IT Execs

Hello everyone! Join us for an IN PERSON Apache Kafka® meetup on May 18th from 6:30pm, hosted by IMDA in Singapore! **📍 Venue:** IMDA 10 Pasir Panjang Rd, Mapletree Business City Level 5 Events Room 1&2 Singapore 117438 \*\*\* **🗓 Agenda:** * 18:30pm - 19:00pm: Food, Drinks & Networking * 19:00pm - 20:00pm: Jun Rao, Co-founder, Confluent * 20:00pm - 20:30pm: Additional Q&A / Networking \*\*\* **💡 Speaker:** Jun Rao, Co-founder, Confluent **Talk:** Queues for Kafka **Abstract:** Event streaming is great but sometimes it's easier to use a queue, especially when parallel consumption is more important than ordering. Wouldn't it be great if you had the option of consuming your data in Apache Kafka just like a message queue? For workloads where each message is an independent work item, you'd really like to be able to run as many consumers as you need, cooperating to handle the load, and to acknowledge messages one at a time as the work is completed. You might even want to be able to retry specific messages. This is much easier to achieve using a queue rather than a topic with a consumer group. KIP-932 brings queuing semantics to Apache Kafka. It introduces the concept of share groups. Share groups let your applications consume data off regular Kafka topics with per-message acknowledgement and without worrying about balancing the number of partitions and consumers. With this KIP, you can bring your queuing workloads to Apache Kafka. Come and hear about this innovative new feature being added to Apache Kafka 4.1. \*\*\* If you would like to speak or host our next event please let us know! [community@confluent.io](community@confluent.io)

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

**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.

Most people in Singapore haven’t tried beach tennis yet — and honestly, that’s part of the appeal. It’s fast-paced like tennis, social like volleyball, and played barefoot on sand. You don’t need prior experience, and the learning curve is surprisingly quick. Beach tennis is big in Brazil, and it’s now starting to pick up in Singapore. Sessions are run by Pacific Beach Tennis Academy, which is Singapore's first dedicated beach tennis academy. If you’re looking to: – try a new sport without pressure – meet people in a more relaxed setting – or just switch things up from your usual workouts this might be worth checking out. Sessions are beginner-friendly, and all equipment is provided. If you’re keen or have any questions, feel free to message Luke at 8950 0295. You can learn more about Pacific Beach Tennis Academy here as well: Website: https://pbta.sg/ Instagram: https://www.instagram.com/pbta.sg/

**Why we’re here?** Give serious AI-native founders in Singapore an edge so they keep moving from *building* to *delivering.* **Who it’s for?** * Actively building *(pre-MVP, post-launch, late-stage)* * Want’s likeminded peers and structured problem-solving * Interested in at-least weekly cadence * Open to committing if the value is real *** ## **How the day plays out?** **10am — Doors open** As we say in Singapore, OTOT. **12.30pm — Lunch & Social** BYOF. Meet your peers. Build real relationships over food. **2:30pm — The Work Room** From founder topics that broaden your awareness, to real-time problem-solving. This is where you build your founder muscle and keep moving **5pm — “Next move”** We roundup & wrap here. *** ## **The Work Room** > We bring a veteran. > You come with something real: what you’ve done, what changed, what’s stuck. > This is *your* time to focus on being a founder, leader, business owner. Not just tech, not just AI, but running a business. > It could be: Pipelines. Product. Marketing. > Segments. Users. Traction. Flywheels. > Budgets. Teams. Funding. Pricing > Contracts. Taxes. Regulation… > Bring a problem, leave with a decision/direction/solution that’s yours. Follow-up next week. > **Weekly Founder Topic** > *20-30 mins, talk or learning* > Short session on a real founder topic, drawn from the room, or brought by someone who’s lived through it. > **Founder Cases** > *2-3 cases, up to 45 mins each* > Facilitated and collaborative problem-solving with your peers in the room. **This week's session will focus on: Testing what's real.** ​This will be an ongoing series for tuning your business engine: * ​Part 1: "Seeing your engine" (completed) * ​Part 2: "Testing What's Real" (completed) * ​Part 3: Strengthening the signals * ​Part 3a: customers (completed) * ​Part 3b: Scope (this week) * ​Part 3c: Economics * ​Part 3d: Repeatibility ​It will be facilitated by: Matthew Hillier Founder & Principal Navigator, The Third Way * ​*Angel Review Committee (ARC) Member, AngelCentral* * ​*Former EVP Product & Platform Innovation, CloudPay \~18 years across Product, SaaS, and global teams.*

