Performance Monitoring

We had a badminton session at **Braddell Heights Community Club, behind NEX Shopping Mall,** on Saturday afternoon **9th May 2026**. Welcome all High Beginner and Low Intermediate players to join us for some badminton work out. * 2:30pm - 4:30pm * 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.

**For ages 14 and above.** Samba is a fun, upbeat, lively dance that progresses counter-clockwise around the floor. It is characterized by its syncopated timing, bounce, rolling hip action and pelvic tilt and a great deal of rhythm is expressed throughout the torso. ### **Address** 80 Chay Yan St, Block 80, Singapore 160080 ### **Schedule** Saturdays 4PM - 5PM ### **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 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.

**For ages 10 and above.** This class works on the highest level of physical conditioning, or “fight conditioning”, in a no-contact setting (ie. no sparring). Based on our Sensei’s former time as a National Athlete, expect to challenge yourself with kickboxing combinations on the pads, as well as strength and cardio drills that target the whole body. ### **Address** 95 Joo Chiat Rd, Level 3 & 4 ### **Schedule** Fridays 7AM - 8PM ### **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 Themed Super Scrabble meetup. *A word list will be provided for your reference during gameplay. *Form words from the list to score additional points *We will have a unique theme each and every week. After RSVP kindly text me immediately for further meetup details. Hope to hear from you soon!! Joseph 88023147

Welcome to Themed Super Scrabble meetup. *A word list will be provided for your reference during gameplay. *Form words from the list to score additional points *We will have a unique theme each and every week. After RSVP kindly text me immediately for further meetup details. Hope to hear from you soon!! Joseph 88023147

Looking for a fun and welcoming women’s futsal group in Singapore? Come join us every Sunday for a relaxed and supportive game — no experience needed! 😊 Whether you're new to futsal or already playing, this is a safe space to enjoy the game, stay active, and make new friends. 💛 Many of our members joined alone and now play regularly together! 📍 Central 🕓 Sunday 430–630pm 👟 Just bring sportswear & water ✨ Beginners welcome \| Friendly vibes \| No pressure Spots are limited — RSVP early! Please fill up the google form if you are interested to join us: [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)

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.

🥾 **Backpack Endurance Hike – Consistency Steps Training!!!** Route: Hillview MRT EXIT A ➝ Dairy Farm Nature Park ➝ Bukit Timah Summit ➝ 2-3 Staircase Loops ➝ Beauty World Shopping Centre for lunch. **Date: 10th May 2026 (Sun)** **Meeting Time: 8 am** **Meeting point: Hillview MRT Exit A** **Your Leader in Fitness: Gary** Join us for a practical endurance training session designed to build back strength, overall stamina, and backpack carrying efficiency, perfect for those preparing for long-distance hikes and treks. We will tackle a mix of trail and stair climbs to simulate the kind of effort and strain experienced during multi-day hikes. This session focuses on consistency, not speed, ideal for beginners and experienced hikers alike who want to train smart. 🧳 What to Bring: \*Backpack (with at least 5-7kg weight to simulate real conditions) - Minimum 1.5L of water \*Light snacks or energy bars - Towel/small cloth \*Rain gear or poncho (weather dependent) - Proper hiking shoes \*Sunscreen and cap - EZ-Link card / small cash for lunch Note: Train smart. This is not a race. The goal is to develop strength and endurance through consistent effort and mindful pacing. Let’s gear up and get trail-ready! 💪 Bad weather contingency plan: *Waterproof your belongings and bring rain gear (rain cover, jacket, poncho, or umbrella). Please read this #1 - This is a number-controlled event. Please come only if you are on the attending list. #2 - We will move out at 8.05am sharp. We are not able to wait for late comers. #3 - As this is a limited number event, please check your calendar and make sure you can come before you RSVP. Do not change your attendance at the last minute and deny someone else who genuinely wishes to come. ### Important Liability Notice By joining this training, you acknowledge that you are participating voluntarily and understand the physical risks inherent in this activity. AU is not responsible for any injuries, accidents, or health complications that may occur during the training. Please ensure you are medically fit and adequately prepared for the demands of the session.

**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)

The topic for May is "Ink" Speak Easy: true stories, told live. The idea is simple: an audience, an open microphone, and great stories. Hilarious, gripping, poignant- it's up to you. Audiences are invited to come to listen or come to tell as folks from all corners of Columbus offer their stories live on stage! Held at Wild Goose Creative's warm, intimate space, this night of tales occurs on the 3rd Thursday of every month. Doors open at 6:30 pm, show starts at 7:00 pm. Please arrive early if you want to tell, as we generally only have room for a limited number of tellers, and the sign-up sheet has a tendency to fill up fast. Formed around the idea that people need stories--they're what hold and draw us together--SpeakEasy celebrates the strangeness and commonness of being human. And in a world of smartphones, Facebook, Twitter, and more . . . it gives people a real, breathing, in-person way to connect. The night is geared for true stories of all kinds, taking the best tales told around kitchen tables, in darkened pubs, on the street corner, and at late-night parties and giving them an audience. Speak Easy is also a great outlet for performers, writers, and artists looking to share their favorite stories and perfect their skills. We strongly encourage tellers to please tell the story rather than read it so we keep within the spirit of good storytelling and stay engaged with the audience. All are welcome. Hang around after the show for a drink and build community!

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.

This meetup is a beginner-friendly session introducing version control for Unity projects, with a look at three common tools: Git, Perforce, and Unity Version Control. The goal is to help you understand what version control is, why it matters for Unity development, and what options are out there. The format will likely be presentation-style, with live demos and time for questions throughout. You'll see each tool in action and learn how they fit into a Unity workflow. What to Expect: * An introduction to version control and why it's essential for Unity projects * An overview of Git, Perforce, and Unity Version Control * Demos of each tool in a Unity workflow * Tips for getting started * No prior version control experience required * Resources for continued learning All experience levels are welcome. Whether you're new to version control or already using one of these tools, this session will help you understand what each one offers. Food and drinks provided. Join us to learn more about version control options for Unity.

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

At Unity of Columbus, our Youth and Family Ministry nurtures the spiritual growth of children and families through love, joy, and practical spiritual teachings. Each Sunday, children explore timeless spiritual principles through stories, creative activities, music, and group sharing in a safe and welcoming environment. Our program encourages children to discover their own inner light, express kindness, and develop a personal connection with God. Together, we celebrate diversity, cultivate understanding, and inspire each child to live with purpose and compassion. Parents and families are invited to join in this uplifting journey of learning, laughter, and spiritual connection.

**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