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**Register now to attend! =>** [https://konfhub.com/ksug-sg-2026-05-21](https://konfhub.com/ksug-sg-2026-05-21) **<=** **Latest promotions** discovered by our community! * Up to **65%** OFF **[Linux Foundation](https://mm.ksug.ai)** bundles Code: **MM26BUNAI** * **25%** OFF **[FinOps X Day](https://ksug.ai/discount/?tab=events&ref=meetup)** Code: **KSAIX26899** * Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! We're excited to collaborate with **[Confluent](https://www.confluent.io/)** to welcome you to the upcoming **KSUG.AI x Apache Kafka Meetup @** [IMDA Singpore office](https://maps.app.goo.gl/SCJVhPcV2h89Eby28)! 🎉 **Agenda and topics preview:** * 18:30pm - 19:00pm: Food, Drinks & Networking * 19:00pm - 20:00pm: [Jun Rao](https://www.linkedin.com/in/junrao/), Co-founder, **[Confluent](https://www.confluent.io/)** * 20:00pm - 20:30pm: Additional Q&A / Networking Food and drinks will be provided between **6.30 and 7 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our partners @**[Confluent](https://www.confluent.io/)**! **[Register here](https://konfhub.com/ksug-sg-2026-05-21) to secure your spot!** See you all there! **Location:** [IMDA Singapore 10 Pasir Panjang Road, Singapore 117438 · Singapore](https://maps.app.goo.gl/SCJVhPcV2h89Eby28) **Volunteers / Sponsors / Speakers:** [KSUG.AI](https://ksug.ai/?ref=meetup) is actively seeking speakers & sponsors to support our KubeSmart & AI community. Whether it is by offering venue spaces, providing food, or financial support. Sponsors will not only speak at our meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 200,000+ Cloud Native + AI enthusiasts globally. [Volunteering](https://volunteer.ksug.ai/), [Submit Topics](https://speaker.ksug.ai/), [Sponsor Us](https://sponsor.ksug.ai/)! 🚀 **Let's be [kubestrong](https://www.linkedin.com/company/kubestrong/)!** 🎉 Please take a note this event is organized by our peers. We thought it's useful to our members. Join **[#Discord](https://discord.com/invite/Rp9WzYyKua)** for latest update 👉 [https://discord.com/invite/Rp9WzYyKua](https://discord.com/invite/Rp9WzYyKua) 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG** ☸ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20** 𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬: ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://ksug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

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.

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

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.

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

Join us for an inclusive pickleball session! It is the perfect environment to sharpen your skills during open play. Event Details: · Date & Time: Sunday, 24th May, 2PM - 3PM · Location: Bukit Canberra Sport Hall 21 CANBERRA LINK BUKIT CANBERRA SPORT CENTRE SINGAPORE 756973 (Indoor court) · Cost: **SGD3** per person (Optional Paddle Rental is SGD2) (New to pickleball? Please join our Beginner Class @ $25 instead!) Registration: Spaces are limited and filling up. To confirm your attendance, please complete payment via PayNow to the number below. · **PayNow to: +65 9880 1398 (Slim)** What to Bring: Please come with your paddle, appropriate sports attire, water, a towel, and a positive attitude. We look forward to a fun and active afternoon on the court! *No refund policy, but feel free to find your own replacement.* Health & Safety Disclaimer: By participating in our pickleball games, you acknowledge that this is a friendly, voluntary activity involving physical movement and occasional competitive energy. Please play within your limits, stay hydrated, and be mindful of others on the court. We are not responsible for any injuries, paddle-related pride wounds, or unexpected bursts of athletic greatness. Warm up, play safe, and most importantly , have fun !!!

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-21may2026-mc) only.** * Seats are on a first-come, first-served basis. * For admission into our event space, please register beforehand via GovEntry only. * Please present the QR code within your registration confirmation email upon check-in at our event space. **About this Meetup** As AI reshapes the future of defence, how do we stay ahead of machine-speed threats? Dive into the high-stakes world, where AI meets modern security, as we explore the critical intersection of AI-driven resilience and the next frontier of digital warfare. This session unpacks what it takes to stay "In Command" in an increasingly complex landscape, covering the evolution of security operations, strategic leadership, and the transition to post-quantum security. By connecting technical innovation with strategic leadership, we provide the insights needed to navigate today’s dynamic threat landscape. [Join us](https://go.gov.sg/stackmeetup-21may2026-mc) to gain the practical tools to fortify your organisation and lead with confidence in this new era! **Programme** 6:30pm: Networking 6:55pm: Opening Announcements 7:00pm: The Threat Landscape Shift with Claude Mythos By Sean Lim, Security Engineer, Vectra AI 7:10pm: Overwhelmed to 'In Command': How AI‑Driven Defence Empowers Modern SecOps By Jason Heng, Regional Director, Rapid7 7:20pm: Power the Agentic Security Operations Center (SOC) By Jeff Yeo, Leader Solution Engineering, Splunk 7:30pm: Can You Trust Your AI Agents? Evaluation-driven AI for Cyber Intelligence Operations By Simeon Tan, Co-Founder and CTO, Protos Labs 7:40pm: Transitioning from Red to Blue in the AI Era: The CISO Navigator By Terence Teo, Chief Information Security Officer, Ministry of Sustainability and the Environment 7:50pm: Beyond the Hype: What Post-Quantum Security Actually Looks Like in Practice By Regal Star, CEO, ZENTARA Technologies 8:00pm: Closing 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-21may2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

