Data Analytics

This is the second working session for the Abundance Federation Dublin group. After our February meetup we formed a team of four developers and four data scientists who've been working steadily on the platform and the first public AI dataset pilot. We're now looking to grow the team as the work expands. **Where we are** * The Kindness & volunteering platform is live but rough. Profiles, communities, messaging, tasks, quests and incentives all work, but it needs proper attention on both design and architecture before we push it toward a real MVP. Making it easy, coherent and genuinely fun to use matters as much as the engineering underneath — both have to land. * The first AI dataset pilot (Irish agricultural weed identification, with Transition Year students and adult volunteers) launches later this year. Tooling plans are written; the data team is working through them. The dataset side has real engineering work too — orchestration, pipelines, annotation tooling, and the interfaces volunteers will actually use — so the roles below apply across both teams. **Who we'd particularly like to meet** The work right now would especially benefit from: * UX designers or design-minded developers who care about making real software feel coherent, easy, and enjoyable to use * Python / Django developers who enjoy growing a real codebase * Backend developers comfortable with messy real-world systems * Database architects — we have decisions ahead that would benefit from experienced judgement * DevOps people who enjoy quietly making things reliable That said, this is a broad project and there's room for more than just those roles. Frontend developers, data scientists, technical writers, testers, community organisers, and people who just want to help in whatever way makes sense — all welcome. Come along, see what we're doing, and we'll figure out together where you might fit. People at any stage of their career are welcome. Experience is valuable, but so is persistence and follow-through — on a project like this, the people who keep showing up are the ones who shape what gets built. **On the night** * A short walkthrough of where the platform and data work are now (warts and all) * A clear-eyed look at the design and architectural questions we're working through * Small-group conversations to figure out what's most useful, what's feasible, and who might want to keep working on what * Pizza, soft drinks, and an optional pub afterwards for anyone up for it **Logistics** * Digital Hub, Dublin * Wednesday, June 10th, 7–9pm * Free, in-person, finishing on time at 9pm * RSVP through Meetup so we can plan numbers The wider Abundance Federation is a mission-locked civic initiative working on shared digital infrastructure to bring down the cost of essentials over the long term. The platform and the data work are the technical foundations of that — and they'll only be as good as the people who build them. Come along if you'd like to help shape what gets built.

Hello! 🙂 [https://rhagallery.ie/rha-annual/](https://rhagallery.ie/rha-annual/) Meeting place: We meet outside the entrance to the RHA Gallery. Meeting time: 540pm. Exploring time: 545pm. We will wander through the galleries for around 30 minutes. Note / Disclaimer: Attending this event and every event in this group is entirely in every way at your own risk Any questions, message me. Thanks Alan

Yoga Classes with Hannah Fitzpatrick on Wednesday evenings at Anam Ashram, Tallaght, 7pm-8:8.30pm. This is a moderate paced class where we will stretch and strengthen our bodies in various ways, but we will also keep a keen awareness on our breath and body-sensation throughout. We'll aim to increase our connection and our compassion to ourselves, while also giving our bodies the refreshing and rejuvenating workout it adores and requires! We will end with a guided deep relaxation. Contact Hannah for more details and for booking on 083-4863900

If you’re new to tennis or have had several lessons, please join this lesson 🎾 Lessons work on a pay as you go system with each lesson costing €20 with your sixth lesson free, making it €100 for 6 lessons that can attend occasionally or weekly… Also, if you haven’t already join my group lessons WhatsApp group at the link below 👇 https://chat.whatsapp.com/CKXCPrOmQIcDepGYCZYZXu For more info on lessons, prices and equipment that you can borrow for free, click the link below 👇 Www.Ellistennisdublin.Com/info

**Group Goal** To create a relaxed and welcoming midweek social space in Dublin where people can unwind after work, make genuine new connections and enjoy the city together. **Who We’d Love to Meet** Friendly, open-minded people living or working in Dublin — professionals, creatives, internationals, locals or anyone looking to expand their social circle and meet good people. **What We Do** After work socials, pool games, cards, casual drinks, chats, pub nights and relaxed evenings around the city with a good atmosphere and easy conversation 🍻

Please PREPAY for this game either by https://revolut.me/davidandl or Paypal ([kenna.david@gmail.com](http://kenna.david@gmail.com/)) √ We have just 60 minutes to play, so please come along a few minutes early to ensure we can start on time. √ The maximum number of players is 14. If you are not among the 14, please do not attend the pitch. If you are one of the 14, please be sure you show up. Places are in high demand, so unfortunately, failure to show will result in your immediate removal from the group. √ As always, you participate in these games at your own risk and agree to indemnify the organisers from any injury, loss, claim, or infection.

Adult Bachata and Salsa dance classes with practice social at Coolock Ardlea Scout Den Coolock Village. This is a mirror studio located upstairs from the hall with nice wooden floors. This is a weekly Thursday event. Come down, learn and have fun! Men and Women are welcome. Free taster for first timers and discount for students, request via dm. Beginners cost 10 euro for all beginner classes and practice.

Are you Solo and Single!! Easily Make new 💑 friends🍻 with Speed Friending! No need for Apps 😀We are meeting for social drinks including soft drinks 🍺🍸🍷 at Lemon & Duke Bar. The Lemon & Duke has great food 🍤🌮🍔🍟🍲also. We will be inside the Bar area. Please, at least buy a drink or a soft drink or so, as we may not be welcomed again to certain bars. We will go to another late bar afterwards for dancing. So Dress Nice & neat please. Leave your surfing cloths and 🏖 surfboards at home please.😂 https://youtu.be/wD0Mm6WIcYs?feature=shared Many new people come solo to socialize and make new friends, so do not worry if you are solo, you are welcome to join us. I will introduce you to others in the group,so you are no longer solo. 😆Welcome to ask me questions about hiking gear and 🐬🐠🐡 scuba diving.

