Information

**Details** Date: 27 June 2026, Saturday Time: 15:00 – 18:00 HKT Venue: BC404, The Hong Kong Polytechnic University Capacity: 40 participants **Please make sure you fill in the google form https://forms.gle/ogJSHfruCnjHNisU6 for Poly University QR Code Access**. **Topics** **1\. Mind the Data Gap — Prize Ceremony & Winners’ Sharing** Speaker: Winning teams / participants Duration: around 15 minutes In our previous HKPUG workshop, participants worked in teams on a messy Hong Kong-inspired synthetic transport dataset. The data was intentionally corrupted with missing values, outliers, inconsistent categories, URL-encoded station names, confusing delimiters, and hidden signals. Teams had to clean the data and submit their work to a fixed black-box scorer to see whether their cleaning improved model performance. In this session, we will present the prizes and invite the winning teams / participants to share their approaches. We will cover: \- Prize ceremony for the workshop winners \- How participants approached the data cleaning challenge \- What kinds of hidden signals were found \- Common patterns and mistakes we observed \- What we learned from designing a gamified Python data workshop No model tuning. Just data rescuing. **2\. Python "Lies": Things That Are Not What They Seem** Speaker: Alex Au Duration: 15 minutes Python often reads almost like English — until it does something that is technically correct but completely different from what you expected. In this rapid-fire talk, Alex will uncover several Python-specific “lies”: late-bound lambdas in loops, mutable default arguments that remember previous calls, nested lists that secretly share the same rows, generators that disappear after one pass, the surprising meaning of for...else, and finally blocks that can rewrite a function’s ending. Each example begins with a short “guess the output” challenge, followed by an explanation of the Python behaviour hiding underneath. Things are not always what they seem. **3\. LEPAUTE Framework — FSD\-style Visual Perception with Lie Group Equivariant Attention** Speaker: Carson Duration: around 60 minutes LEPAUTE is a Python-based visual perception / machine learning framework originally motivated by Tesla FSD-style autonomous driving perception. Autonomous driving perception is not just about detecting objects in a flat image. A model needs to reason about movement, rotation, position, scale, and viewpoint changes while still understanding the same scene consistently. In this talk, Carson will introduce the motivation behind LEPAUTE, the core technical ideas, and how Lie group equivariant attention can be applied to 2D visual perception. The session will also include a live or prepared demo. This talk is suitable for participants interested in Python, machine learning, computer vision, autonomous driving perception, mathematical structures in AI models, and research-oriented software projects. Note: This is an independent technical sharing and **does not imply affiliation with or endorsement by Tesla**. **Rundown** 15:00 – 15:30 Registration and networking 15:30 – 15:45 Opening and HKPUG updates 15:45 – 16:10 Mind the Data Gap prize ceremony and winners’ sharing 16:10 – 16:25 Break and networking 16:25 – 16:40 Python "Lies": Things That Are Not What They Seem 16:40 – 16:50 Break and setup 16:50 – 17:50 LEPAUTE Framework technical sharing and demo 17:50 – 18:00 Open discussion, networking, and closing **Who should join?** This meetup is suitable for: \- Python developers \- Data scientists and machine learning practitioners \- Students interested in AI\, computer vision\, and data science \- Developers curious about autonomous driving perception \- Open\-source contributors \- Anyone interested in practical Python workflows \- Anyone interested in the Hong Kong Python community **Notes** \- This is a community meetup and is free to attend\. \- Seats are limited to 40 participants\. \- Please RSVP only if you plan to attend\. \- Campus access details will be shared with confirmed participants before the event\. \- Please help us keep the venue clean and restore the room setup before leaving\. Special thanks to The Hong Kong Polytechnic University and Prof. Zackary Sin for supporting the venue arrangement.

2 hrs session for beginners who can basically to hit the ball but need more practice intend to improve the rally consistency. 1st hr will do the drill for fundamental skills eg Forehand, backhand & volley 2nd hr The players will team up to play double rally or game by rotations Below fee including court fee and a basket of balls to be provided for rally practice. 5-6 or more players - HK290/P 4-3 player-HK330/P For newly join player, pls whatsapp me, 64304812 to ensure a good communication for event details and host reserve a right to adjust the player list. The players having no show record or bad attitude in event, who will not welcome to event.