A **Team Leadership Experience** Like No Other. What does it take to lead when conditions are extreme, uncertain, and constantly changing? Step into a powerful, eye-opening session with Greg Van Borssum — accredited Toastmasters speaker, martial arts master 🥋, elite competitive shooter, and the filmmaker behind \*Mad Max\*, \*Happy Feet\*, and \*Happy Feet Two\*. From enduring the harsh realities of Antarctica ❄️ to navigating the fast-paced world of Hollywood 🌟, Greg brings lessons forged through real experience — not theory. **Expect practical insights on resilience, adaptability, and leading with courage when it matters most**. This session brings together participants from across Southeast Asia 🌏 — including Malaysia, Singapore, Thailand, and the Philippines — creating a unique space to connect, learn, and grow together. 📌 **Event Details** 🗓️ 18 May 2026 (Monday) 🕙 10:00 AM – 2:00 PM 📍 Ponderosa Golf & Country Resort Berhad 🍽️ Workshop + lunch included 🎟️ Ticket Rates • District 102 Member: RM68 • Non-Member: RM88 ⚠️ Limited seats available — early registration is highly recommended 🔗 Sign up here: [https://form.jotform.com/260927473285062](https://form.jotform.com/260927473285062) 🪑 Organizing Chair: QJ Tan, IP4 (012-739 7017) 🚀 If you're ready to stretch your leadership beyond your comfort zones, this is where it begins. #district102conference #d102ac2026 #BeyondBorders #Toastmasters #leadershipdevelopment #publicspeaking #JohorBahru #ConferenceExperience

Please click this link to the conference: https://meet.google.com/wpu-mxwj-qqu This is an online event - please RSVP only if you really face business challenges and wanted to attend to solve problems. This is because we want to focus our energy to help people who really need. We have many successful cases in helping SMEs through video conference or call. And would like to help you in the same way. Video conference style: 1. Open for everyone 2. Show respect to all participants 3. Prepare any management question related to your business to ask 4. 3 most challenges you like to ask 5. Share your plan 6. 60 min session Goal: "To impact your business within 60 min" Possible outcome: Help you to understand your business/ challenges/ issues better with: - Clarity, goals, and validity checks - Identify risks and opportunities. - evaluate situations and plans - prioritization for better decision and productivities - share some strategies Who should attend? Directors, CEOs, CFOs, business persons, head of departments, entrepreneurs.

**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.

Saturday HIIT — Let’s move together! 🔥 Worried the workout might be too intense? Can’t run or squat? No problem! Our professional coach will guide both beginner-friendly and advanced variations, so everyone can join at their own pace and get healthier together 💪💪 周六 HIIT，大家一起动起来！🔥 不用担心动作太激烈，不会跑、不能深蹲也没关系！ 我们有专业教练带领，全程会示范 “新手动作” 和 “进阶动作”，让每个人都能跟上自己的节奏，一起变健康 💪💪

