Scientific Computing

**Football, fun, and new friends await! Join us for a friendly 5v5 match at Cuppage @ Somerset. Let’s make it a game to remember with awesome people and good vibes!** There will be an official host will facilitate the game to ensure safety and rotate teams if applicable. Please note: \- Be on time to ensure game starts promptly\. \- Teams will be formed and play will begin\. Normal rules apply\. \- Where there are more than 2 teams\, a series of rotating games lasting 7 minutes will be played. As always, keep games safe and friendly: watch the tackles, avoid sliding, and exhibit great sportsmanship! **\*\*Please note that RSVP on this event doesn't mean you've successfully booked the game. Contact us via WhatsApp +65 88144810 for more details.\*\***

Ready for a solid game on Sunday? ⚽🔥 LEVEL UP: Your Core Team, Club Friendlies & Overseas Tours ⚽️✈️ Join us in building a team that grows together. We are forming a consistent, intermediate-level male team for those who want to compete, grow as a team, and enjoy exchanges locally and abroad. Why Join Us? **Build a Consistent Team**: We are building a core squad that trains and plays together every week to develop real team chemistry. **Club Friendlies**: Level up through organised matches against other local teams and clubs. **Overseas Exchange Opportunities**: Regional friendlies (e.g., Taiwan, Malaysia) for fun games that connect across borders through a shared passion for the game. Looking For: Level: Intermediate male players (age 18-35) Commitment: Weekly attendance Session Details: 📅 When: Every Sunday ⏰ Time: 4:30 PM – 6:30 PM 📍 Where: Central ⚠️ HOW TO JOIN: To secure a trial spot, RSVP via our Google Form: [https://docs.google.com/forms/d/1HSlELN_F76Q1N58ILNhFyi_l5AidjvlSku0b7DlLhVk/viewform?edit_requested=true](https://docs.google.com/forms/d/1HSlELN_F76Q1N58ILNhFyi_l5AidjvlSku0b7DlLhVk/viewform?edit_requested=true) Once you've submitted the form, our organisers will reach out to confirm your slot. Sign up Now!

Welcome! Gist below! :-) 1. Bring a book to the meet! 1. Buy a drink (and a bite if you're hungry). 1. Say hi to the folks. 1. Read! 1. We'll do a short round of intros and a short sharing at the end too. :) Come in and find us (we're probably the only reading group)! In the event that the place is full, we'll find a back up nearby.:-) This is a limited seats, small group event, so do try to update your RSVP early if your plans change! Thanks in advance! Nearest MRT: Kaki Bukit (DT28)

**For ages 10 and below.** Thse classes are for competitive athletes aiming for the national youth team, Direct School Admission (DSA) or to simply keep fit and enjoy the sport. Starting at ages 9 or earlier, players then progress through U10 to U16 categories representing our club in local and overseas competitions. There will be **land and pool sessions** throughout the week. ### **Training Details** * This training is structured on a monthly basis. * Registration for a month's worth of training **can only be done at the start of each month.** * The student will need to be **proficient in swimming** and **have essential water polo skills** for enrolment in this training. Otherwise, the student is welcome to join the water polo school's pre-competitive training where he or she will learn the swimming and water polo skills needed for this competitive water polo training. ### **Weekly Training Schedule** * **Monday 7 - 9PM** (Pool session) * **Wednesday 7 - 9PM** (Pool session) * **Friday 630PM - 8PM** (Pool session) * **Friday 8PM - 9PM** (Land session) * **Saturday 10AM - 11AM** (Land session) * **Saturday 11AM - 1PM** (Pool session) * **Sunday 9AM - 10AM** (Land session) * **Sunday 10AM - 12PM** (Pool session) ### **Address** 301 Lor 6 Toa Payoh, Singapore 319392 ### **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 17 and above.** Influenced by the Spanish and African culture, the Tango is sensual and passionate, one of the most fascinating dances. Stylized strides dominate this dance, along with periodical sharp and staccato movements. Tango’s passionate nature evokes a strong connection to the music, your partner and the audience, a dance that is exciting and often easy to learn. Its dramatic nature also makes Tango a very popular dance that is often featured in blockbuster movies; a favourite dance for those who enjoy drama within a dance. ### **Address** 795, North Bridge Rd, #02-01 797, 198763 ### **Schedule** Sundays 430PM - 530PM ### **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! Gist below! :-) 1. Bring a book to the meet! 2. Buy a drink (and a bite if you're hungry). 3. Say hi to the folks. 4. Read! 5. We'll do a short round of intros and a short sharing at the end too. :) Come in and find us (we're probably the only reading group)! In the event that the place is full, we'll find a back up nearby. :-) This is a limited seats, small group event, so do try to update your RSVP early if your plans change! Thanks in advance! Nearest MRT: Holland Village (CC21) - Exit B

We had a badminton session at **Braddell Heights Community Club, behind NEX Shopping Mall,** on Sunday afternoon **10th May 2026**. Welcome all High Beginner and Low Intermediate players to join us for some badminton work out. * 10:30am - 12:30pm * High Beginner and Low Intermediate Players. * Court 1 * 2 hours per session * S$10 per session * Shuttles provided (RSL Supreme) * Location: 50 Serangoon Avenue 2, #01-01, Singapore 556129 * Do join us if you are available.

We had a badminton session at **Potong Pasir Community Club** on Sunday **10th 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, 358361. * Do join us if you are available.

**For ages 17 and above.** Rumba, often nicknamed the “dance of love”, is derived from the Afro-Caribbean ballroom dance “Son” popular in the 1930s. Its slower, smooth and continuous hip actions, known as the ‘Cuban movement’, give it a romantic and sensual feel. Rumba is a versatile dance that can be danced to Latin music and contemporary pop music, a romantic dance that is perfect for weddings, shows and social events. ### **Address** 795, North Bridge Rd, #02-01 797, 198763 ### **Schedule** Sundays 1230PM - 130PM ### **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.

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

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.

**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

Bring your Raspberry Pi, Arduino, microcontroller, or any other electronic project and join fellow electronics makers for a night of creativity and collaboration! This session is open forum to share your current projects—whether complete or in progress, it’s all interesting! Whether you’re deep into embedded systems, exploring new ideas, or just getting started, you’ll find a welcoming space to collaborate, share, and get inspired. **New to electronics or curious about tinkering?** You’re absolutely welcome. If you’re a beginner and want to experiment, I’ll have a couple of starter kits available so you can try things out—whether that’s blinking your first LED, putting something on a display, or experimenting with simple sensors. No pressure and no experience required—just an interest in learning and building. While we continue to pursue a more permanent venue for this Meetup, we’ll be using public library facilities based on availability. This session will be at the Worthington Park Library in the Olentangy Meeting Room.

**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

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. 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)