# 🎉【週末玩樂大型派對】！唔使約人，一個人嚟都玩得超開心🎊 🎤唱K x 🎱桌球 x 🎲 桌遊 x 🀄麻雀x 🎯鏢機 x 🎮 街機 x 👫識朋友 **如果有一個地方，你一個人嚟都唔會尷，玩住玩住就識咗班新朋友—你嚟唔嚟？** 🎪 6月27日，我哋包咗成個場等你嘅大型 Party Room，唔使硬 chat、唔使扮熟、唔使公開自我介紹， 玩住玩住，自然就熟絡 ✨由黃昏玩到夜晚，由陌生玩到熟絡✨👫👭👬 🔥 現場有咩玩？ 🎤 唱K： 同鍾意唱歌嘅朋友一齊唱，大展歌喉 🎱 桌球/鏢機： 手痕想切磋？隨時開波 🎮 街機遊戲： 大量好玩童年回憶遊戲 🎲 Boardgame： 輕鬆好玩 Party 類，輕策桌遊邊玩邊傾 🀄 麻雀： 假期點少得打牌？自動麻雀機準備就緒！ ✨特別安排 🚫 不需公開自我介紹。 🔄 Speed Social： 分組精簡快速交流，極速熱身，輕鬆認識其他參加者 🤝 破冰遊戲： 輕鬆好玩嘅互動 Game，零尷尬破冰 (約15分鐘，自由參與) 🍔 食物飲品安排(自費)： 自由度 Max！你可以： 1️⃣ 食飽先過黎 2️⃣ 現場同其他參加者夾份叫外賣 (一齊食最開心🍕) 3️⃣ 自備私伙美食/酒精飲品 (BYOB 🍻) 💬 一個人嚟？啱晒！ 👫👭👬 一班人嚟？仲爽！ 總之嚟到，包你玩到唔想返屋企！🎊 ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ 📅 日期：6月27日 (星期六) ⏰ 時間：5PM - 11PM (歡迎隨時加入或離場) 📍 地點：荔枝角 Party Room (近地鐵出口 2 分鐘步程，極速到達！) 👥 對象：80/90/00後 🔥 名額：限量 40 名 🎫 費用： ⚡Meetup優惠價(6月26日前)：$158/位 ✨ 女生優惠額外再減 $20/位 ✨ 2人或以上同行, 額外再減 $10/位 (價格或會因情況而向上調整, 以最後顯示價格為準) 正價：$220/位 ⚠️ 注意： 名額有限，請盡早報名留位。 如臨時嚟唔到，可轉讓位置比朋友。 #週末玩樂派對 #一個人嚟都OK #零壓力識朋友 #荔枝角好去處 #PartyRoom #唱K #桌遊 #麻雀 #週末唔再廢 #香港好去處 #性價比高 ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ **🎟️ 預約席位** 為確保男女比例平衡與社交質素，所有席位以收到轉賬確認為準。 * **查詢/報名 WhatsApp：** 91622624 * **一鍵報名：[https://wa.me/85291622624?text=我想報名參加6月27日週末玩樂派對](https://wa.me/85291622624?text=%E6%88%91%E6%83%B3%E5%A0%B1%E5%90%8D%E5%8F%83%E5%8A%A06%E6%9C%8827%E6%97%A5%E9%80%B1%E6%9C%AB%E7%8E%A9%E6%A8%82%E6%B4%BE%E5%B0%8D)** * \*參加者多於 whatsapp 直接報名, Meetup報名人數不準 **【轉賬方式】** * **PayMe 連結：** [https://payme.hsbc/kuuu](https://payme.hsbc/kuuu) * **FPS 轉數快：** 91622624 * *請於轉賬後 WhatsApp 截圖至 91622624 確認* ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ **🌟 關於 KAIROS 刻遇** 我們持續優化每一場聚會的質地，致力於在繁忙的都市中，為優秀的靈魂打造更舒適、更有深度的連結場域。 📅 刻遇日程 Jun 27 (Sat) 5pm-11pm：🎉【週末玩樂大型派對】🎊 [https://www.meetup.com/kairos/events/315198026/](https://www.meetup.com/kairos/events/315198026/) Jun 28 (Sun) 4pm-10pm：🎤✨【6小時🎶唱K Party】👫👭👬✨🎉🥳 [https://www.meetup.com/kairos/events/315129600/](https://www.meetup.com/kairos/events/315129600/) Jul 1 (Wed) 5pm-11pm：🏖️七一假期玩足 6 粒鐘！大型派對🎉 [https://www.meetup.com/kairos/events/315195254/](https://www.meetup.com/kairos/events/315195254/) Jul 11 (Sat) 5pm-11pm：🎉【週末玩樂大型派對】🎊 [https://www.meetup.com/kairos/events/315309583/](https://www.meetup.com/kairos/events/315309583/) 🎟️ 報名與留位 名額稀缺，請透過 WhatsApp 或 Meetup 預約你的席位： 📲 WhatsApp 直接報名： [https://wa.me/85291622624?text=我想報名參加活動](https://wa.me/85291622624?text=%E6%88%91%E6%83%B3%E5%A0%B1%E5%90%8D%E5%8F%83%E5%8A%A0%E6%B4%BB%E5%8B%95) 期待在更趨近完美的時光中與你相遇。 「不為消磨時光，只為刻畫靈魂。」

