Modeling

AI is rapidly changing how software is built, but many developers are still unclear on how to move from using AI tools to actually building AI-powered applications and agents. This talk breaks down the key concepts every developer needs to understand, including large language models, tokens, embeddings, retrieval-augmented generation (RAG), and AI agents. AI 201 because we have presented a AI 101 last year more on AI Coding Tools and its concepts. The session will be delivered by three speakers from the Women Developers Singapore (WDS) community. The talk will be structured as a cohesive walkthrough: from how AI models understand language, to how they access data, and finally how developers can build production-ready AI applications and agents.

Fellow board game and card game lovers, looking for a place to play MTG Commander? Or looking to learn how to play Magic The Gathering? Come join us this Tuesday and have a fun filled, fireball swinging, dragons casting night! Bring your own commander deck (any bracket) or just bring yourself and your friends if you’re coming to learn how to play! All Gender welcomed! Venue: Unsalted By Lazy Potato Address: 17A Jalan Klapa #02-01 S(199329) Time: 7pm til late Entry: $6 What you get: 1 Magic the Gatheringerinf Play Booster Pack + 1 canned drink Bonus: Lucky Draw for everyone

We had a badminton session at **Braddell Heights Community Club, behind NEX Shopping Mall,** on Tuesday night **7th April 2026**. Welcome all High Beginner and Low Intermediate players to join us for some badminton work out. * 7:30pm - 9:30pm * High Beginner and Low Intermediate Players. * Court 2 * 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.

Here's an engaging photography meetup description for Chinatown: Join us for a fun photography adventure in Chinatown! Whether you're a pro or just starting out, this is the perfect place to capture amazing photos. In Chinatown, you'll find colorful lanterns, bustling markets, and beautiful architecture. Bring your mobile phone or any camera you have - we'll explore the area together and snap some great shots. Join us if you are interested in photography. It doesn't matter if you are a pro or a beginner; we do it for the love of photography. We'll kick off with a short meet and greet before heading out to click pictures together. After our photo walk, we'll end at a nearby coffee shop to chat and share our experiences. This is a free event, but please RSVP to let us know you're coming. If you have any trouble finding us or have questions, feel free to call or text: Jay: +65 9352 0249 Sandeep: +65 8609 1667. Join our WhatsApp group for live location sharing: https://chat.whatsapp.com/IYNcf63yaXr2PAXyrjeHzi We share our live location there to help everyone stay connected — especially as people naturally wander off while shooting. Meeting Point: Chinatown MRT - Chinatown MRT — Exit A (Pagoda Street) Route: Pagoda St → Trengganu → Temple → Sago

Hello everyone! Join us for an IN PERSON Apache Kafka® x Apache Flink® meetup on Apr 10th from 6:30pm, hosted by Credit Agricole CIB in Singapore! **📍 Venue:** Mapletree Business City Blk 20 West 20 Pasir Panjang Road Singapore, 117439 , Level 13 \*\*\* **🗓 Agenda:** * 18:30pm-19:00pm: Food, Drinks & Networking * 19:00pm-19:30pm: Zabeer Farook, Technical Architect, Credit Agricole CIB * 19:30pm-20:00pm: ​Dominique Ronde, Staff Solution Engineer, Confluent * 20:00pm-20:30pm: Networking \*\*\* **💡 Speaker:** ​Dominique Ronde, Staff Solution Engineer, Confluent **Talk:** Guardians of the Stream: Kafka, Flink, and the Rise of GenAI **Abstract:** In this session we will explore how Kafka and Flink can seamlessly integrate with GenAI to build intelligent systems capable of real-time learning, automation, and decision-making. Discover the next frontier in data streaming and artificial intelligence, where Kafka, Flink, and GenAI take center stage in shaping the future of industries. **Bio:** ​**Dominique Ronde** is a Staff Solution Engineer at Confluent, a pioneer in enterprise event-streaming platforms. With previous roles as a Big Data Architect and Data Scientist at freeyou, SAP, and Allianz, Dominique brings deep expertise in digital transformation, Java, AWS, and Apache Kafka®. Since 2016, he has worked extensively with Apache Flink and currently serves as a subject matter expert in the APAC region. Dominique is a frequent speaker at conferences worldwide, with a recent focus on innovative data use cases in the insurance industry. Outside of work, he enjoys experimenting with Arduino microcontrollers, IoT home devices, and traveling. \-\-\-\-\- **💡 Speaker:** Zabeer Farook, Technical Architect, Credit Agricole CIB **Talk:** Natural Language Analytics in the Lakehouse : Why is it harder than it looks? **Abstract:** AI agents and the Model Context Protocol finally make natural language analytics on your lakehouse technically plausible — any LLM can discover your schema, plan a query strategy, and return results in seconds. But connect an agent directly to your Iceberg stack and something uncomfortable happens: it returns confident, fluent, wrong answers with no signal that anything is amiss. This talk demonstrates exactly why — wrong metric formulas, invented business terms, incorrect join paths — and introduces the architectural layer that fixes it: the unified semantic layer, exposed as an MCP API. A glimpse at what becomes possible when agents call meaning, not just schema. **Bio:** Zabeer is a seasoned Technology Architect with nearly 20 years of experience in enterprise software across FSI and fintech, including retail banking, wealth management, KYC, regulatory reporting, and payment systems. He brings strong expertise in digital transformation, legacy modernization, and data engineering, with hands-on experience in AWS, Kubernetes, Kafka, Flink, Spark, APIs, and DevOps. Actively contributes to the Singapore tech community, co-hosting Kafka meetups and delivering technical talks, with a strong focus on real-time data streaming and event-driven architecture. \*\*\* ***DISCLAIMER*** BY ATTENDING THIS EVENT IN PERSON, you acknowledge that risk includes possible exposure to and illness from infectious diseases including COVID-19, and accept responsibility for this, if it occurs. As the classroom is a mask-on setting, please be reminded that masks should still be worn at all times unless actively eating or drinking NOTE: We are unable to cater for any attendees under the age of 18. \*\*\* If you would like to speak or host our next event please let us know! [community@confluent.io](mailto:community@confluent.io)

