Data Driven

As the world pivots towards artificial intelligence (AI)-driven innovation, Southeast Asia’s e-commerce market has emerged as a lucrative frontier for Hong Kong brands seeking expansion. In this seminar, an expert will unveil how AI can transform businesses’ e-commerce strategies to succeed in Southeast Asia. Topics include key emerging trends for 2026, regulatory compliance essentials, and practical tips for efficient and cost-effective operations in the Southeast Asian e-commerce market, with a view to assisting SMEs in expanding to the digital markets of Southeast Asia through AI application. This seminar is one of the seminars under the SME Service Centres' "4-in-1" Seminar Series. Language: Cantonese Speaker: Mr Terry Chan \- Founder and Chairman\, Hong Kong eCommerce Supply Chain Association \(HKeCSC\) \- Founder and Group CEO\, JUSTT GROUP \- Founder and Group CEO\, SEA321 Interested persons are welcome to participate in this seminar. Registration: [Link](https://www.success.tid.gov.hk/tid/eng/activity/activity.jsp)

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）

Passion for badminton (LI event) 北河街體育館 (7-10am May 16) Let's explore our passion about early badminton! Venue: Pei Ho Street Sports Centre Time: 7-8am - Court 1, 5 8-9am - Court 1, 3 9-10am - Court 3 May 16 (Sat) People: 14 Fee: $65 (FPS/HSBC PayMe App Welcome) First time joiner, please PM me your contact details.

connecting each other

聖經討論會是以日常生活與專業議題（如人際關係、職涯發展、熱門新聞、理財、人工智能等）為基礎的基督教聖經討論。您亦可提議主題，內容信徒與否都合適。 Bible Talk is a social event based on everyday life and professional topics (such as relationships, career, popular news headlines, finance, AI…etc.) You are also welcome to suggest topics. All content will be hospitable to all backgrounds.👌 雖然主持人會援引聖經經文，但請放心，這是個安全的平台，歡迎您基於自身經驗、文化、哲學與宗教背景分享觀點。所有背景皆受歡迎且受到尊重。 Although the host will reference biblical scriptures. Please rest assured that this is a safe platform to share your perspective stemming from your experience, culture, philosophies and religions. All backgrounds are welcomed and respected. 😊 主體語言：英文（可提供中文協助） Main language: English (Chinese assistance is available)

First timer, please leave contact. Please put your name on the waiting list which will be updated later. My WhatsApp / Signal: 9528-5003 \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Pure White Jersey 純白 $20 (PayMe / FPS #: 9528-5003) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 15 May 2026 (Fri), 8 pm ----- Friendly (Away, White) vs Gary To Happy Valley -- Pitch 4 跑馬地 4 號場. Tel: 2895-1523 Quasi-Natural Turf 仿真草

(Partner's Event) BBQ Party at ShenZhen Time: Every Sat 19:00 - 23:00 (Usually) Location: The Crazy Coconut Bar, ShenZhen Longhua Baishilong, 3rd floor, 3N100, Above Metro Exit B2 (BaiShiLong Metro Station) 瘋狂酒吧， 深圳龍華白石龍地鐵站B2上方，3樓 Refer to the picture for details on the BBQ Sat event.

(Partner's Event) English Corner Time: Every Wed, Fri & Sun 19:00 - 23:00 Location: The Crazy Coconut Bar, ShenZhen Longhua Baishilong, 3rd floor, 3N100, Above Metro Exit B2 (BaiShiLong Metro Station) 瘋狂酒吧， 深圳龍華白石龍地鐵站B2上方，3樓 Refer to the picture for details on the BBQ Sat event. Wechat ID: Pandoraparties

Join us to see cultural events and gathering updates. As well as upcoming Cantonese/ English courses

Join us to see cultural events and gathering updates. As well as upcoming Cantonese/ English courses

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

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

**Abstract:** This is a practical playbook for building a production-grade data lakehouse. It walks through foundational principles — naming conventions, least-privilege access, automated CI/CD testing — before diving into medallion architecture. Furthermore, metadata-driven design patterns show how configuration tables and dynamic notebook orchestration eliminates hard-coded pipelines. The deck covers star schema modeling, guidance on choosing between Spark, Pandas, and SQL, and data quality enforcement using DQX with YAML data contracts. Finally, we dive into security best practices and performance optimizations. **Host:** Justin Shea, Mehdi Jeddi, Erik Pak, and Sou-Cheng Choi **Talk Format:** This is a hybrid event. To attend online, join us on Zoom here at 6pm: https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1 Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor:** Adyen, UIC College of Business, and PyData Chicago co-host this event. UIC will provide the meeting site. Adyen will sponsor pizza and soft drinks for the onsite participants. **Address:** University of Illinois - Chicago, Douglass Hall, Room 220, 705 S Morgan St, Chicago, IL 60607 **Logistics:** “UIC Douglass Hall” is recognized on Google Maps, which can guide you through campus. Once you arrive, proceed to the second floor, room number 220

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)

**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

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

**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.

**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