Data Driven

**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.

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🔥🧠 What if better health required less struggle and more awareness? Discover how your perceptions, beliefs, expectations, and unconscious patterns may influence your wellbeing more than you think. Many people assume that health and aging are determined primarily by biology. However, emerging research and practical experience suggest that perception, expectation, and mindset can significantly influence wellbeing. In this engaging MOTIVATE Community webinar, Adrian Cahill explores the connection between hypnosis, NLP, coaching, and the groundbreaking insights from Counterclockwise by Ellen Langer. Together, we'll examine how beliefs, attention, and expectations affect our daily experience and how the science of the placebo effect reveals the powerful relationship between mind and body. Participants will discover practical ways to increase awareness, reduce internal resistance, and create healthier habits with greater ease. Join us for an inspiring conversation that challenges conventional thinking about aging, health, and human potential. 🗓️Join us on **Sunday, June 28**, for **Beyond Aging: How Perception, Hypnosis, and NLP Shape Health Outcomes**, presented by **Adrian Cahill**, as we explore how awareness, beliefs, expectations, and perception can influence wellbeing, personal transformation, and healthier living. 🎯 Key Points / Takeaways for the Audience ✅ Lessons from the Counterclockwise experiment and its implications for health and aging ✅ How perception influences behaviour, wellbeing, and life outcomes ✅ Understanding the science behind expectation and the placebo effect ✅ The role of hypnosis in supporting positive change ✅ NLP approaches for shifting limiting beliefs and creating healthier habits ✅ How attention and awareness shape everyday experience ✅ Practical strategies for improving wellbeing through mindset shifts 🎯 Additional Key Points / Benefits ✔ Learn how to work with your mind rather than against it ✔ Reduce unnecessary effort and internal resistance ✔ Increase self-awareness and conscious choice ✔ Improve emotional resilience and stress management ✔ Create healthier behaviours more naturally and consistently ✔ Strengthen your sense of personal agency and possibility ✔ Discover how expectations can influence performance, motivation, and wellbeing ✔ Gain fresh insights into the mind-body connection ✔ Explore how greater awareness can lead to healthier outcomes with less struggle ✔ Leave with practical ideas you can immediately apply in daily life "Perhaps better health doesn't require more effort. Perhaps it begins with greater awareness." **🎤 ABOUT THE SPEAKER** Adrian Cahill is a sought-after coach with extensive experience in life, business, executive, and relationship coaching. Having trained and mentored hundreds of coaches, therapists, managers, and facilitators, he brings deep expertise in human behavior and transformation. With over 3,500 hours of coaching experience and a background as an ICF PCC coach, Adrian’s work focuses on rewiring unconscious patterns to create long-lasting shifts in identity, confidence, and success. Beyond private coaching, Adrian plays a pivotal role in shaping the next generation of professionals. He serves as a mentor and support trainer for the world’s only Post-Graduate Qualification in Neuro-Linguistic Programming. This high-caliber program attracts executives, business owners, doctors, lawyers, and industry leaders who seek to master advanced coaching methodologies. Many of his students are running successful businesses or leading organizations, applying these skills to enhance leadership, performance, and personal breakthroughs. **CONTACT DETAILS** 👉Wechat ID: Adriannqld 👉Facebook: www.facebook.com/Adriannqld 👉Instagram: www.instagram.com/adriannqld/ 👉Linkedin: www.linkedin.com/in/adriancahill/ 👉Youtube: www.youtube.com/@MotivateCommunity 👉Website: www.motivatecommunity.com **⏰June 28, 𝟮𝟬𝟮6 (𝗦𝘂𝗻𝗱𝗮𝘆), 𝟭.𝟱 𝗛𝗼𝘂𝗿** 5:00 PM GMT+8 China 7:00 PM GMT+10 Australia 5:00 AM GMT-4 New York 11:00 AM GMT+2 Barcelona 📌For first-time attendees please scan the QR code on the flyer or click the following link to register and become part of our enriching live discussion, all at no cost: https://adriancahill.agilecrm.com/forms/6002900926529536 📌Zoom Link: https://zoom.us/j/86301571361 Log-in: 86301571361 Password: #motivate Don’t miss it. Register now!

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Indonesia workers - Diversity and Inclusion meetup group Any topics below: Diversity * **What it is**: The presence of people with different backgrounds, experiences, identities, and perspectives (e.g., race, ethnicity, gender, sexual orientation, age, ability, culture). * **Analogy**: A diverse team has members from different places, with different skills. Inclusion * **What it is**: Actively creating an environment where everyone feels welcome, respected, supported, and empowered to participate and succeed. * **Analogy**: In an inclusive team, everyone feels comfortable sharing ideas and is heard, not just present. Shop 4, G/F, Sunway Gardens, Quarry Bay.