2 hrs session for adv beginners who can rally and serve basically to enjoy hitting fun, practicing and improve game sense. The players will team up to play double by rotations after 15\~20 mins warm up. HK80/P, including court fee and new or half new balls to be provided for hitting. For newly join player, pls whatsapp me, 64304812 to ensure a good communication for event details. Regularly join players have priority and host reserve a right to adjust the player list. The players having no show record or bad attitude in event, who will not welcome to event.

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

2 hrs session for adv beginners who can rally and serve basically to enjoy hitting fun, practicing and improve game sense. The players will team up to play double by rotations after 15\~20 mins warm up. HK80/P, including court fee and new or half new balls to be provided for hitting. For newly join player, pls whatsapp me, 64304812 to ensure a good communication for event details. Regularly join players have priority and host reserve a right to adjust the player list. The players having no show record or bad attitude in event, who will not welcome to event.

2 hrs session for adv beginners who can rally and serve basically to enjoy hitting fun, practicing and improve game sense. The players will team up to play double by rotations after 15\~20 mins warm up. HK80/P, including court fee and new or half new balls to be provided for hitting. For newly join player, pls whatsapp me, 64304812 to ensure a good communication for event details. Regularly join players have priority and host reserve a right to adjust the player list. The players having no show record or bad attitude in event, who will not welcome to event.

You can sleep in on the Sesquicentennial (observed), we’re shifting to the following Friday. But join the local UX community for a chat and some biscuits to catch up. If you were in CA for Figma Config, tell us all the lines and you can tell me how I can animate an SVG without coding it by hand, and why I’d even want to. Thanks to the team at Nationwide of supporting the group.

**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

**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 Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. 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

Our next much-awaited **COLUMBUS** meetup is **Tuesday June 30th from 7-10 pm EST at ACE OF CUPS**. Meet patients, cultivators, processors, dispensary managers/staff, physicians, home growers, educators, activists, nonprofits, artists, attorneys, business owners, writers, students, and supporters to network, share our knowledge, collaborate, support each other and make new ones! Hope you will be there too! Save the date and pass the word. **Please RSVP** so we know who is coming and how many to expect. Find us to say hi and we will introduce you to others. We should be easy to spot. (The happy-looking group wearing cool nametags! See photos from our past events.) Sign in, grab a name tag, start your own bar/food tab, meet old friends and make new ones! Everyone is welcome. SEE YOU THERE!

**Practical Curiosity: Learning from Everyday Data** How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice. Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look. In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it. **About Our Speaker:** [Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet. 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)

http://photos2.meetupstatic.com/photos/event/2/a/9/6/600_348310902.jpeg Instructor - Crow, HPS Class fee is $30 at the door or approved exchange RSVP with Advance pay of $25 (discounted) by PayPal on the web or by contacting Enchanted Elements (614) 437-2642. Reservations made directly to Enchanted Elements will be added to the class list manually not online. Private Instruction ~ Closed to the Public ~ Initiated Members Only Please come prepared for ritual. Blessings ~ Crow

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia