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This Mother’s Day, join our *Flower Arrangement Workshop*—a thoughtfully curated session designed to nurture both mind and soul. Begin with an engaging women’s health sharing by a guest expert, where you’ll discover simple, practical ways to support your well-being in everyday life. Then, ease into a calming floral art session and create your own beautiful arrangement to take home 💐 **Event Details:** Now only $20 per person!! Session 1: 10:30AM – 1:00PM Session 2: 3:00PM – 5:30PM (Registration starts 15mins before each session) Spots are limited—reserve yours early and make this Mother’s Day one to remember 🌸 All interested attendee must register via this Google Form: [https://forms.gle/CST7Jou3zHvfuxWeA](http://%5Bhttps//forms.gle/CST7Jou3zHvfuxWeA%5D(https://forms.gle/CST7Jou3zHvfuxWeA) "\[https://forms.gle/CST7Jou3zHvfuxWeA\](https://forms.gle/CST7Jou3zHvfuxWeA)")

**For ages 13 and above.** This class is designed to train those who wish to be able to able to defend themselves as a modern day warrior. The class is exciting and brutally effective. Practitioners will learn how to fight seamlessly from stand up to the ground, using a mix of street style striking and kicking, takedowns, to ground grappling, even against a knife being drawn while on the ground. Whether it be one attacker or multiple attackers, participants will learn how to use relative positioning and the environment to defend and create the opportunity to escape. What if your attacker was to draw a knife or worst, a machete? You will learn to use street style weapons like knife, machete or stick to defend yourself, or improvised weapons like bags, chairs, umbrellas, bottles, hammers etc. No pre-requisites needed but generally an interest in martial arts. The classes consist of currently 7 topical series: ​ * Striking/Kicking Series * Gun Disarming Series * Ground Defence Series * Takedown Series * Knife Series * Control and Restraint Series * Tomahawk/Machete Series ### **Address** 144 Robinson Road, #05-01, Singapore 068908 ### **Schedule** Saturdays 430PM - 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.

Sufi Meditation is a practical and proven spiritual technique. Our meditation is fundamentally different from others as we do not focus on the body but on the soul. Our practices and its benefits are experiential. Hundreds of seekers worldwide from different races and cultures are benefitting from it every day.

**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.

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!

**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 10 to 12.** 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. 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 6 - 7PM** (Land 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.

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)

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

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.

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. 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)

**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

**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

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)

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.