Do you know that pink (Indo-Pacific humpback) dolphin was grey when they were young? The expert has been operating ecological tours to see the Indo-Pacific humpback dolphins in Hong Kong since 1995. Join us on one of our tours and enjoy a day out with these beautiful pink dolphins with extremely high sighting rate of more than 97% **Duration and Schedule** 4-5 hours starting from 8:50am at the town pick-up (approximately 3-4 hours at sea depending on dolphin sightings, sea conditions and traffic). Please refer to our Facebook for announcements of trip schedules or email to [booking@hkdolphinwatch.com ](mailto:booking@hkdolphinwatch.com)to enquire. * **Price** HK$ 580 for each adult HK$ 380 for a child under 12 Discount code: "FriendtoFriend" to get $20 discount per person * **Pick up** (1) Coach transfer from town: On Middle Road exactly outside The Kowloon Hotel in Tsim Sha Tsui, Kowloon (across the road from the back of the Peninsula Hotel). Please be there on time at **8:50am** to register with our colleague who takes care of the trip. (2) Boarding the boat: Tung Chung New Development Pier, Lantau. Please be there at 9:25am. ***(Please specify which pick-up you prefer when making the booking.)*** Details of Booking: http://www.hkdolphinwatch.com/booking_a.php

Dee Dream Life * HKD150 for first trial * HKD1500 for 10 classes * * Bring A New Member * When New Member Purchases First Package, You Get 1 Free Bonus Class WhatsApp 63344266 to register Dee Dream Life 1 Lyndhurst Terrace, Central 14/F, 1401 Come join Dee Dream Life in our signature class that makes this the top rated Zumba class in HK according to Sassy Hong Kong for many years! Dance to amazing fun rhythms including Latin, Hip Hop. Pop, Funk, Bollywood and more while dripping in sweat and feeling fantastic! Lose weight, burn calories and raise your vibrations with this super uplifting class! Enjoy yourself and feel completely refreshed and energised after a workout! Easy to follow with repetitive moves, no need to memorise steps and open to all levels including complete beginners to dance and fitness :) At night, we dance to disco lights making this class the party you need to loosen up after a long day at work! Come and enjoy music, movement and fitness like you have never before!

**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)

**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

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

🛠️ **OpenClaw AI Agent Workshop — One session. One working AI agent.** *The session starts with a goal and ends with a deployed agent* For anyone who wants AI working for them instead of the other way around, this workshop strips out everything unnecessary and gets straight to building. By working through the build with a guide, you leave having built something real and immediately useful. **⚠️ Final step:** Just clicking rsvp will not save your spot in this session, so click the register link below and complete the full sign-up to hold your seat — registration closes once spots fill so act fast, and registration is what actually holds your place. ### [🔗 SECURE YOUR PLACE](https://aiventurelab.org/product/OpenClawMasterclass?city=Columbus&groupurlname=club-of-bold-book-discussions-and-socials&startgmtdatetime=2026-06-27T22:00:00Z) --- **What this session produces:** - Templates and tools from the session to jumpstart your next build - A deployed agent ready to run immediately after the session - A real, working AI agent you built from scratch in the session Start building AI tools today — secure your place and come with one task you want to automate, and the skills from this session apply immediately after. 🚀 *Stop reading about AI. Start building it.*

Tired of swiping? Join us in the **Beer Garden at Edision Brewing Company** for a fun Summer bash on the patio **100+ Columbus singles in one space** — all here to connect in real life. No speed dating. No pressure. Just real conversations, good vibes, and new connections. ## [TICKET & REGISTRATION LINKED HERE! ](https://www.eventbrite.com/e/singles-summer-bash-edison-beer-garden-tickets-1991203300674) \*\*\*\*\* ## 💫 What’s Included * Name tag + guided icebreaker card * “I’m Interested in You” cards * Giveaways throughout the night * Full bar + food available for purchase Whether you're new to the city, working from home, or just ready to meet new people — this is your crowd. ## 📍 Event Details **Who:** Singles 21+ (20s–40s) **Where:** Edison Beer Garden 785 Science Blvd, Gahanna, OH 43230 **When:** July 15th 6:30PM ## You never know who you’ll meet. Join us!

**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

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm