maintain 30m gap between packs** 1. Follow traffic rules. Stop at the red light. (Do not follow the front rider blindly) 1. No overtaking on left 1. When overtaking on right, check blind spot & signal to the cyclist on the left, keep left after overtaking. 1. Ride in a predictable manner and keep to your lane 1. Keep one-meter length from the front cyclist. 1. Do not ride or stop beside tipper truck or bus. Always stay behind big vehicles. 1. No helmet no ride! 1. Rides must have rear red lights and front lights. *** Participation agreement - disclaimer Terms and conditions: The organizers/event host are just volunteers organizing for cycling trips and we are not liable for any damages and injuries for our events. All participants are to read up and abide by the Road Traffic Act stated in the discussion tap. By signing up for this event, you agree to the terms and conditions outlined above.

Boxing is a combat sport that utilises punches, footwork, and head movement. Also known as “The Sweet Science”, it is best known for its efficiency of hitting without getting hit. Students will be taught the proper mechanics behind generating fast and powerful punches, as well as evading punches through evasive movements and footwork. Classes are taught in a controlled and conducive environment to ensure the safety of all members. ### **Address** 701A Yishun Ave 5, #02-01A, Singapore 761701 ### **Schedule** Thursdays 530PM - 630PM ### **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.

Welcome to my sailboat. **Please read this notice**. These are crew opportunities, not for passengers, non-swimmers, people afraid of the water or get seasick. Bring a change of clothes, a towel, a hat, non-marking footwear with heelstrap and sunblock. There is a toilet and drinking water on board. Participants like to contribute to expenses in appreciation of this opportunity. **Also**, please confirm your attendance by SMS or Whatsapp on Saturday for sailing on Sunday, to avoid no-shows and missed sailings. No-shows deprive others of a place, so be responsible and remove your reservation if you are not attending, and please do it in good time. Places unconfirmed by Saturday will not be reserved, and I can't wait for you if I'm not sure you're coming. Keep me informed and reply to my messages. Don't be late. Thank you. Derek 9807-5827.

PyData London 2026 brings together data scientists, engineers, and researchers from around the world for three days of insightful talks, tutorials, and community connection. Hosted in one of Europe’s leading tech hubs, the event highlights the latest developments in Python, machine learning, and data science. Attendees can expect a mix of cutting-edge research, real-world applications, and opportunities to network with industry leaders. Whether you're a beginner or an expert, PyData London offers something for every level of the data science community. **THIS IS NOT A TICKET- TICKETS MUST BE PURCHASED ON CONFERENCE WEBSITE.** https://pydata.org/london2026

Join us for a cosy evening of nature sightseeing, relax near the seaside, meet friends and BBQ at the tranquil seaside park. To ease into the evening, we will begin with a leisurely stroll along the scenic shoreline. There will be light and easy activities (such as group rotations) for everyone connect comfortably. \* For this event, you will receive a complimentary can of beer. You can also exchange it with a packet of soft drink. Participants are not required to do the grilling, but anyone who likes to get hands-on with the sizzling experience can certainly do so. \* For event description, application and more details, refer to: **[https://www.oneplusone.com.sg/upevents.html#bbq](https://www.oneplusone.com.sg/upevents.html#bbq)** 🕖📍Meeting time & place: **5:15pm at Sembawang MRT**. We will then take a public bus to Sembawang Park. For those going directly, you can meet us at the park at 5:45pm. Cost: **$25, includes BBQ dinner, a can of beer, and drinks**. Food is non-halal. Require pre-payment by fund transfer or paynow. ✅\* *Please bring your Singpass app for quick on-site verification that your marital status is Single or equivalent (open app > View all > Family > Marital status). As a genuine organiser, we put in reasonable effort to check that attendees are single. If your status is unverified, the Contact List will reflect "Unverified" next to your name*. 📋\* Only verified singles who attend the entire session will receive the Contact List, which includes the names of the opposite gender. Applicants can voluntarily add any of their contact details (e.g. email, telegram, IG) to that list if they wish to. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 📝 **How to apply:** 1. Event is only for Singles who are S'poreans, PRs, EP & S-Pass holders. 2. To apply, RSVP in this Meetup page & we will follow up with you. You may also apply via the link above. 3. If you are shortlisted, we will directly request you to make payment. ❓If you have questions, please contact Jerald at 90170885 or [Lim.Jerald@gmail.com](http://Lim.Jerald@gmail.com)

