Data Management

We are playing at Tebing ln, Punngol. Welcome beginners and intermediate to join us. Feel free to pm if you have any enquiries. thanks 😊 Add my xiaohongshu id: 27421369691 我们在tebing ln, Punggol 玩匹克球。欢迎新手 / 中等水平球友加入我们！如果有什么问题可以私我， 谢谢～ 欢迎加我小红书ID: 27421369691

We are launching a new Beach Tennis Group Class every **Monday from 745–915 PM at Pasir Ris Park**. Whether you’re completely new to the game or an experienced player looking to sharpen your skills, this session is designed for **all levels**: * Beginners will learn the fundamentals — strokes, movement, and coordination on sand. * Intermediate and advanced players can work on strategy, consistency, and competitive drills. You can register your interest here: [https://form.jotform.com/pacificbeachtennis/pbta-sign-up](https://form.jotform.com/pacificbeachtennis/pbta-sign-up), or contact Luke at 9476 5258 to register

The Go Academy Social Go Club is located at The Go Academy Punggol Centre Punggol Coast Mall, Tower 98, 98 Punggol Way, #01-224, Singapore 829857 **Event will happen by default. Usually we have 5 - 10 regular players every week. (They are not on meetup so you won't see the attendee count reflected here) So just come down! If you can't find us, text us at 9199 0946** When you have reached, the person in charge (likely Shaun) will arrange a player of your skill level for you to play with. If you haven't played in a long while or are just started learning for awhile, don't worry as there are other beginners and you will be able to play with handicaps. Most players start streaming in at 7PM onwards but it's ok to be early or later, whichever is more convenient to your timing. You are free to arrive at any time and leave at any time. Most serious players will play and review their games until 10PM and you are encouraged to do so. If you require a review of your game, you may politely request it from your opponent. We are all here to socialise and build a community around this game. There may be instances where there is a low visitor count. In such a case, Shaun will play a game with your personally or arrange an AI opponent so not to worry about a wasted trip. Please note that this is not a class for learning how to play. You may find our classes on our website @ https://thegoacademy.com.sg. Most importantly, enjoy and have fun. You may contact us at 9199 0946. We are open every Monday 7PM to 10PM until specifically stated. Join our WhatsApp group when you meet us in person. Do take note that we will not be dropping you a message on meetup to confirm that the event is happening or to liaise with you. The event by default is confirmed to take place every Wednesday.

The class will focus on Hatha Yoga. Gradually and together we will build on strength and flexibility. I will also focus on mindfulness while incorporating elements of breath work. Each class will start off with some breathing ( to normalise the breathing rate ) and loosening exercises ( to remove lethargy ). We will then transit to Sun Salutations, Asanas flow and finally cooling off with relaxation. Beginners are welcome to join as I will provide different variations for each Asana. If you have had any recent injuries or surgeries, please share privately before the class and I can modify the asanas for you. Please arrive 10 minutes before with your own yoga mat, face towel and water. Fees Structure: 1) 4 sessions - $80 2) 8 sessions - $150 3) Drop in - $25/class I accept payment by Paynow.

Prepare for a powerful and thought-provoking session with **Greg Van Borssum** at the **District 102 Annual Conference 2026**. 🧠 **Topic: *Are You Okay?*** In a fast-moving world, this session invites you to pause, reflect, and reconnect — with yourself and with others. Greg will explore awareness, resilience, and the unspoken conversations that truly matter, delivered with depth, clarity, and impact. This is more than a talk. It’s an experience that challenges perspectives and sparks meaningful conversations — **Beyond Borders**. 📍**Lotus Desaru Beach Resort & Spa** 👉 **Secure your seat now:** [https://d102tm.org/annual-conference-2026/#tickets-section](https://d102tm.org/annual-conference-2026/#tickets-section)

## **Just another Tuesday?** ​Join us for another casual morning coffee to meet new tech and data industry people - to discuss and explore data innovation in use cases such as Robotics, ML, AI, Quantum Computing, AI Governance, Data governance, synthetic data, Data Regulation, finance, state of data talent demand, investment environment and more! # **​This month’s topic: The AI Reliability Gap - RAG, search and LLM evaluation** # AI adoption has moved faster than the ability to measure, control and debug it, creating a clear reliability gap in production systems. This event focuses on RAG, search and LLM evaluation - how to ensure AI outputs are correct, consistent and explainable in real use. Join for a morning networking session ahead of conference week. Casual coffee and peer discussion for professionals in data, AI and business. We’ll discuss how data governance, operating models, talent capability, infrastructure, and regulation are shaping real-world AI adoption - and what’s evolving as organisations grow. Expect open, peer-to-peer conversations on topics - No formal presentations. No sales pitches. Just shared learning. ​​**Location** ​The location is The Terrace Cafe at Conrad Centennial, next to the Millennia Walk Monument Square. Please try to locate organizer (Desiree, Zhijing, Michael, Robert or Ville) we do not have specific signage. **Two rules of the DT event:** 1. ​Strictly no soliciting or shilling. 2. ​Coffee is not free. In fact, it is expensive (but of great quality). Please do the right thing and order a coffee or drink, so we can appreciate the amazing venue we have. Breakfast available. ​Thank you - we look forward to seeing you on Tuesday morning! **​How to find us:** Location: The Terrace cafe - Conrad Centennial Singapore 2 Temasek Blvd Singapore 038982 Cafe is next to Monument Square of Millenia Walk (18-metre tall white marble spiral helix and roundabout). ​From Conrad lobby walk through to the other side. You can see The Terrace cafe at the corner of roundabout. Ask Lobby for directions if you can't find.

