Data Driven

Join us for a premier technical gathering where the AWS User Group Hong Kong (AWS UGHK), KSUG.AI (KubeSmart & AI User Group), and the Hong Kong Cloud Developers Association (HKCDA) converge for a deep dive into the future of cloud-native infrastructure. As Kubernetes becomes the bedrock for modern AI/ML workloads, this "Kubernetes Night" is designed to bridge the gap between robust infrastructure and intelligent applications. We will explore real-world orchestration challenges on AWS, the integration of AI within Kubernetes clusters, and the evolving cloud developer ecosystem in Hong Kong. Whether you are a DevOps engineer, a Cloud Architect, or an AI developer, this night is dedicated to sharing "battle-tested" insights and fostering community innovation. Target Audience: DevOps Engineers, SREs, AI Engineers, Cloud Architects, and Cloud Developers. Co-Organized by: AWS UG x KSUG.AI x HKCDA OC Members: Alex Lau (AWS UG Lead), Leonardo LEE (KSUG.AI / HKCDA organizer) — Key Benefits of Attending — 1\. Cross\-Community Synergies — Gain access to three distinct talent pools in one room\. From AWS\-specialized builders and KSUG's Kubernetes/AI experts to the broad developer advocacy of HKCDA\, you will experience a 360\-degree view of the cloud landscape\. 2\. Deep Technical Knowledge \(K8s \+ AI\) — Understand how to optimize Kubernetes for AI/ML workloads\. Learn about managing GPU resources\, scaling inference engines\, and utilizing AWS\-native services like EKS to power the next generation of smart applications\. 3\. Direct Networking with Local Leaders — Connect with the Executive Committees and Organizers of all three groups\. An unparalleled opportunity to find mentors\, career opportunities\, or collaborators for your next big project within the Hong Kong tech ecosystem\. 4\. Stay Ahead of Cloud Trends — Get first\-hand updates on the latest CNCF landscape shifts and AWS innovations\. We move beyond marketing slides to discuss technical implementation\, cost optimization \(FinOps\)\, and security best practices\. 5\. Professional Development & Giveaways — Expect "Quiz Time" sessions with opportunities to win exclusive swags and professional certification discounts \(e\.g\.\, Linux Foundation/CNCF exam vouchers\)\. — Agenda — 18:45 – 19:00 · Registration / Check-in / Setup 19:00 – 19:05 · AWS UG Introduction — Alex Lau 19:05 – 19:15 · KSUG.AI and HKCDA Introduction — Leonardo LEE 19:15 – 19:45 · Vibe-Coding an Internal PaaS on K8s in a Week — Yinyin Chiu (Oursky) 19:45 – 20:00 · Group Photo & Short Break 20:00 – 20:20 · Basic Security & AI Considerations on K8s — Bill Ho (Veeam) 20:20 – 20:50 · Achieving CKA Certification: Key Requirements for Kubernetes Administrators — Simon Sung (Kenfil) 20:50 – 21:10 · Special Guest Sharing 21:10 – 22:00 · Networking 22:00 · End — Topic Details — "Vibe-Coding an Internal PaaS on K8s in a Week" — Yinyin Chiu, Developer, Oursky Limited AI agents turned every non-dev into a shipper of internal tools — but non-devs can't deploy on K8s, and deploying internal tools on public PaaS poses risk. So we gave ourselves 7 days to build SkyRocket: a self-hosted PaaS on our own K8s, gated behind Tailscale. "Achieving CKA Certification" — Simon Sung, Kenfil Simon is a highly accomplished professional with over 24 years of experience in I.T. consulting, recognized for expertise in server-side systems specializing in Kubernetes Cloud Native and VMware virtualization. He is a Linux Foundation Certified Kubernetes Instructor. Topics: 1) Introduction, 2) CKA Exam Structure, 3) What You Actually Need to Know, 4) How to Prepare Smartly, 5) Career Impact. — Venue — AWS Office Hong Kong, 20/F Tower 535, 535 Jaffe Road, Causeway Bay, Hong Kong

Meetup New Friends at Central HK (Free Entry) Time: Friday night usually \~7:30pm to 10pm (Weekly) Location: Central Market G/F (Center area), Central Hong Kong. 香港中環與新朋友見面 (Free Entry) 時間：週五晚上(通常) \~7:30pm 至 10pm（每週） 地點：香港中環中環街市地下（中心區）