🌿 **GoTrim Hikers – Punggol Discovery Hike** 🥾 📅 Date: 6 Jun, Saturday ⏰ Meet: 8:15 AM 📍 Punggol MRT Exit A Join us as we explore the best of Punggol: ✅ Punggol Jewel Bridge ✅ Punggol Beach ✅ Punggol Promenade ✅ Lorong Halus Red Bridge ✅ Punngol Waterway ✅ Punngol Heritage Trail ✅ Lunch at Punggol Coast Mall 📏 Distance: \~12 km ⏱ Duration: 3–3.5 hours 💪 Difficulty: Moderate, generally flat A refreshing morning of exploring the Jewel of Punggol, heritage, movement, and good company. Come walk, connect, and recharge with us! 🌿✨ Please bring: 💧 Water bottle ☂️ Umbrella 🧢 Cap 👟 Comfortable walking shoes 🍌 Snacks Who's joining? 🙋‍♂️🙋‍♀️ This route should comfortably finish by noon while covering all the iconic Punggol highlights without feeling rushed.

**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.

**Prawning, BBQ & Couple Rotation at Hai BinPrawning.** **Looking for a relaxing way to wrap up your weekend? Join us for a hands-on prawning and BBQ session at Hai Bin! Whether you're a seasoned pro or have never held a rod before, it's all about the thrill of the catch and the delicious reward afterward.** **We'll spend 3 HOURS at the ponds, followed by a communal BBQ to enjoy the freshest prawns possible-the ones we catch ourselves!** **Event Details** **Date: Saturday 6June** **Time: 7:20 PM - 10:30 PM** **Location: Hai Bin Prawning** **6 Tebing Ln, #01-04, Singapore 828835** **Cost: $40 per gentleman, $20 per lady (Includes rod rental, bait and two free drinks for each pair of gentleman and lady)** **Admin Fee: $7** **The Game Plan** **7:20 PM - 7:30 PM: Meet & Greet. We'll gather at the entrance to get our rods and bait.** **7:30 PM - 10:30 PM: 3.0 hours of Prawning. We have a 30-minute grace period for latecomers, but the sooner you start, the more you catch! 9:30 PM - 10:30 PM: BBQ Time. We'll head to the pits to salt and grill our catch for a fresh Sunday night snack, while you can continue to leave your rods in the water to catch more** **prawns.** **What to Bring** **Patience & Good Vibes: Prawning is a game of skill (and a little luck!).** **Casual Wear: It can get a bit warm around the** **BBQ pits.** **Small Change: For drinks or extra snacks available at the venue.** **RSVP Note: Please note that your attendance is only confirmed by early payment of the $7** **ADMIN FEE to Kimi** **For past attendees, kindly inform Kimi and pay the Admin Fee. For first-timers, kindly visit the link here for the payment of the admin fee: https://peatix.com/event/5019866/view_** **You will pay the remaining outstanding fee, $33 for gentlemen and $13 for ladies, to Kimi on the day of the event if you have already paid the admin fee.** **Please retain a screenshot of your payment.** **The event is subjected to cancellation if the minimum attendance of 4 is not met. In the event of cancellation, you will be refunded in full.** **Confirm your attendance ASAP with us for the event to go ahead! See you by the water!**

Welcome beginners and intermediate to join us. Please pm me to confirm your slot, or feel free to reach out if you have any enquiries. thanks 😊 Add my xiaohongshu id: 27421369691 欢迎新手 / 中等水平球友加入我们！如果有什么问题可以私我， 谢谢～ 欢迎加我小红书ID: 27421369691

**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!