Computation

Reading is important because it develops your mind and gives you excessive knowledge and lessons of life. 開卷有益！大家最近有冇讀到一啲好書呢？不如出黎分享下讀書心得呀？參加呢個讀書活動，分享好書，分享喜悅。😊 有興趣參加可以WhatsApp我：95182994

New comer, let’s learn to play magic: the gathering. The oldest & most popular TCG, magic: the gathering have over 50k different cards in the pool, fantasy storyline also super fun in gameplay and deckbuilding. Competitive & casual game style can be fulfilled. And its free! Join us in the mtg world! Please WhatsApp 6704 2789 Zen

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

(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

Warm weather is on its way! Come join us for a Tandem BBQ and get started on the summer season! Bring your swimwear and your tastiest BBQ food for a fun time of swimming and cooking. **The Plan** * 1300 At the Chung Hom Kok Beach BBQ Area * 1330 BBQing starts * 1700 end **What to do** 1. RSVP here and let us know if you want to use a meat-free BBQ pit. 2. Be sure to join the BBQ WhatsApp group! If you’re new and/or don’t yet know the organiser, please DM the organiser via Meetup to get their contact details. 3. Please enable DMs from other members and turn on notifications so that our team can communicate with you. 4. On the day of, please bring (or FPS) $20 to help pay for charcoal and support replacing basic supplies in our BBQ box. 5. Bring your own food and drinks and volunteer to bring 1 item to share! Hope to see you there! **What is included** We have built a box of reusable BBQ items that includes BBQ forks, tongs, and other simple items. We will also be bringing several bags of charcoal. Before the event, we will make a list of items that are in the box and items that we are asking people to bring to share **What is NOT included** Food and drink are NOT included. There are no shops near the beach, so please purchase everything in town before arriving. We recommend bringing a towel, swimsuit, sunscreen, food to BBQ, and drinks (including plenty of water). **In case of inclement weather** If the event needs to be cancelled due to the Observatory issuing a red or black rainstorm warning, we will reschedule the event for a Sunday in June (which will be voted on in the Whatsapp). **Please note** 1. The exact location of the venue and payment account number will be announced in the WhatsApp event group. 2. We run all our event communication through WhatsApp. Please keep track of event related messages in the WhatsApp event group and respond to requests and instructions from organisers within 24 hours. Please don’t put the chat on mute. If our team don’t receive your response within 24 hours, we will move you to “Not Going”. 3. We encourage language inclusivity at all our events. If you aren’t confident in English, please let our team know. We will try to provide bilingual support where possible and/or will try and introduce you to other language speakers you’re more comfortable with. Please be mindful that we might not be able to accommodate all languages at all events, but we will do our best to make everyone feel welcome and heard. 4. All payments are non-refundable. If you can’t make it, you’ll have to find your own replacement, re-sell your own ticket, and inform the organisers of who is taking your place. 5. If you sign up, but can no longer make it, please update your RSVP as soon as possible and tell the organisers. Updating your RSVP well ahead of the event allows us to manage the waitlist; allow other people to attend; know who to look out for at the start of the event. 6. If you don’t have a clear face pic on your profile and/or your username doesn’t match the name you normally use, we can’t identify your payments nor match your RSVP with who you are in real life. If this is you, please ensure the organisers know who you are. If we can’t work out who you are within 24 hours of your RSVP, we will move you to “Not Going”. 7. Only group members and their guests with an RSVP may attend events; people who aren’t signed up will be refused entry to events. 8. If you don’t follow the conditions above, we will move you to “Not Going” for future events until you message us to confirm you will follow these conditions. We hope to see you there for a fun day in the sun! -Amy (she/they) & Kawai (he/him) For our event Terms & Conditions please click the [link](https://docs.google.com/document/d/149xOU6BLmCO6FI5pCIQptWHcsL5CFP5SohZXjYfMFOA/edit). By signing up to an event you are agreeing to these Terms & Conditions, including the Participation Waiver & Release of Liability.

Tennis Coach, Terry Wong 2018 Champion of Hong Kong Corporate Cup, 2016 & 2017 Champion in Singles and Doubles of Prudential Tennis Cup, Captain of local league team in grade A+, Captain of universities cup team, ITF Certificate of Tennis Coach, Over 10 years experience in coaching. I have taught many beginners, intermediate and advance level of players and they appreciated my coaching and learned a lot from the lesson. So I am looking forward to see you in my lesson. I could provide the balls and some rackets with different weight. 💥 Topics: Forehand, Backhand, Serve, Receive and Volley. Advanced skills in the future: Smash, Half Volley, Dry Volley, Drop and Lob, Slice, Running shot, Passing shot etc. ★★PLEASE let me know through Whatsapp or Calling before u sign up or RSPV and my HK number is 93798380. Otherwise, the chance of attendance will be passed to the one who did say hi to me first. Lastly, remember to let me know 24 HOURS before the Meetup if you will be late or can't attend. Otherwise, the one who absent without notice would be blacklisted and not welcome to join this Meetup anymore. Cheers, Terry Wong

