Data Analytics

**New Chapter, Better Cocktails, made just for you ✨** Your social circle shouldn't shrink just because your schedule is full. **Liquid Convo** invites you to \*\*\*Curated Cocktails \*\*\*– an intentional space to meet, chat, and build new connections in a relaxed, welcoming environment over food and drinks. This ***cocktail experience*** offers a private space for just our guests, coupled with the expertise of the in-house mixologist at KAI BAR, for a cosy Saturday night social experience. Skip the small talk and the "usual" spots. **Only 20 slots available — [grab your seat at Luma](https://luma.com/5aylknce)** *Note: RSVPs on Meetup do not guarantee entry, please purchase tickets online prior to event start.* **✨ Why Join Us?** * **Warm Welcomes:** Our hosts act as "social catalysts". If you’re shy or coming alone, just find a host—we’ll introduce you to a friendly group immediately. * **Zero Pressure:** No forced networking or rigid schedules. Just organic conversation and good energy. * **A Safe Space:** We maintain a strict "No-Harassment" environment so you can relax and be yourself. **📍 Venue & Details** * **Where:** KAI Bar *(138 Robinson Rd, #01-06 Oxley Tower, Singapore 068906)* * **When:** 7PM to 10PM 🎟️ **Admission** ([Pls signup via Luma](https://luma.com/5aylknce)) * Note: RSVPs on Meetup **do not** count as a confirmed spot. * Price includes one house special cocktail per pax. Early Bird Tickets: $28 per person Regular Tickets: $35 per person Special buddy ticket bundle: $55 for two; because drinks are better when shared with a friend. **🤝 Our Community Values (The "Fine Print")** To keep our vibes high and our community safe, we have a **zero-tolerance policy** for solicitation, insurance/MLM pitching, or any form of harassment. If anyone makes you feel uncomfortable, please let an organiser know immediately. We’ve got your back. **💬 FAQs** **"I’m coming alone... is that okay?"** Absolutely! About 70% of our attendees come solo. Our hosts are on-site specifically to help you break the ice and ensure no one is left standing alone. **"What if I don't drink alcohol?"** No problem! KAI Bar is able to whip up mocktails for you as well, aside from their menu of wine, beer, and other beverages. It’s about the *convo*, not just the *liquid*. **"How do I stay connected?"** Join our growing community to see photos from past events and chat with people before you even arrive! 👉 **Telegram:** [https://t.me/liquid_convo](https://t.me/liquid_convo) 👉 **Instagram:** [@liquidconvo](https://www.instagram.com/liquidconvo/?referrer=luma)

## 🌙 Speed Dating @ Moon Rooftop Bar **Hosted by iDatings [(Purchase your Tickets HERE)](https://www.eventbrite.sg/e/speed-dating-moon-rooftop-bar-tickets-1986629133216)** 📅 Thursday, 9th May ⏰ 3:30 PM – 6:00 PM 📍 Moon Rooftop Bar Step into an evening of sparks, laughter, and meaningful connections high above the city skyline. iDatings invites you to an unforgettable **Speed Dating Social** at the chic Moon Rooftop Bar. ✨ **What to Expect:** * A warm, welcoming atmosphere designed to help you relax and shine. * Fun, fast-paced conversations with a variety of singles. * Icebreakers and guided rotations to keep the energy flowing. * Opportunities to mingle during breaks with refreshing cocktails and stunning rooftop views. **(Ticket Fees do not include drinks, pls purchase at least a drink.)** Whether you’re looking for romance, friendship, or simply a lively night out, this event is crafted to make every interaction feel effortless and exciting. **(Telegram Group will be set up for participants.)** 🎟️ **Limited spots available – secure your seat early!**

