MongoDB

We had a badminton session at **Bidadari Community Club@Woodleigh Mall** on Sunday **17th May 2026**. Welcome all high beginner and Low Intermediate players to join us for some badminton workout. * 10:30am - 12:30pm * Low Intermediate and above Player Only. * Court 2 * 2 hours per session * S$10 per session * Shutter provided (RSL Supreme) * Location - Bidadari Community Club, 11 Bidadari Park Drive 367803. * Do join us if you are available.

We had a badminton session at **Potong Pasir Community Club** on Saturday **17th May 2026**. Welcome all High Beginner and Low Intermediate players to join us for some badminton work out. * 1:30pm - 3:30pm * High Beginner and Low Intermediate Players. * Court 2 * 2 hours per session * S$10 per session * Shuttles provided (RSL Supreme) * Location - 6, Potong Pasir Avenue 2, 358361at

## 🐺 Werewolf Relaunch Night – $12 Restart Special (Up to 5 Hours) Join us for an exciting **Werewolf** **(狼人杀)** game night in **Ang Mo Kio 宏茂桥!** Whether you're a seasoned player or completely new, this is the perfect opportunity to socialize, strategize, and experience real-life social deduction at its best. *** ### 💰 Entry Fee: $12 Includes 1 drink + light snacks 🍪 Additional $2/- per hour, for every extension. ### 🕒 Duration: Up to 5 Hours Game begins on time arrive early to secure your seat. *** ### 🔥 What to Expect ✅ Dedicated Game Moderator (New players welcome!) ✅ High-energy social deduction gameplay ✅ Intense discussions, bluffing & mind games ✅ A great place to meet new friends Ideal gameplay experience: 9–12 players per table. *** ### 📍 Location Good Speed Game Cafe 710A Ang Mo Kio Ave 8, #02-2625 3 mins walk from Ang Mo Kio MRT Station Located above 24-hour Scarlett Supermarket *** ### 📲 Stay Updated Join our Telegram group for seat confirmation & **latest** **updates**: [https://t.me/goodspeedgamecafe](https://t.me/goodspeedgamecafe) *** ### 🎥 New to Werewolf? Chinese version: [https://www.youtube.com/watch?v=zu_JeVdjOTM](https://www.youtube.com/watch?v=zu_JeVdjOTM) English version: [https://www.youtube.com/watch?v=TVyzwrDO1vw](https://www.youtube.com/watch?v=TVyzwrDO1vw)

We had a badminton session at **Bidadari Community Club@Woodleigh Mall** on Sunday **17th May 2026**. Welcome all high beginner and Low Intermediate players to join us for some badminton workout. * 2:30am - 4:30pm * High Beginner / Low Intermediate Players. * Court 1 * 2 hours per session * 8 Pax Max * S$10 per session * Shutter provided (RSL Supreme) * Location - Bidadari Community Club, 11 Bidadari Park Drive 367803. * Do join us if you are available.

Soak in the golden-hour glow from CapitaSpring’s Sky Garden as the city transits from sunset to starlight. 🌆🏙 Afterward, we’ll head to Lau Pa Sat for dinner beneath its historic arches. It’ll be a relaxed evening of panoramic views, great food and nice company! **This is a limited tickets event. 🎟 🎫 Kindly only confirm if you are sure that you can make it, as last min drop-out deprive others a real chance to join. 😊** 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. 🙏 Photo credit: Mothership

A relaxed Sunday brunch with good food, good drinks, and even better conversation. Six seats, one table, and a mix of people you haven't met yet — that's the whole idea. I plan to keep every brunch small on purpose. Six people means everyone gets heard, conversations go somewhere, and you actually leave knowing the people you sat with. **Before you join — a couple of things** This event is carefully put together, and I'd like to keep it that way. Before your spot can be confirmed, please make sure: * Your Meetup profile has your **real name** * You have a **clear photo of yourself** \- not a logo\, not a pet\, not a landscape Once that's sorted, **send a WhatsApp to 8152 7329** to convey your interest. Spots are only confirmed by the host — do not turn up unless you've received confirmation directly from me. **Please read this part** Life happens, I get it. But with only six seats, a last-minute cancellation or no-show leaves a gap that's hard to fill. Out of respect for everyone at the table: No-shows will result in a ban from the group. If you're canceling with less than 48 hours to go, please WhatsApp me first as a courtesy. **See you Sunday.** ☀️

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) 15 for One Class 20 for Both Free Parking & Plenty of Dance Space. Viva Dance Columbus 2809 Festival Lane Dublin OH 43017

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

**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