Data Analytics

Hi everyone, We will be having our monthly meetup event on 2nd May Saturday at 2pm at Tiger Brokers office pantry area located at 1 Raffles Place, Tower 2, #35-61, Singapore 048616. Near Raffles Place MRT. Look for Mr Teddy Lee when you reach the place. My hp no. is 9645 7493. This is a networking and talk event for everyone interested in AI or ChatGPT and to discuss about the latest developments in the use of AI in Finance. You can join our LinkedIn group at [https://www.linkedin.com/groups/14301790/](https://www.linkedin.com/groups/14301790/) and also our Telegram group at [https://t.me/+oJTJ-6fBKs04MTI1](https://t.me/+oJTJ-6fBKs04MTI1) Speaker 1: Mr Samuel Wong Tiger Brokers (Singapore) Investment Representative Samuel brings over five years of active trading experience across diverse market segments, specializing in precious metals and cryptocurrency. His deep understanding of market fundamentals allows him to navigate the complexities of these dynamic asset classes effectively. Currently serving as an Investment Representative at Tiger Brokers Singapore, Samuel is dedicated to guiding both new and experienced investors through their financial journeys with personalized care and strategic insights. Talk title 1 of Mr Samuel Wong: Navigating Market Trends in AI Sharing Summary: As the rapid evolution of Artificial Intelligence and the semiconductor industry continues to redefine the global financial landscape, we are pleased to host an exclusive AI in Finance seminar designed to equip you with a competitive edge. This session will provide a concise breakdown of the latest market trends driving these sectors, alongside introduction from our IR on high-potential stocks and ETFs categorized by key market segments. Whether you are looking to understand the "AI Super-Cycle" or identify specific investment vehicles, this briefing offers the strategic insights necessary to navigate one of the most transformative growth stories of the decade. Speaker 2: Mr Peter Ong Gaik Sun Mr Peter Ong was a Singapore PSC Scholar at the National University of Singapore for the Physics Bachelor of Science (1983) and the Institute of Education for the Post-Graduate Diploma in Education (1984). After lecturing and teaching in Junior College for a number of years he then converted to IT through the Post-Graduate Diploma in Systems Analysis (1988). He has been in the IT industry and specifically large enterprise and MNCs like IBM Software and BMC Software, marketing software to Financial Institutions including Banks and Insurance companies, and also Government bodies in the Asia Pacific region. Through the years he has gone from technical to sales and had opportunities to also train adults and speak at International conferences across the Asia Pacific region including Australia. In the new millennium, from 2000, he has also run his own regional companies to market and train in the IBM-zSeries mainframe area. He has been training AI and ChatGPT Prompt Engineering since May 2023. In late 2021, he was also certified for the HRDF in Malaysia. Since then he has taught numerous classes and talks in Generative AI for professionals and consulted with companies in Singapore, Malaysia and Thailand. Talk Title 2 of Mr Peter Ong : "From AI Assistant to Trusted Brokerage Copilot: Practical GenAI Use Cases for Tiger Brokers". Sharing Summary: Tiger Brokers has already entered the AI era — the question now is how to move from isolated features to trusted, scalable workflow capabilities. This session cuts through the hype to explore six high-value GenAI use cases tailored to brokerage: from smarter investor support and personalized onboarding to internal research copilots, compliance drafting, and growth workflows. Critically, it also addresses what can go wrong in regulated finance environments and what a practical AI governance model looks like. Designed for a technology-led firm operating under MAS regulation, this talk offers a clear, grounded roadmap for teams ready to turn AI potential into measurable business capability. Agenda 2pm Registration and networking session 215pm Sharing by Speaker from Tiger Brokers 3pm Sharing by Speaker from AAIA Mr Peter Ong 345pm Networking session 4pm End of event Note: Please bring along your name cards for networking purposes or exchange your LinkedIn profile is also possible.