Meetup New Friends at Central HK (Free Entry) Time: Friday night usually \~7:30pm to 10pm (Weekly) Location: Central Market G/F (Center area), Central Hong Kong. 香港中環與新朋友見面 (Free Entry) 時間：週五晚上(通常) \~7:30pm 至 10pm（每週） 地點：香港中環中環街市地下（中心區）。

荃灣青年商會 5 月月會 The Colour of You｜色彩人格分析 🎨✨ 今次我哋邀請到 專業色彩診斷師 為大家分享，教大家點樣揀選最適合自己嘅 色Tone，搵出最襯你、最能展現個人魅力嘅顏色 💖💼 現場更加會為 15位參加者進行色彩分析 👀🌟 機會難得，名額有限，想知自己最適合咩顏色、點樣提升個人形象，就千祈唔好錯過啦！ 📅 日期：5月30日 🕑：下午2點至5點半 🎯 亮點：專業色彩診斷師分享 + 色彩分析名額15位 🧀 食物： 將提供簡單餐點 💰 費用： * JCI 荃灣會員：$330（五月生日之星：$280） * 非 JCI 荃灣會員：$380 * Buddy Pass 優惠：JC + 非 JC（每人各減 $50） * Buddy Pass 只需其中一人提交 Google 表格即可。 💰付款方式： 1. 銀行入數 1. 戶口名稱：Junior Chamber International Tsuen Wan (Hong Kong) Limited 1. 匯豐銀行戶口號碼：456-506-757838 1. FPS：6993240 📋 立即報名 👇🏻 Google 表格：https://forms.gle/dnrHp9Ffj57iPgX78 🔍 查詢： 主席：Daisy Ng 5160 8876 📣 歡迎大家踴躍報名，一齊發掘最屬於你嘅顏色！ 💫

————————————— **Whatsapp group** [https://chat.whatsapp.com/BinHaE79kQM1wBPY1icm8g](https://chat.whatsapp.com/BinHaE79kQM1wBPY1icm8g) **We will meet up on the G/F in Central Market. I’ll find an available table and send a photo to the WhatsApp group to show where we are.** **You may join the whatsapp group or simply call 91796157 when you are over there** SEATS ARE LIMITED, you are encouraged to walk around and find your partners! If you need any help, just ask me to introduce you into the right group ————————————— Join us for a fun evening of language exchange and socializing with international friends. Whether you're a local looking to practice a new language or an exchange student wanting to meet new people, this event is perfect for you. Don't miss this opportunity to immerse yourself in a vibrant environment **Why we host the event in Central Market?** In 1990, the Central Market building was graded as a Grade III historic building by the Antiquities Advisory Board. After multiple rounds of study and consultation, the revitalization project for the Central Market building began in October 2017. Upon completion, a portion of the market stalls will be preserved. the Central Market's historical significance makes it an attractive venue for hosting various types of events that can celebrate Hong Kong's rich heritage and cultural identity. Please grab a dink and enjoy! **\*\*\*\*\*\*\*Please support and buy some foods or drink in Central market\*\*\*\*\*\*\***

免費創業講堂｜\[大灣區雙創基地\]\(前海\) 📅 29/5（星期五）下午3:30 – 5:00 ✨ 主題：雙創基地全攻略 (前海) 👨🏫 導師：郭瑋強先生 Eric Kwok 講堂重點： ✅ 前海於大灣區之定位、特色與重要性、真人分享、eHub 服務 🙌 Hybrid Mode : 歡迎線上參加 👉 現場：香港科學園三期17W大樓 2樓 INNO2 多功能室 2–3 | 如有查詢，請致電39050906聯絡謝先生／余小姐 | | ------------------------- | |

Passion for badminton (LI event) 啟德體藝館 (7-10am May30) Let's explore our passion about early badminton! Venue: Kai Tak Arena (Sports Hall) Time: 7-8am - Court 1, 2 8-9am - Court 1, 2 9-10am - Court 1, 3 May 30th (Sat) People: 14 Fee: $70 (FPS/HSBC PayMe App Welcome) First time joiner, please PM me your contact details.