Step into a vibrant rooftop evening in Singapore where meeting like-minded people feels effortless and natural! Designed to make connections easy, with guided interactions that help you skip awkwardness and start real conversations. Enjoy a warm, safe, and welcoming environment—with ladies’ comfort and priority always at the heart of the experience. Come for the view, stay for the vibe, and leave with meaningful new connections ✨ What Makes This Event Special? \- FREE entry for ladies \(RSVP required\) \- Guided social experience to help you meet people comfortably \- Fun icebreakers to make conversations even easier \- Fast\-friending rounds so you can connect with multiple attendees \- A reserved space just for our group\! \- Happy Hours till 9\.00 pm\! TICKETS: (**payable in cash and will be collected by** **Kim at the start of the evening**) Ladies - FREE Entry Gents - 20 SGD \-\-\- 🕖 Evening Flow 8:00 PM – Arrival & Welcome Settle into our reserved area, grab a drink, and let Kim introduce you to a few friendly faces. 8:30 PM to 9:30 PM – Fast Friending \- Meet a new person every 3\-6 minutes\. \- Frisca will guide each switch so you can connect with many lovely attendees in a short amount of time\. After 9:30 PM – Open Mingling Continue conversations with your favourite connections or meet more people at your own pace. **Our venue for the evening -** We have a reserved area where our members can meet each other in a supportive environment! \- We are not a close knit tight group\. Our evenings are warm and comfortable for members attending for the first time and those coming alone\. You will not feel alone\! \- We have many groups in this city\. Members of our other groups who RSVP are included as guests of the organisers in order to give you an indication of expected people\. \- This evening is for ladies and gents in the 20 to 40 age group\. While some will be at the younger end of this range there will also be others at the other end of the range and lots in\-between\! You will naturally gel with others of your own age range and so you will always find many attendees who fit your range\. \- We are not a dating group\. Our events are not organised to manage your dating life\. Our group is created to help ladies and gents meet other like minded ladies and gents\. Please do not attend our event if a perfect gender balance is important for your enjoyment of our meet\-up\. \-\-\-\-\-\-\- Why do we have tickets? 1. Cover our costs - Our host is compensated for their time and work. We also pay meetup and have dedicated staff to manage our events, hosts, venues and communication. 2. Group Safety - By securing your ticket we have a record and you contribute to a well organized evening where everyone is more committed and better behaved. 3. Management - Tickets help us better manage attendee group size, book suitable space and activity. ABOUT [fastfriends.co.uk ](https://fastfriends.co.uk/)- We have connected members successfully for the past 10 years in over 30 cities (operating as Expatsclub, MeetConnectDevelop and fastfriends.co.uk). **Here are some videos which will give you some guidance -** Secrets of socializing at our meetups - [http://bit.ly/secrets-socializing](http://bit.ly/secrets-socializing) How to make new friends - [https://www.youtube.com/watch?v=v6GB0Hc_bSs](https://www.youtube.com/watch?v=v6GB0Hc_bSs) How to make people like you at our socials -[ https://www.youtube.com/watch?v=K4guProkKrI](https://www.youtube.com/watch?v=K4guProkKrI) Why you should attend our evenings - [https://www.youtube.com/watch?v=wEjwGBXzJE8](https://www.youtube.com/watch?v=wEjwGBXzJE8)

**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.

Hi Everyone, With Covid19 happening, there is still a limited participants for group events of up to 8 pax happening, so this just to keep the virtual skating together going. The Challenge is to skate as much as you can during this pandemic each week. And see how we rank on leaderboard of Strava. The ranking is arranged by most distances skated each week. Do join us through on Strava App below: Leaderboard updates on a weekly basis and resets every week (Mon to Sun) Join us at https://www.strava.com/clubs/freewheelers_sg (Kindly note that with specifically the Strava app, it is unable to cater for Inline skating option, so you will have list your tracking via run or ride for your ranking to show up in leaderboard. And this is the main challenge majority of skaters will be using.) Feel feel to contact Janice on Meetup if you need help with the apps to join us on these virtual skating challenges. You can also ask Janice for link to join a telegram group where impromptu small group skating events are frequently organized if you are looking for skating buddies. Special Note: Heard feedback from some Iphone users that trouble getting apps FOC. All these apps should be free. Please make sure you download the FREE VERSION. And please download the app, before you join via Challenge Links as the Challenge Links lead Iphone users to paid versions I think. Android Phones should be automatic directed to free version. IPHONE DOWNLOAD LINKS: https://apps.apple.com/us/app/strava-run-ride-swim/id426826309

**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.

**For ages 7 to 11.** The Asgard Foundation Trial class is designed for complete beginners aged 7 to 11. Aspiring fencers will undergo a specialized introduction program, with all necessary equipment provided. Fencers will be able to understand basic fencing concepts and execute fundamental technical actions by the end of the course. They will be eligible to join the U12 program upon completion. ### **Address** 9 Tagore Ln, #03-11, Singapore 787472 ### **Schedule** Sundays 1230PM - 230PM ### **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 18 and above.** Suitable for entry players with no or little experience of the sport! ### **Address** 400 Orchard Rd, #03-14, Singapore 238875 ### **Schedule** Sundays 1130AM - 1PM ### **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 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 14 and above.** Unlock your inner dancer and explore a wide variety of dance & freestyle tricks with classes tailored to your individual progress! Maximum class size of 6 persons. ### **Address** 100 Plus Promenade - Gate 21, National Stadium 397629 ### **Schedule** Sundays 215PM - 315PM ### **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.

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)

**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**

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

**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