**Dates:** * 4 April 2026 * 18 April 2026 * 2 May 2026 **Timing:** 2pm onwards **Venue:** HackerspaceSG **Address:** Textile Centre, #08-10, Singapore 199018 ​We'll be hanging out to practice some LeetCode questions together. **\#\# No food provided \#\# Bring your laptop \#\#** # ​Format: * ​Pick a random LeetCode question (easy or medium). * ​One volunteer will connect to screen and attempt the question within 40 minutes. * ​Rest of the group will either role-play as interviewer, collaborator or just observe. * ​At the end of the attempt, the group will provide feedback to the volunteer. # ​Format of Feedback: ## ​Soft skills * ​Ask good questions? * ​What should be talked about? What should demo thru code? ## ​Technical feedback * ​Quality of execution. # ​About JuniorDev SG: ​JuniorDevSG is a developer interest group that focuses on providing a place for junior developers to learn and network with each other. ​At the same time, we seek to be a support system to help junior developers break into tech, navigate their careers as well growing them to one day become senior developers or tech leaders in the tech industry.

As adults, meeting new people isn’t as easy as it used to be. Between busy schedules and shrinking social circles, it can feel hard to form fresh connections—and while we’re constantly interacting online, it rarely matches the warmth and depth of a real, face-to-face conversation. That’s where our Fast Friending Evening comes in. It’s all about genuine, in-person connections with like-minded ladies and gents in the city city — hosted in a safe, well-organised environment where women’s safety is a clear priority. Just show up, be yourself, and enjoy an evening of effortless conversations and meaningful new connections 🎟 Tickets (cash only; collected at the start at your host Frisca): Ladies – FREE Gents – 20 SGD ✨ 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 \-\-\- 🕖 Evening Flow 8:00 PM – Arrival & Welcome Settle into our reserved area, grab a drink, and let Shelly 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)

https://www.straitstimes.com/singapore/harbourfront-centre-to-close-in-second-half-of-2026-for-makeover-into-33-storey-mixed-use-building The beloved HarbourFront Center (HFC) will be closed for at least a 5-year period for a drastic makeover. Before that happens, let's walk past this place again, enroute to the luxurious Sentosa CoVe Marina 🌈🌊🌳🌸🍃. Here, marvel at the elegance of waterfront living, with views of anchored yachts ⛵️🚤 and vibrant Quayside Isle—a perfect spot to unwind as the sun dips below the horizon 💛. This Meetup group is a community-led group by volunteers, who enjoy the Great Outdoors (GO) and would like to share the GO with u too! 🤎✌️😃 **This is a free community walk, created simply for the joy of exploring together. To keep the spirit of the walk genuine and relaxed, we don’t involve donations, promotions, or sales of any kind. We warmly ask everyone to be punctual and considerate of fellow walkers, so that the journey remains smooth and enjoyable for all. 😊😊 Late cancellations, late arrivals, or no-shows may affect your priority for future walks. The 'going' list may not necessarily follow a strict sequence. 🔄 Gate-crashers will be turned away to keep things smooth for everyone.** To protect your privacy, we do not collect telephone numbers 📵. Communication will be through the Event page. Kindly check for any updates, especially on the day of the event, so that you will be updated on any changes. The route may be amended or the hike postponed in the event of inclement weather, for the safety of our walkers. 🚶🚶‍♂️ As part of Meetup's enhanced privacy/ security measures, the meeting point will now be visible to attendees only. Exercise care while you walk. Please inform us when you feel unwell and need to drop out. *Disclaimer: By joining this walk, you assume responsibility for your own safety and well-being 🚸, and will not hold the organizers/hosts liable for any loss or injury or other unforeseen events, ensuring a shared commitment to a safe and enjoyable experience for all. 😊 Thank you. 🙏