**\*\*This post is for announcement purposes only. To register, visit [https://www.eventbrite.sg/e/the-ai-extinction-event-why-agile-is-the-only-way-project-managers-survive-tickets-1988265035243/](https://www.eventbrite.sg/e/the-ai-extinction-event-why-agile-is-the-only-way-project-managers-survive-tickets-1988265035243/)** **📍Titansoft has moved to a new location at 15 Harvey Road.** AI is not just knocking on the door; it has already broken it down. Traditional project management—gantt charts, routine scope tracking, and basic WBS generation—is being automated at a terrifying speed. We are facing an extinction-level event for the "administrative PM." In this new world order, Agile is no longer just a framework; it is your only survival mechanism. The irreplaceable human elements of Agile—adaptability, complex decision-making, and navigating human chaos—are the only shields against being completely replaced by algorithms. In this session, we will face this harsh reality and discover together how we can leverage AI rather than being replaced by it. We will explore four cutting-edge, AI-powered approaches designed to augment the irreplaceable human PM. Join us to understand why you must evolve your Agile mindset today, or risk becoming obsolete tomorrow. **ABOUT THE SPEAKER** **Tao Chun Liu** (also known in the community as "PM Mayor") is a Global AI Subject Matter Expert (SME) with 9 years of hands-on experience in AI project implementation and over 10 years in Project Management. He is the Founder of PM Mayors. With over 6,000 hours of teaching and mentoring experience, Tao Chun specializes in bridging the gap between advanced AI capabilities (such as AI Agents and Vibe Coding) and practical Agile methodologies.

👋 Hello AWS User Group Community! Join us on Wednesday, 20th May 2026, for our May meetup at the AWS Singapore Office, IOI Central Boulevard! We’re bringing the community together again for an evening of sharing, learning, and connecting — stay tuned as we finalise the session lineup 👀 📅 Date: Wednesday, 20th May 2026 🕡 Time: 6:30 PM 📍 Location: AWS Singapore; 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🎤 **Meetup Track** ✅ **Lessons Learned Deploying an LLM-Powered Knowledge Assistant** 📌 Speaker: Hairizuan Noorazman, DevOps Engineer Engineering teams often lose time navigating fragmented Jira and Confluence documentation. To address this, an LLM-powered chatbot was built on AWS — using ECR, EKS, and Amazon Bedrock. The initial RAG approach quickly surfaced critical issues such as data leakage in vector stores, prompt injection, and broken access controls. This session breaks down these failure modes and explores a pivot to a Model Context Protocol (MCP) integration with Atlassian, allowing queries over live data instead of duplicating it. Attendees will gain practical insights into RAG vs MCP trade-offs and a reference AWS architecture for building safer LLM systems. ✅ **Kiro IDE Best Practices in SDLC and Scrum Sprint DevSecOps** 📌 Speaker: Tim Wu, Senior GTM Specialist SA AI/ML An AI-powered development environment that embeds enterprise standards directly into your workflow. See how Kiro transforms traditional SDLC approaches through its Five-Element Architecture, making compliance, security, and best practices automatic rather than afterthoughts. Kiro provides ready-to-use configurations that enforce guardrails while accelerating development. This session focuses on live demonstrations to show you exactly how steering files, hooks, skills, subagents, and MCP integrations work together in real enterprise scenarios. ✅ **Running AI agents that control computers: AWS architecture for sandboxed autonomous execution** 📌 Speaker: Sahil Sharma, Applied AI Enthusiast Agents that browse, click, and type need more than an API call- they need isolated sandboxes, warm container pools, and an architecture that scales. This deep dive covers how 14 AWS services come together to run autonomous computer-use agents safely and fast in production. 📢 **IMPORTANT! Registration Information** To ensure a smooth check-in process, please take note of the following: ✅ ✅ Confirmed attendees will receive a confirmation email before the event titled *"**AWS User Group Singapore: Registration Confirmed for AWS User Group Meetup – May 2026**."* You must present this email at the Level 2 Concierge to gain access to Level 5 for attendance verification. 🚶 Walk-ins (those without a confirmation email) will only be considered if the venue has not reached full capacity. Priority will be given to registered attendees with confirmation emails. 🔒 Strictly enforced: No confirmation email = walk-in. Entry not guaranteed. 💡 **Pro Tip:** Arrive early to avoid queues and secure your seat for the sharing sessions! Additional Highlights: 🍕 Pizza Time: Begin your evening with some delicious pizza at 6:30 PM, courtesy of our generous sponsor, AWS. Vegetarian and halal options will be available. 🍻 Post-Meetup Networking: Stick around for casual networking over drinks. Let’s forge new connections and continue the conversations! 🎁 AWS Swag & Promo Codes: Don’t miss the chance to win exclusive AWS swag and promo codes. Prizes will be drawn for attendees present at the event—so stay till the end! **Connect with us here!** Meetup: [AWS User Group Singapore](https://www.meetup.com/aws-sg/) LinkedIn: [AWS User Group Singapore](https://www.linkedin.com/company/aws-user-group-singapore/) Discord: [https://discord.com/invite/nkZagBG](https://discord.com/invite/nkZagBG) Please reach out to us at **[aws.usergroup.singapore@gmail.com](mailto:aws.usergroup.singapore@gmail.com)** for collaboration or other enquiries!

