MongoDB

We had a badminton session at **Bidadari Community Club@Woodleigh Mall** on Saturday **16th May 2026**. Welcome all high beginner and Low Intermediate players to join us for some badminton workout. * 2:30pm - 4:30pm * 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.

Join us for recreational softball training (throwing, fielding, batting practice, game play). Bring your glove and water for hydration. If you don't have a glove, let us know so we will bring our spare glove. Kindly sound out that you are from Meetup.

Bowling Meetup for All Levels! Ever wanted to try bowling or improve your game, but didn’t know where to start? You’re not alone—that’s exactly why this meetup was created. 📍 Location: SuperBowl Jurong, 1 Yuan Ching Rd, Singapore 618640 🗓 Date: 6th May (Wednesday) 2026 🕢 Time: 7:30pm – 9:30pm 💵 Cost: $25/pax PayNow to 98170866 and screenshot the payment and send to this number via WhatsApp ✅ A relaxed and welcoming session for everyone—whether you’re a complete beginner or a regular bowler. No pressure, no competition—just a space to meet new people, share tips, and learn together while having fun. ✅ We mix players of different skill levels so everyone can pick up something new, improve at their own pace, and enjoy the game together. Good vibes, good company, and maybe even a post-game meal if you’re up for it. 🎳 Whether it’s your first roll or you’re chasing that perfect strike, come join us and grow together!

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

**LEARN MANDARIN WITH US** **和我们一起学华语/普通话** Come and join us every Saturday afternoon and learn some useful Mandarin from proficient speakers in a friendly and casual atmosphere. Besides learning the language, you will also get to make new friends from all around the world. Whether you are a beginner, intermediate and advanced learner, we welcome you. The meetup starts at 4 pm. We will try our best to arrange seating at this time so that each group has expert Mandarin speakers. If you come later than 4.10 pm we cannot guarantee ideal seating. Seating priorities will be given to those who signed up. **欢迎会说华语/普通话的朋友** 我们非常欢迎会说华语/普通话的朋友来参加我们这个华语/普通话练习小组，帮助来自世界各地的朋友学习华语/普通话。 *** GETTING THERE Take Downtown (blue) Line or Circle (yellow) Line to Promenade MRT. Take Exit C at Promenade MRT, and go up to level 3. LOCATING US INSIDE THE FOOD COURT Look for a round tables section near the wall of the food court away from the stalls. You can drop the Event Host a message if you are lost. NO COMMERCIAL ACTIVITIES We welcome anyone who is keen to learn a language or help others learn the language. However, this is NOT the platform for individuals who have other intentions, such as recruiting members for their business or organization or selling products or services. We will not hesitate to ask such individuals to stop attending our meetups.

## 🐺 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)

**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