**After a good rest on Labour Day (1 May) 😄** it’s time to move, sweat a little, and recharge your body! 💪🌞 Join us for a happy, healthy morning hike — great way to kickstart the long weekend! 📍 Meeting Point: Beauty World Centre (outside McDonald’s) ⏰ Start Time: 8:15 AM 🏁 End Time: Around 12:00 PM **⛰ Level: Intermediate** **Distance: \~9-10km with some trail terrian** ✨ Route Highlights: Start at Beauty World Centre → Rifle Range Nature Park → Zhenghua Park Connector → Chestnut Nature Park (Lower & Upper) → End at Hillion Mall (Lunch) 🎒 What to bring: •⁠ ⁠Water 💧 •⁠ ⁠Cap / hat 🧢 •⁠ ⁠Sunscreen ☀️ •⁠ ⁠Comfortable walking shoes 👟 •⁠ ⁠Umbrella 🌂 •⁠ ⁠Light snack 🍌 💚 Expect good vibes, fresh air, light sweat, and great company! Perfect for anyone looking to stay active and connect with others 😊 Feel free to bring a friend along — let’s make it a fun morning together! 🌿✨

**For ages 18 and above.** ### **Address** 400 Orchard Rd, #03-14, Singapore 238875 ### **Schedule** Saturdays 2PM - 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.

**In May, we dive into the Silicon Valley odyssey of the century:** **The Thinking Machine** **by Stephen Witt.** **Today, Nvidia stands as a titan alongside Apple and Microsoft, having quietly architected the modern world.** **But how did it happen?** **This is the definitive inside story of the company inventing our future and the relentless, charismatic vision of its CEO, Jensen Huang.** **.** **.** **.** **In June of 2024, spurred by the frenzy of investment following the launch of ChatGPT, and thirty-one years after its founding in a Denny’s restaurant, Nvidia became the most-valuable corporation on Earth. In The Thinking Machine, acclaimed journalist Stephen Witt recounts the unlikely story of how a manufacturer of video game components shocked Silicon Valley by conquering the market for AI hardware, and in the process re-invented the computer.** **Essential to Nvidia’s meteoric success is its visionary CEO Jensen Huang, who more than a decade ago, on the basis of a few promising scientific results, bet his entire company on AI. Through unprecedented access to Huang, his friends, his investors, and his employees, Witt documents for the first time the company’s epic rise and its iconoclastic CEO, who emerges as a compelling, single-minded, and ferocious leader, and now one of Silicon Valley’s most influential figures.** **.** **.** **.** **“Gripping and brilliantly told."** **―Mustafa Suleyman, author of The Coming Wave** **“A page-turning biography of perhaps the most consequential CEO and company in the world."** **―David Epstein, author of Range** **.** **.** **.** **📆Event Details** * **Date & Time:** **Sunday, May 3rd, 4:00 PM** * **Venue:** **Las Palmas rooftop bar** * **Note:** **Please support the venue by ordering at least one drink.** **📚Club Guidelines** * **The link below is the book discussion questions.** [https://docs.google.com/presentation/d/1NKVL1HZbPKNKc5BQE-HUcbiCtPqIkCu3N4csKreh5DU/edit?usp=sharing](https://docs.google.com/presentation/d/1NKVL1HZbPKNKc5BQE-HUcbiCtPqIkCu3N4csKreh5DU/edit?usp=sharing) **Please take a look at them before joining the event.** * **Following the discussion, our next book will be chosen by group poll. Come prepared to champion your pick. Each month, we explore a different genre. For the June discussion, please bring at least one** **fiction** **recommendation. If your suggestion wins the vote, your book takes center stage! Even if not, you’ll enjoy stepping beyond your usual horizons.** **❓FAQ** * **1)"Do I have to finish reading the book to join the event?"** **YES.** **We’re here to discuss the book! To ensure a rich and meaningful conversation for everyone, all participants are expected to read the book in full before attending.** * **2)"Can I just listen and not join the discussion?"** **NO.** **We gather in person to** **share** **ideas. Your voice matters! Whether you agree, disagree, or interpret things differently, every perspective helps deepen our understanding of the book. There’s no right or wrong answer, and every opinion is equally cherished.** **.** **.** **.** **Feel free to send me a message if you have any other questions.** **See you in May, bookflies🦋!**