* **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator) \- Attendance is strictly by confirmed registration due to limited seating capacity\. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted\. We appreciate your understanding and look forward to welcoming you at a future session\.** Art is often seen as decoration or a luxury reserved for elites. But could it also be an alternative investment? In this session, **Ms. Christine Lok**, a young collector and art advisor, shares her perspective on the evolving art market and why people buy art today — from personal passion and cultural branding to social status and long-term value preservation. Together with **Mr. Chung Ting Fai**, they will explore how collectors approach art beyond aesthetics, and how a new generation of buyers is reshaping the market. Attendees will gain practical insights into viewing art not just as beautiful objects, but also as meaningful assets. **Date & Time:** 9 Apr 2026 Thur 6.30-8.30pm * **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator) Attendance is strictly by confirmed registration due to limited seating capacity. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted. We appreciate your understanding and look forward to welcoming you at a future session.** **Agenda:** 18:30 - 19:00 Registration and Greetings 19:00 – 19:10 Club welcoming and introduction 19:10 - 20:00 Art as an Asset Class: Understanding Value Beyond Finance & Art Funds, Fractional Ownership, and Tokenisation of Art 20:00 - 20:30 Q&A, Mingling & Wrap Up **Speaker:** **Christine Lok, Art Advisor and Young Collector** **Topic: Art as an Asset Class: Understanding Value Beyond Finance** **Speaker:** **Chung Ting Fai, Founder of Chung Ting Fai & Co** **Topics: Art Funds, Fractional Ownership, and Tokenisation of Art** * **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator) Attendance is strictly by confirmed registration due to limited seating capacity. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted. We appreciate your understanding and look forward to welcoming you at a future session.** **Christine Lok, Art Advisor and Young Collector** Christine Lok is a young collector and art advisor who specialized in Western oil painting and watercolour at LASALLE McNally School of Fine Arts, Singapore, with a focus on Modern and Contemporary Western Art History. She is certified in art market economics, contemporary art theory, and art law (Christie’s Education), as well as Tangible Things (HarvardX). Christine regularly travels globally to attend major art fairs, such as Art Basel and Frieze, gaining first-hand insight into the evolving international art market. Christine works closely with collectors, family offices, galleries, and art experts across Europe, the United States, and Asia, collaborating on the acquisition and sourcing of blue-chip works, such as Yayoi Kusama and Yoshitomo Nara, as well as primary market sales locally. She is a private member of Frame & Flame, an international collectors’ group founded by @theartmarketguy and Artscapy. Her personal collection focuses on digital art, including video art, AI-generated works, and photography. **Mr Chung Ting Fai, Founder of Chung Ting Fai & Co** A veteran lawyer with more than three decades’of experience my practice straddles both contentious and non-contentious work. For non-contentious work, his focus is on wealth management and private clients’matters be it in Singapore or China where Mr.Chung is well regarded by the legal profession in China. Mr.Chung received many referrals from well established laws firms in China including Yingke, Jingshi and Han Sheng just to name a few. Mr.Chung advise wealthy families and family office from China, Japan, ASEAN and Africa on business structuring, investment immigration, trusts, legacy and estate planning. **Location:** Warehouse On River Promenade 5 Jiak Kim street, Singapore 169425 **\*Light refreshments will be served during the session. Guests are encouraged to continue the evening over dinner or cocktails from our club menu, including a specially curated set dinner with exclusive privileges available.** * **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator) Attendance is strictly by confirmed registration due to limited seating capacity. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted. We appreciate your understanding and look forward to welcoming you at a future session.** Note: As we aim to encourage a professional atmosphere at the event, Multi Level Marketing activities and any form of harassment are strictly prohibited.After the RSVP, you will receive the address & contact so please keep an eye on the confirmation page, confirmation email & reminder email. Who is the Host? [Eric Tse](https://www.linkedin.com/in/eric426/) See you! * **Attendance is strictly by confirmed registration due to limited seating capacity. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted. We appreciate your understanding and look forward to welcoming you at a future session.**