Get ready to be inspired by **Mohammed Qahtani**, an internationally renowned speaker, as he takes the stage at the **District 102 Annual Conference 2026**. 🎤 **Topic: The Power of Speech** Words can influence minds, move hearts, and shape destinies. Discover how powerful communication can elevate **confidence, leadership, and impact — beyond borders**. This is more than a conference. It’s an experience of **growth, connection, and transformation** — designed for anyone who wants to speak with clarity and lead with confidence. 📍**Lotus Desaru Beach Resort & Spa** 👉 **Get your tickets now:** [https://d102tm.org/annual-conference-2026/#tickets-section](https://d102tm.org/annual-conference-2026/#tickets-section)

**For ages 21 and above.** Sakthi Fine Arts is a registered academy in Singapore for teaching Bharatanatyam and dedicated to promote art and culture through teaching, artistic collaboration and performances. With the structured learning curriculum, the school gives an opportunity to learn and explore dance and to make this art form an integral part of the ethnic scene and accessible to all the art enthusiasts in the community. The school is committed to maintaining the cultural and aesthetic sensibilities of Bharatanatyam. ### **Address** 10 Woodlands Square, #03-54, Singapore 737714 ### **Schedule** Sundays 1030AM - 1130AM ### **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 my sailboat. **Please read this notice**. These are crew opportunities, not for passengers, non-swimmers, people afraid of the water or get seasick. Bring a change of clothes, a towel, a hat, non-marking footwear with heelstrap and sunblock. There is a toilet and drinking water on board. Participants like to contribute to expenses in appreciation of this opportunity. **Also**, please confirm your attendance by SMS or Whatsapp on Saturday for sailing on Sunday, to avoid no-shows and missed sailings. No-shows deprive others of a place, so be responsible and remove your reservation if you are not attending, and please do it in good time. Places unconfirmed by Saturday will not be reserved, and I can't wait for you if I'm not sure you're coming. Keep me informed and reply to my messages. Don't be late. Thank you. Derek 9807-5827.

Our classes are led by certified instructors who will teach you the proper techniques and strategies to help you dominate on the court. You will have a great time getting some exercise, meeting new people, and improving your pickleball game in a way that is efficient and impactful. ### **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 ### **Cancellation Policy** Credits will be considered used if class is cancelled within 24 hours before the start of the lesson

Our classes are led by certified instructors who will teach you the proper techniques and strategies to help you dominate on the court. You will have a great time getting some exercise, meeting new people, and improving your pickleball game in a way that is efficient and impactful. ### **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 ### **Cancellation Policy** Credits will be considered used if class is cancelled within 24 hours before the start of the lesson

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.

**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)

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

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)

**Abstract:** This is a practical playbook for building a production-grade data lakehouse. It walks through foundational principles — naming conventions, least-privilege access, automated CI/CD testing — before diving into medallion architecture. Furthermore, metadata-driven design patterns show how configuration tables and dynamic notebook orchestration eliminates hard-coded pipelines. The deck covers star schema modeling, guidance on choosing between Spark, Pandas, and SQL, and data quality enforcement using DQX with YAML data contracts. Finally, we dive into security best practices and performance optimizations. **Host:** Justin Shea, Mehdi Jeddi, Erik Pak, and Sou-Cheng Choi **Talk Format:** This is a hybrid event. To attend online, join us on Zoom here at 6pm: https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1 Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor:** Adyen, UIC College of Business, and PyData Chicago co-host this event. UIC will provide the meeting site. Adyen will sponsor pizza and soft drinks for the onsite participants. **Address:** University of Illinois - Chicago, Douglass Hall, Room 220, 705 S Morgan St, Chicago, IL 60607 **Logistics:** “UIC Douglass Hall” is recognized on Google Maps, which can guide you through campus. Once you arrive, proceed to the second floor, room number 220

**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

**We'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron You can download documents, or clone/fork the repository. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377 Passcode: 940392 **If you can't get in, please call me at: 734 223-3307** **The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**