Hi! 😊 **Note:** This event is posted on multiple platforms, so more people join than just the RSVPs here. This is a **Speed Dating event** ❤️ **Why participate:** Easy and fun way to meet your **new girlfriend / boyfriend!** You do not need to do the hard part first, **the host does everything for you.** Easy and fun way to find **new friends.** **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/hongkong -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Simply DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We often sell out around **1 week** before the event! ❤️ **Why People Love Our Events:** ⚖️ **50/50 gender ratio guaranteed** \- handled with care so the mix stays fair and even 😌 **Professional host included** \- the host helps with the whole event for you ☺️ **Relaxed, welcoming atmosphere** \- calm\, friendly\, and easy 🎉 **Friendly people** \- you may be surprised by how nice everyone is\! 🧭 **YOUR FIRST TIME? 😊 HERE IS HOW IT WORKS:** 🧭 You have a **5 min conversation** with every participant ⏱️ You will get **question cards** on each table! Men rotate every 5 minutes, women stay seated. At the end you get your matches. ❤️ 📍 **LOCATION:** The venue location is sent to **ticket holders** after purchase. It is always a big cafe lounge in central Hong Kong. 💌 **QUESTIONS?** Email us! We answer every person! **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/hongkong -** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** Simply DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We often sell out around **1 week** before the event! I’m excited to welcome you there! See you on Saturday! 😊❤️

Date: 30 May 2026 (Sat) Time: 15:30 - 18:00 \*HKT Coordinator: Ming Tou, Alex Au Light Refreshments will be available! This is a **workshop** for Python Data Cleaning. Please bring along your laptop with **Python3 installed with enough battery**! *Winners will get a small prize as an accomplishment **in the next meetup**.* **Due to the university entrance policy, we are currently closed for new university QR code entrance registration. Please feel free to join us by registering yourself under the university entrance counter!** ***Mind the Data Gap*** **This model will be delayed due to: missing values, outliers, and delimiter congestion.** In this hands-on HKPUG workshop, we are turning a Python data cleaning exercise into a gamified team sprint. You will work with a **synthetic Hong Kong-inspired transport dataset**. The data is messy on purpose: missing values, weird outliers, inconsistent categories, URL-encoded station names, confusing delimiters, and fields that look useless until you extract the hidden signal. Your mission is simple: **Clean the data. Extract better features. Run the scorer. Beat the model.** You do not need to tune the model. You need to **rescue the data**. ***How the Challenge Works*** Teams will write a Python data transformation script to clean and enrich the dataset. Our scoring pipeline will then: 1. Run your transformation on the training and test data 2. Remove any label / target leakage columns 3. Train a fixed Gradient Boosting model 4. Evaluate the model using proxy metrics such as F1 and ROC-AUC 5. Convert the result into a data cleaning score This is not meant to be a perfect data quality metric. It is an accessible proxy: if your **cleaning** and **feature extraction** help the **model perform better**, your team gets a better score. **Capacity:** 60 (Team of 4) **Venue Info:** City University of Hong Kong, Kowloon Tong (Exact Location TBC) **Rundown:** **30th May** **15:30 – 15:40** Opening Remarks, Team Formation & GitHub Setup **15:40 – 15:55** Briefing: Data Traffic Report, Challenge Rules & Scoring Pipeline **15:55 – 16:20** Demo: Messy Dataset, Data Cleaning Strategy & `transform.py` **16:20 – 17:10** Team Sprint Part 1: Missing Values, Outliers & Category Cleanup **17:10 – 18:00** Team Sprint Part 2: Feature Extraction, Hidden Signals & Scoring Iterations **18:00 -** Networking outside City University **13th June** **\- 23:59** Winner Team Announcement **Audience pre-requisite:** * **Hardware:** **MUST** bring a laptop with Python 3 installed and a code editor (VS Code, PyCharm, etc.). * **Skills:** Recommended having basic to intermediate-level knowledge of Python (handling JSON, using the `requests` library, and writing basic `if/else/while` loops). **How to join?** 1. Click "Attend" on this page

When learning statistics, one of the most fundamental yet usually grossed over concepts is that of **variance** (i.e. the square of the standard deviation in normal distribution). As we know, virtually all statistical operations which measure deviations of individual values from the norm involve adding the **SQUARED differences between the two numbers**. However, very few instructors could explain why we have to use squares rather than just the absolute values of the difference (or other even powers such as 4, if the intention is to avoid the negatives). This tutorial shall cover this in a convincing manner. Secondly, while we all know the variance of a SAMPLE is arrived by dividing (n-1) of the sum of squared differences, where n is the number of observations, few can articulate the rationale behind it. This tutorial shall also prove step by step why this is case, so after this you could appreciate the logic behind this ingenious insight instead of just reciting it like a medieval myth.