This lesson is for you if you have tried Padel and are still familiarizing yourself with the game. You will learn more about: 1. Keeping the ball in play - Consistency 2. Court positioning - Positioning net and back court 3. Swing through when striking the ball - Main shots from back and net court 4. Directional control and shot placement 5. How and when to lob 6. How to return the ball off the back glass and when to do it. ### **Address** 392 Havelock Rd, Singapore 169663 ### **Schedule** Fridays 530PM - 7PM ### **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. ###

* **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator) Attendance is strictly by confirmed registration due to limited seating capacity. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted. We appreciate your understanding and look forward to welcoming you at a future session.** Art is often seen as decoration or a luxury reserved for elites. But could it also be an alternative investment? In this session, **Ms. Christine Lok**, a young collector and art advisor, shares her perspective on the evolving art market and why people buy art today — from personal passion and cultural branding to social status and long-term value preservation. Together with **Mr. Chung Ting Fai**, they will explore how collectors approach art beyond aesthetics, and how a new generation of buyers is reshaping the market. Attendees will gain practical insights into viewing art not just as beautiful objects, but also as meaningful assets. **Date & Time:** 9 Apr 2026 Thur 6.30-8.30pm * **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator) Attendance is strictly by confirmed registration due to limited seating capacity. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted. We appreciate your understanding and look forward to welcoming you at a future session.** **Agenda:** 18:30 - 19:00 Registration and Greetings 19:00 – 19:10 Club welcoming and introduction 19:10 - 20:00 Art as an Asset Class: Understanding Value Beyond Finance & Art Funds, Fractional Ownership, and Tokenisation of Art 20:00 - 20:30 Q&A, Mingling & Wrap Up **Speaker:** **Christine Lok, Art Advisor and Young Collector** **Topic: Art as an Asset Class: Understanding Value Beyond Finance** **Speaker:** **Chung Ting Fai, Founder of Chung Ting Fai & Co** **Topics: Art Funds, Fractional Ownership, and Tokenisation of Art** * **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator) Attendance is strictly by confirmed registration due to limited seating capacity. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted. We appreciate your understanding and look forward to welcoming you at a future session.** **Christine Lok, Art Advisor and Young Collector** Christine Lok is a young collector and art advisor who specialized in Western oil painting and watercolour at LASALLE McNally School of Fine Arts, Singapore, with a focus on Modern and Contemporary Western Art History. She is certified in art market economics, contemporary art theory, and art law (Christie’s Education), as well as Tangible Things (HarvardX). Christine regularly travels globally to attend major art fairs, such as Art Basel and Frieze, gaining first-hand insight into the evolving international art market. Christine works closely with collectors, family offices, galleries, and art experts across Europe, the United States, and Asia, collaborating on the acquisition and sourcing of blue-chip works, such as Yayoi Kusama and Yoshitomo Nara, as well as primary market sales locally. She is a private member of Frame & Flame, an international collectors’ group founded by @theartmarketguy and Artscapy. Her personal collection focuses on digital art, including video art, AI-generated works, and photography. **Mr Chung Ting Fai, Founder of Chung Ting Fai & Co** A veteran lawyer with more than three decades’of experience my practice straddles both contentious and non-contentious work. For non-contentious work, his focus is on wealth management and private clients’matters be it in Singapore or China where Mr.Chung is well regarded by the legal profession in China. Mr.Chung received many referrals from well established laws firms in China including Yingke, Jingshi and Han Sheng just to name a few. Mr.Chung advise wealthy families and family office from China, Japan, ASEAN and Africa on business structuring, investment immigration, trusts, legacy and estate planning. **Location:** Warehouse On River Promenade 5 Jiak Kim street, Singapore 169425 **\*Light refreshments will be served during the session. Guests are encouraged to continue the evening over dinner or cocktails from our club menu, including a specially curated set dinner with exclusive privileges available.** * **[RSVP here](https://www.eventbrite.sg/e/1985291651773/?aff=oddtdtcreator) Attendance is strictly by confirmed registration due to limited seating capacity. Guests who have not completed registration and received confirmation via Eventbrite will not be admitted. We appreciate your understanding and look forward to welcoming you at a future session.** Note: As we aim to encourage a professional atmosphere at the event, Multi Level Marketing activities and any form of harassment are strictly prohibited.After the RSVP, you will receive the address & contact so please keep an eye on the confirmation page, confirmation email & reminder email. Who is the Host? [Eric Tse](https://www.linkedin.com/in/eric426/) See you!