Welcome beginners and intermediate to join us. Please pm me to confirm your slot, or feel free to reach out if you have any enquiries. thanks 😊 Add my xiaohongshu id: 27421369691 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

Welcome to Singapore **AgentCamp 2026**! Organized by the Global AI Community, this global initiative brings together AI enthusiasts and developers to learn, share, and grow their AI knowledge. Join us for an action-packed **5-hour evenin**g filled with **expert-led presentations**, real-world engineering insights, and practical, **hands-on learning**. We’ll be covering everything from low-code AI development in Copilot Studio to pro-code orchestration and AI security. Whether you're taking your first steps in AI engineering or you are looking to build an autonomous agentic SOC, we have an incredible lineup of Experts ready to share their expertise. 🗓️ **Event Agenda** (Note: As this is a highly interactive session, the first hour will act as a buffer to help everyone get set up with their environments before the tech sessions begin!) **4:00 PM \| Welcome\, Setup & Logistics** Arrive, get comfortable, and use this time to get your infrastructure ready. Our team will be on the ground to help you with activating your Azure subscription, getting used to the GitHub repo, and prepping your environment for the Hands-On Lab! **5:00 PM \| Click\. Configure\. Deploy\. Your First AI Agent in 90 Minutes** (Low-Code Session) 🗣️ **Speaker:** Pardha Sardhi Komanduri, Sr. Solutions Engineer **5:40 PM \| Building Agent Orchestration Using Microsoft Agent Framework** (Pro-Code Session) 🗣️ **Speakers:** Sithu Kyaw, Sr. Solutions Engineer & Jana Lee, Solutions Engineer **6:20 PM \| Break & Networking** Grab a bite, stretch your legs, and connect with fellow AI enthusiasts. **7:00 PM \| Hands\-On Lab \(HOL\): Building Agentic Apps from Low to Pro Code** 🗣️ **Conducted by:** Zafir, Solutions Engineer Put theory into practice! One comprehensive lab covering the overarching concepts from the previous sessions. You can take what you've built home with you. **8:00 PM \| Security & AI Engineering: Building an Autonomous Agentic SOC** 🗣️ **Speaker:** Joe Tan, Sr. Solutions Engineer **8:45 PM \| Closing & Open Q&A** **9:00 PM \| Event Concludes** 💻 What to Bring & Prerequisites * **Your Laptop:** This event features a 1-hour Hands-On Lab, so bringing your own device is a must! * **GitHub Account:** Please ensure you have an active GitHub account[[1](https://www.google.com/url?sa=E&q=https%3A%2F%2Fdocs.globalai.community%2Fazure-client.html)]. * **Azure Subscription:** You will need an active Azure Subscription. **Don't have one? We've got you covered!** We will provide a free subscription invite code at the event. ***Only 80 seats are available.*** **RSVP [HERE](https://konfhub.com/checkout/sg-gai-may-2026-agentcamp) to secure your spot! See you there!**