Looking to grow your network, meet like-minded entrepreneurs, or simply unwind with people who get the hustle? Join us for a relaxed evening of our regularly scheduled 3rd Thursdays **business networking in a casual setting**. Drop in, grab some food and drink, and start a conversation. Whether you’re a seasoned entrepreneur or just starting out, this event is for anyone who values authentic connections over formalities. We can’t wait to meet you, see you there! **Why Attend?** * **Casual, No-Pressure Environment**: No formal speeches or sales pitches—just genuine conversations with fellow entrepreneurs, founders, and business owners. * **Expand Your Network**: Connect with people who understand the challenges and rewards of building a business. Whether you’re looking for collaborations, advice, or just good company, you’ll find it here. * **Share Ideas & Insights**: Got a business challenge or a new idea? Bounce it off others who’ve been there and can offer fresh perspectives. * **Tap into Regional Opportunities**: Our network extends to affiliated chapters in Malaysia, Myanmar, and Taiwan, giving you access to connections across Southeast Asia. * **No-grift Authenticity:** This event has been running since 2002 by entrepreneurs for entrepreneurs, network with confidence! **Who Should Attend** * Entrepreneurs * Aspiring founders * Freelancers * Investors **Ground Rules** * **Buy your own drink and food:** While there is no entrance fee to attend, it is compulsory for you to buy something from the venue that is hosting us. No ifs or buts. If you are allergic to any and all food and drinks on the menu, buy anything off the menu and gift it to another person. If you already ate or drank before coming, buy a drink and put it in front of you as you will get thirsty during networking. * **No hard selling:** You are free to network and mingle, however you are not free to force others or the organizers to make the other attendees to sit through your pitch. * **Have basic decency and manners:** All kinds of people attends our networking sessions. You may not agree with many of them but that does not give you the right to name-call, insult or harass them because of that.

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

You can also join the meeting by Conference Call at (518) 263-8851.

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

**Welcome to the Brain Injury Alliance of Kentucky’s Support Group.** *\*\*This meeting has been moved to the 4th Monday of each month.* This group is a safe space for **survivors of traumatic and acquired brain injuries**, as well as their **families and caregivers**, to find support, share experiences, and connect with others who understand the journey. Whether you're newly injured, a longtime survivor, or supporting a loved one, you’ll find comfort, information, and encouragement here. Our professionally facilitated groups offer a confidential, compassionate setting for healing, learning, and growing together. Join us to discover the power of community—because no one should walk this road alone. *All survivors of ABI/TBI and those who care for them are welcome.* \* This meeting is for persons with brain tumors and their guests. \*\* This is a hybrid meeting. For those meeting in-person dinner is served at 5:45pm. Online begins at 6:30pm.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

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)

No appointment needed - just support from a real, live person. Access services offered through the Ohio Department of Development The Department of Development Minority Business Development Division supports the growth and sustainability of small, minority-owned, and disadvantaged businesses in Ohio. Supporting these businesses means providing them with resources that include technical and professional assistance, access to capital, surety bonding, and connection to business opportunities through the assistance of the Minority Business Assistance Centers (MBAC). The Division leverages these resources to support the achievement of the state's 15% Minority Business Enterprise (MBE) set-aside requirement. The Division works with entrepreneurs and emerging business enterprises to help them achieve scale and market success. The overarching goal is to help small, minority-owned, and disadvantaged businesses contribute to job creation and economic growth in Ohio. The Centers provide the following services: * Accounting assistance * Business management counseling * Completing federal, state, and local certification applications * Contract procurement assistance * Estimating/bidding assistance * Identifying local resources * Loan packaging assistance * Marketing plan development * Referrals to financial assistance program *