This is a group class conducted by MBPSPORTS qualified coaches. It is guided by MBPSPORTS Coaching Methodology and Federation of international Padel Guidelines. These sessions include an overview of strokes, court positioning, scoring and basic tactics of the game of Padel. It is a practical session that offers an opportunity to be guided in the fundamentals and is a chance to meet others of similar level & competencies. (Min 3 persons to start). ### **Address** 6 Raffles Blvd, Level 4 Marina Square Rooftop, Singapore 039594 ### **Schedule** Saturdays 530PM - 7PM ### **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.

Moving to a new city is exciting at first — a fresh start, new opportunities, a new chapter. But once things settle, being new in town can feel lonely. You don’t know anyone yet, you’re unsure where to go to meet people, and everyone else seems to already have their circles. That’s where we come in. Our Fast Friending evenings are designed especially for those who are new in town and ready to build real friendships — creating welcoming spaces where conversations flow naturally and meaningful connections begin! ✨ 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** **Frisca 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 Frisca 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)

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.

AI is changing how art is made. But when does it stop being your work and start being the machine’s? This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation? We encourage audience participation during this event that will be moderated by Chris Slee. 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.transformlabs.com/services) Sign up also accessible via [Transform Labs Luma](https://luma.com/55umjqta)

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

**Session 01 - Lightroom Classic Fundamentals and Catalog Management** **Session 02 - Lightroom Classic Library Module Part 01** **Session 03 - Lightroom Classic Library Module Part 02** **Session 04 - Lightroom Classic Develop Module Part 01** **Session 05 - Lightroom Classic Develop Module Part 02** **Session 06 - Lightroom Classic Export Operations** **Session 07 - Lightroom Classic Print and Slide Modules** **Session 08 - Lightroom Classic Troubleshooting and Optimizing**

Pay attention! We’re delaying a week for those of you who may be on Spring break and/or celebrating the holiday. Ok, no pancakes, but waffles-a-plenty. Join the local UX and Digital Design community for a casual monthly breakfast. Look for us upstairs!

**The Data-Driven Brand: Using Analytics to Shape Perception** Can you use analytics to improve tacos? This being CBUSDAW, we think the answer is probably “yes”, but we’re not sure how to implement or test this theory. For our April meetup we’ve got Sara Kear, CMO of Condado Tacos, to investigate this delicious question. Sara will explore how she blends quantitative data and qualitative customer feedback to shape brand positioning and drive business decisions. We all know that marketing and analytics go way beyond attribution. Sara will show how Condado uses customer insights to inform product and pricing strategy. She’ll also highlight how Condado leverages customer feedback at scale to influence operational priorities, positioning marketing as the voice of the customer across the organization. In the last 12 years Condado has gone from one location in Columbus to 52 locations across 10 states, so we’re guessing there’s more to that growth than really good guac (though the guac probably helps). Ultimately, this talk focuses on the intersection of art and science—using data to inform creativity and build a brand that resonates with customers in a measurable way. **About Our Speaker** Sara Kear is Chief Marketing Officer at Condado Tacos, where she oversees brand, restaurant design, menu and pricing strategy, off-premise including catering, and customer data strategy. Since joining in 2021, she has helped grow the brand from 19 to 52 locations while building a data-driven marketing organization focused on loyalty and customer insights. Condado has since been named to the Inc. 5000, recognized as Breakout Retailer by Chain Store Age, and consistently ranked among FastCasual’s Top 100 Movers & Shakers. 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)