**About the Event** The global architecture around us, work, money, and nations, are being reimagined for a hyper digital borderless world. \*\*\*REGISTER [HERE](https://luma.com/j78i1hau)\*\*\* ​This is a joint event between [e-America](https://e-america.org/), [Aspire](https://aspireapp.com/), and [Mamba Partners](https://www.mambapartners.com/). ​We are bringing together a small group of founders, builders and investors in Singapore for a casual evening of community building. ​The theme of the event is that the core systems we rely on, how we work, how we earn, and how we belong, are starting to change. ​Across Asia, startups are increasingly being built across multiple markets from day one. Talent is fluid across cities like Singapore, Bangalore, and Hong Kong. Capital is global. And new forms of coordination are beginning to emerge alongside these shifts. ​We will spend a bit of time exploring these ideas, then keep things open and social. **Format** ​Short and casual panel Short Q&A Networking, light snacks and drinks **Speakers** ​-[James Sun](https://www.linkedin.com/in/jamessun1/), Founder of [Mamba Partners](https://www.mambapartners.com/) -[Vikram Bharati](https://www.linkedin.com/in/vikrambharati/), Co-Founder of [e-America](https://e-america.org/) -[Alyssa Ng Misialek](https://www.linkedin.com/in/alyssanicoleng/), Head of [Aspire for Startups](https://aspireapp.com/) **What We’ll Explore** ​-**Work:** New models of earning, participation, and ownership -**Money:** Global banking, money movement, and what breaks -**e-Nations:** Digital citizenship, borderless nations, and new forms of belonging **Who Should Come** ​Startup founders building or thinking globally, especially those operating across Asia, curious about where work, money, and e-nations are heading. Location \*\*\*REGISTER [HERE](https://luma.com/j78i1hau)\*\*\*

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

**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

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 us as we get together to see the top-reviewed comedy-drama, I LOVE BOOSTERS! The film comes from writer/director Boots Riley and follows a group of shoplifters who take aim at a cutthroat fashion maven. Here are details, trailers and our plan for this event: DESCRIPTION: The film follows a group of shoplifters who take aim at a cutthroat fashion maven. It is written/directed by Boots Riley (Sorry to Bother You) and stars Keke Palmer, Naomi Ackie, Taylour Paige, Poppy Liu, Eiza González, LaKeith Stanfield, Will Poulter, Don Cheadle, and Demi Moore. BUZZ AND ACCLAIM: I Love Boosters was the opening film at this year’s SXSW Festival and premiered to rave reviews! It is currently earning a tremendous 97% positive rating on Rotten Tomatoes where critics call it, “an unexpected celebration of friendship, community, and solidarity.” Others call the film “an exercise in radical empathy,” a “masterful” and “optimistic” film designed to “provoke discussion” while making the audience laugh. TRAILER: [https://www.youtube.com/watch?v=r4lPRISgr9c](https://www.youtube.com/watch?v=r4lPRISgr9c) SUMMER OF ICE CREAM: GRAETER’S! Established way back in 1870 in Cincinnati, this historic, family-owned brand is famous for their delicious small batch ice cream and any chocolate chunk flavors! They are currently the only commercial ice cream maker using the French Pot method that they’ve been using since they first opened! Plus, those chocolate chunks, oh my goodness! Vegan options are available. PLAN: We’ll plan for a 7pm-ish showing and will meet in the lobby area about 20 minutes before the show. Advance ticket purchase not required for this theater but Showtime and complete details will be confirmed/announced as the date gets closer. Look forward to seeing you there, Dan

Please reserve your spot by registering on the below link : **Reserve** https://www.eventbrite.com/e/join-biggest-community-investors-founders-columbus-online-tickets-1988563717610?aff=meetup **QUESTIONS ?** Pls Reach out to; Ridhi - +971504724873 ( WhatsApp Only)

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)