**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.

To confirm your participation, please email **completeme@outlook.sg** or WhatsApp **(65)** **81252321** us at least 3 days before the event. Please note that marking yourself as “Interested” on Meetup does not confirm your slot. Kindly contact us early to secure your place. **Walk-ins are not allowed.** Are you a YOLO person? Born between 1986– 1996? Ready for something a little different — including being on camera? We’re looking for you! **A national media platform has approached us to film one of our speed dating sessions and you’re invited to be part of this special edition. We’ll also be creating our own behind-the-scenes content to help more people understand what speed dating is really like in a fun, authentic way.** We’re opening this curated speed dating experience for singles aged 30–40 (born 1986–1996), bringing together a small group of vibrant, open-minded individuals for an afternoon of real conversations and genuine connections. ✨ What makes this session special: • A fun opportunity to be featured in media or our behind-the-scenes story • A lively, curated group of like-minded singles • A different kind of dating experience you don’t usually get 💰 A nominal commitment fee of $18 applies to secure your spot. At the end of the session, our mutual matching process helps your newfound connections continue beyond the event. Your experience doesn’t end there. You will be invited to a private Telegram group for one week, providing the opportunity to continue conversations either in the main group or privately with your matches. Come for the experience, the connections, and the opportunities and you might just meet someone just as bold and like-minded as you. **Media will be present.** Participants who attend and must consent to media coverage. In appreciation, 🎁 You’ll receive $360 worth of dating perks: • 6 months access to our private Telegram community ($60 value) • Complimentary Pay-Per-Step profile listing + 2 photo exchanges ($300 value) 🎉 Bonus: Participants who are open to interviews (media or our team) will receive a complimentary speed dating event. **Cost:** Lady's Ticket $18 Gentleman's Tickets $18 This event is organised by **CompleteMe Dating Agency**. Founded in 2012, CompleteMe is a Singapore-based dating agency known for its curated dating events and speed dating sessions designed for working professionals. Having organised over 1,000 dating activities, the agency has helped countless singles meet, connect, and build meaningful relationships over the years. As a legit dating agency, CompleteMe conducts verification checks to ensure that all participants are legally single.

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 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.

eXplorerSG 2026 / 0305 Walk-Talk-eAT Event \~ Singapore Quarry / Dairy Farm Upper Loop / Devil's Steps / Jungle Fall Path / Cave Path / Bt Timah Summit / Dairy Farm Lower Loop 🐒 Nature Trails 🌬 Fresh Air 🌞 HOT Sun 🎢 Undulating Terrain 🪖 Good Workout with Steps Climbing #heArT-pumping 💓 #sweATbreaking ! ❤‍🔥 🌱 Walk Details 👟 Date: 3 May 2026, Sun Reporting Time: 130pm (Briefing) Start Walking @ 147pm / No waiting for latecomers Meeting point: ⛰️ Hillview MRT / EXIT A \*Meet on Street Level, Station Entrance End point ♻️ Hillview MRT / Food @ Rail Mall Estimated 4hr Distance >12k Elevation \ ~Summit 163.63m / Devil's Steps 184 steps estimated \*moderate difficulty ? ⛑️ [Disclaimer for all eXplorerSG 2025 events By participating in the event, you acknowledge that it involves inherent risks, including but not limited to falls, injuries, and exposure to the elements. You are solely responsible for your own safety and well-being Items to bring Sports attire with sports/hiking shoes Raincoat/Umbrella Hat/Cap (Important!) Sunscreen Mosquito repellent Water (recommended 1 litre) Walking Stick (recommended for better support!) Additional Notes Please update your RSVP by 2 May 2026, Sat @ 747pm. For those who have stated ‘Going’, but do not come on the actual day, we will limit your participation in future events. In the event of adverse weather conditions, the hike may be cancelled. We will update BEFORE 6am on Event Day. 🤜🏽🤛🏻 We can only get better and form our new Walk-Talk-eAT Community together, with your AcTive participation and objecTive feedback. After our eXhilarating eVent... we can share our eXciting eXplorerSG eXperience (XXX) over light refreshments replenishing what we have burnt 🔥 Cyall fellow eXplorerS...🎟🥾👟

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.

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

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'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**

**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

Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected. This month we have **Radio Signal Analysis Using SDRs and OpenWebRX+** with **Scott McCrory**. Details are are [core.radio](https://core.radio/).

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9