📆 **Happening Friday 12th June** ✨ **Bachata lovers**, this one’s for you! 💃 🎓 **Bachata Workshops** \| 8:00 PM – 9:00 PM **Choose your level:** 🔹 Beginner Choreo 🔹 Advanced Choreo 🎉 **Social Party** \| 9:00 PM – 12:00 AM 🎶 80% Bachata • 20% Salsa 🔥 Whether you're taking your first Bachata steps or you're a seasoned dancer, this is the perfect opportunity to learn, connect, and dance the night away with Dublin's vibrant Latin dance community. 📍 NYX Hotel Dublin Christchurch 📅 Friday, 12th June 🎫 €15 Workshop (Party included) €10 only Party Bring your friends, your dancing shoes, and your best energy. Let's create unforgettable memories on the dance floor! ❤️ https://www.instagram.com/p/DZN0MnoRdNy/?igsh=NzB4cm8ybm9idHl4

Join our Salsa Social Dance Party in Dublin City Centre: Meet New People👫 Make New Friends👩‍❤️‍👨 Cheap Drinks🍻 Free Snacks (come early, they won't last long...😋) and Socialize through dancing! If you are a First Timer or Solo Dancer, this is the perfect opportunity to meet new people, make new friends and unleash your energy on the dancefloor! Join our 2 Classes before the Party – Salsa & Bachata, and impress on the dancefloor with new moves! ***Party Free with any Class!*** ***Address -> Noche Salsera Dance School, 36 Parnell Square W, Rotunda, D01T6V6*** ***Timetable:*** *Bachata:* 7.30pm – 8.30pm *Salsa:* 8.30pm – 9.30pm *Party:* 9.30pm – 12.30am ***Tickets:*** *2 Classes (Bachata & Salsa)* – *€*20 *1 Class (Salsa)* – *€*15 *(Party FREE with Any Class)* *Party Only* – *€*10 ***Cash Only!*** [WebSite Party Page](https://www.nochesalsera.com/salsa-and-bachata-monthly-party-in-dublin/) *Noche Salsera – El Paraiso De La Salsa*

We at Freesalsa Ireland believe in growing the community, something our friend DJ Leo also believes in. Therefore, we are delighted to promote his weekly practice here on our Meetup for those of you looking to spend their Sunday in the best way. There will be a 60-minute lesson before social with the award-winning DJ Leo until 17.00. Prices stand at a very affordable: €5: Only Social or Only Class €5: for beginners class and social €7: for intermediate/improvers class and social. *Please note, class capacity is limited, so arrive early to be sure of a spot; first come, first serve. This is why we dance. To spend time with folks and have new experiences. You won't find a better group to do that with than this. See you all then.

During social tennis, you’ll play several matches and rally, meet new people… and play a wide range of playing abilities with those who have played tennis before! It is suitable to all players but if you have not played before, please consider joining at least a few group lessons before considering social tennis… 😊 Please join my group chat for social tennis below 👇 Https://chat.whatsapp.com/G60iuOQFYm3E6p5yogUo21?mode=ems_copy_t

**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)

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

Join the Columbus AI community for a special event. **Battle of the Personal Agents** is your chance to see what people are actually building with AI agents and personal automation systems. Whether you’re running OpenClaw, Hermes, or a completely custom solution, bring your agent and show the community how it works. We’re interested in real-world implementations: the problems your agent solves, how you use it day-to-day, how it’s hosted and managed, how you built it, and why you’ve chosen to keep using it. Live demonstrations are encouraged, so be prepared to show your code, architecture, workflows, and your agent performing real tasks. This is less about polished presentations and more about sharing practical experience, comparing approaches, and learning from one another. If you’d like to present, please contact Chris Slee (via meetup) before the event so we can allocate enough time for everyone’s demonstrations. Come ready to show what you’ve built, discover what others are doing, and maybe find a few ideas worth taking home. 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)

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

**Abstract:** Motivated by the challenges of detecting extremely rare failures in sophisticated circuit design specifications, we study the problem of efficiently identifying multiple disjoint regions of interest (ROIs) — regions of a continuous, high-dimensional parameter space where a complex, expensive-to-evaluate target function falls below or above a pre-specified threshold. We reframe this problem as a Bayesian sequential decision-making problem and, more broadly, as an instance of strategic agent behavior in continuous spaces: an agent that must allocate a hard evaluation budget intelligently, updating its belief about the unknown function after each observation and choosing the next query to maximize coverage of all disjoint failure regions rather than convergence to a single optimum. 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](https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1) Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor**: Grainger will provide the meeting site, as well as snacks for the onsite participants. * **Address:** 222 W Merchandise Mart Plaza, 18th Floor, Chicago, IL 60654 * **Grainger's Overview:** W.W. Grainger, Inc., is a leading broadline distributor with over $17 billion in revenue. At Grainger, We Keep the World Working® by serving more than 4.5 million customers worldwide with maintenance, repair, and operating (MRO) products and services delivered through innovative technology and deep customer relationships. Our machine learning team builds broadly across search, recommendations, product matching, computer vision, and generative AI. * **Logistics**: To access the Grainger office, we require first and last names of those who RSVP'd by Jun 11. Please take the main elevators at the center of the Mart. Attendees will then present their IDs when they arrive at the front desk on the 18th floor.

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\.

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!