Hi guys, I write a free newsletter about AI, tech, entrepreneurship, and Hong Kong called *Better Read Paul* ([Paul Muller | Substack](https://substack.com/@paulmuller)). While working on it, talking to founders, and seeing how people actually use AI day to day, I kept noticing the same thing: there’s a lot of excitement about AI, but very little practical guidance. At the same time, AI has become a big part of my own daily work. I use it constantly to move faster, think more clearly, and save time. And that’s what pushed me to organize these workshops. The idea is simple: very little theory, and as much hands-on practice as possible. This is not a class where you listen to me talk for two hours, but rather a big conversation where I’ll show you how to use these tools (Claude Code, Nano Banana, ChatGPT, etc.), what you can do with them, and how you can apply them to your own workflow depending on what you do. We will cover: * How to use Claude Code to build a WordPress website and a simple program to learn a language * How to use Claude to rewrite a LinkedIn post or any other social media content * How to use Nano Banana to create a marketing canvas for any brand Cost: 200HKD for 1h45 Place: Unit 280, 6/F Ping lam commercial building, 280-282 Lockhart road, Wanchai Time: 11am-1pm What to bring: A notepad, your laptop (Only if you need help and already use some AI tools). AI can be incredibly useful, but there are a few things people don’t always tell you. Many tools are paid. The results don’t always live up to expectations. Some tools crash, go down, or need maintenance right when you need them most. And many of them magically produce perfect output without effort. So in the end, the real questions are: what actually slows you down every day at work? Can an AI tool help with that? Is the quality good enough? And is it worth paying for, given the time you save? That’s why I want to run these AI workshops, to help people understand how these tools really work, and to give them the space to experiment and apply AI to their own workflows in a practical and realistic way. Paul

恆常玩pickleball活動，不定期開場，target每場6-8人攤分場錢，人均低至$50/2hrs，包球拍租借，有興趣入嚟先😁 報名方法: **如果你想更深入了解其他會員/優先獲得活動名額及資訊，歡迎填妥[簡單表格](https://forms.gle/VuduPPGrMwCFiY2S9)加入Whatsapp會員限定群組，連結：** https://forms.gle/VuduPPGrMwCFiY2S9 本群（Fun & Positive Hong Kong X L&G）旨在協助大家輕鬆快樂交友，排憂解難，擴闊社交圈子，成為大家繁忙生活中嘅一片可以抖下氣嘅綠洲😉大家等緊你呀！～🤗🥳😉👍 **Your Pal,** **Fun & Positive Hong Kong X L&G Admin Team🥳😎**

LSS Smart Fitness 律動班系列 Wed/Sun $100/ 1-hr class ($350 /4-class) Please RSVP one week in advance Welcome to book other time slot (WhatsApp 65230389) Vibration x MFR 療癒律動 (Relax, Muscle release & Facial massage) Vibration Fitness (Stretch & Strength) 健體律動 Vibration x BellyFit 美型律動 (Body Shape-up with Bellydance Technique Drills) Vibration x Yoga 律動瑜伽 (Yoga Asana in vibration setting) https://eshop.cosway.com.hk/ One FREE trial class with any Cosway purchase receipt over HK$1000 under introducer code : HK370579B 以 HK370579B 作介紹人的 Cosway (網購或門市)購物消費，逾 HK$1000，可免費試上律動班系列一節

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. 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)

The June Ohio North Database Training user group meeting will be held on **June 2nd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined online 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/215625630917731?p=vxNb3zudhNj0S6Cg0v)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 ### SQL Server 2025: The Developer’s Revolution Explore SQL Server 2025’s new dev features -JSON type, Regular Expressions, and Change Event Streaming for real-time pipelines. See how REST API and Data API Builder turn your data into secure, high-performance APIs. Packed with demos, this session is perfect for developers, DBAs, and architects \*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.

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

Click Here For More Videos: https://www.facebook.com/share/r/17bwkttXhV/ *********************************** Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.