Welcome to all levels. For the beginners, I will teach you some basic skills and demonstrate and you'll pick up easily. Practice makes perfect! We will practice the club S, 5 and fairway wood 3, 5 and the driver. Looking forward to see you and let's have fun. Sportswear is fine. The equipment and balls will be provided at the driving range. ★★PLEASE let me know through Whatsapp or Calling before u sign up or RSPV and my HK number is 93798380. Otherwise, the chance of attendance will be passed to the one who did say hi to me first. Lastly, remember to let me know 24 HOURS before the Meetup if you will be late or can't attend. Otherwise, the one who absent without notice would be blacklisted and not welcome to join this Meetup anymore. Cheers, Terry Wong

(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

好多時會有客人問我哋我哋嘅Meetup Party Games活動會玩啲乜嘢？其實就係例如9 Upper, 狼人真言，Flip 7，歌迷序會等等好玩流行嘅輕鬆桌遊，由當日嘅活動主持決定最終玩邊幾隻！ 其實玩邊隻game唔係重點。重點係個活動好唔好玩！我哋好多活動都有好多人參加. 所以不必多說，你應該知道究竟發生了什麼事！ **今日活動資訊:** 費用: [$105 / Girls $85] Meetup報名 👨$100 👧$80 Pay at entrance. 包飲品一盒, extra飲品每盒$5. 🔔 人多, 或員工/主持忙於教玩遊戲時可能沒暇收取場費, 請利用櫃面PayMe code/Ali Pay /FPS號碼自行支付. 如發現有故意走數情況, 會被放進Meeple Tree 黑名單. 🔔 必須在此報名. 🔔 場地沒有食物提供, 但歡迎帶外賣上來食. 🔔 宣傳其他場地/放飛機/遊戲過程中態度惡劣者會被放進黑名單. 🔔 入埸請除鞋. 埸內拖鞋祗供店內用, 請勿著出店外. 🔔 報名參加Meetup活動, 當系統問你"Are you bringing anyone"時, 如果你祗是一個人來, 毋須㩒+1 (+1代表會帶朋友來的意思). 🔔 我哋嘅活動主持人有時會因為工作或者學業關係臨時嚟唔到，Meeple Tree 保留臨時更換主持嘅可能性。🙏 🔔 本會因放飛機(活動開始前24小時內退出者)被移除人數: 102 🔔 Meeple Tree保留參加者名單最後決定權. 🔔 Follow我哋IG: mtboardgame / boardgame_hk

Hi All, I am Lawrence, Certified Animal Flow Level III iinstructor and Certified Personal Trainer from A.C.E.
Animal Flow is ground based movement. This system is designed to improve strength, power, flexibility, mobility, and coordination for all levels of fitness enthusiasts.
During this class I will introduce you to different animal flow movements, through these movements, we workout, stretch and create our flow together. A good way to enjoy this beautiful weather and understand our body.
Class Fee:150 per person
Please feel Free to Message me for any questions.
你好 我係Lawrence , Level 3 Animal Flow 同埋私人教練
可能好多人對動物流依個運動系統都好陌生，其實佢融入左好多模仿動物同埋唔同類型運動既動作，通過練習依啲動作，可以改善我地既力量，耐力，柔軟度，協調，穩定性等等。而且所有動作有各式既演變，適合不同程度既參與者！同埋最有趣既地方，就係好大既自由度，可以將各樣動作串連而成為一個好似舞蹈或者表演。
係班上，我會教大家各式既相關動作，無論你想鍛鍊或者伸展，都可以搵到適合你既野。一齊黎係陽光下既户外一齊玩啦！
費用:每堂150元
歡迎聯絡查詢。

**生活中的壓力有時令你喘不過氣？** **身體感覺疲乏，有時覺得連睡眠都解決不了？** **身體有由來已久的痛症，一直無解？** **內心有心結未解，創傷未癒？** * 研究證實，頌缽的共鳴共振，可直達人體細胞深處，促進血液循環，提升自律神經功能，激發人體自癒力 * 運用頌缽音頻和振動調節失衡或淤塞的脈輪，令身心運作回復和諧狀態 * 頌缽的和諧音聲和振動，能直達人體細胞深處，促進血液循環，提升自律神經功能，活化內在能量流動，對身體和心靈進行淨化，從而得到療癒 * 療癒不是消除病症，而是從身、心、靈層面，協助個案找回自己的內在力量，提升其自我修復能力，令其整體狀態變得更好 *療癒開始前，會進行約10-15分鐘的簡短的諮詢，了解客人的具體問題，例如身體哪部份不適，情緒上的困擾等，然後制定個人化的療癒程序。* 首次體驗價：HKD450 (標準價：HKD780) 由於是1對1活動，具體舉行日期和時間以預約為準。 預約請聯絡90356039 (whatsapp)，或RSVP後留下聯絡電話。不設walk-in。

好快端午節開始接包糭班了 自己包的天天吃不厭 送禮又有心意 馬上查詢 https://wa.me/85256677161?text=我想了解包糭班 地點： 歡迎你們公司聯誼/團體/家庭包場10份起包場（最多16人）場地設有冷/熱水 歡迎帶私人野加料 傳統鹹肉粽 五花腩 手工制作加愛心送禮之選 又不用自己洗洗洗買買買食材 1人 包粽班$179包五只粽自己煮 親子一大一小$249（7隻） 親子一大兩小$309（9隻） 親子兩大一小$398（11隻） 親子兩大兩小$428（12隻） 地址: 灣仔駱克道280號 平霖商業大廈8樓 (灣仔站A1出口,到地面後轉右直行兩個街口) (會展站A3出口)

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 will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. 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)

**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

**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

**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)