Robotics

Vision Language Models (VLMs) such as LLaVA, Qwen-VL, Nemotron VL and GPT-4o have unlocked a new era in AI where language and sight converge into a single reasoning system. These models can describe images, answer visual questions, read documents, and interpret charts — but their true power emerges when you fine-tune them on domain-specific data, teaching them to see and reason about the visual world that matters to you. In this hands-on session, we walk through the full fine-tuning pipeline for vision-language models. We begin by understanding how these architectures work — how a visual encoder like CLIP or SigLIP is coupled with a large language model through a projection layer, and how the interplay between image tokens and text tokens enables multimodal reasoning. We then move into the practical side: preparing image-text datasets, choosing the right fine-tuning strategy (full fine-tuning vs. LoRA vs. QLoRA), configuring training with frameworks like Hugging Face Transformers and PEFT, and evaluating results on real-world benchmarks. We will also discuss when and why fine-tuning a VLM is the right approach compared to alternatives like prompt engineering or retrieval-augmented generation, and how to avoid common pitfalls such as catastrophic forgetting, overfitting on small visual datasets, and misaligned image-text pairs. Bring your laptop, your curiosity, and — if you have one — a dataset you would like to try. By the end of the session you will have a clear, reproducible workflow for adapting any open-source vision-language model to a custom task. \*\*📅 Open to all levels — no prerequisites, just curiosity.\*\*

**BEGINNER DAYS EVERY SATURDAY!** **🌟 Welcome to Social Sports Dublin - One of the Most Active Meet-Ups in Dublin! 🌟** 🍻 Often we have after training drinks in the local pub The Stoneboat - All Welcome! 🍻 **Join us this Saturday** **Get Active and Meet People:** Whether you're looking to exercise or just hang out, our Ultimate Frisbee club, Sundrive Social Ultimate, offers both relaxed and competitive games in a friendly environment open to everyone - regardless of gender, age or skill level. **Quick Start:** Haven’t played Ultimate Frisbee before? No worries! Learning the basics is quick and easy with our beginner-friendly coaching. You’ll be part of the action in no time, surrounded by both newcomers and experienced players. **Note:** In order to make the most of the session and allow for the smooth running of our beginner inductions, please try to arrive within the first 30 mins of your first session as you will not be able to join after this time. **Always a game happening:** We’re a diverse and international crowd always eager to greet new players. If the signup numbers on Meetup look low, don’t worry - our active WhatsApp community means we’re never short on players and ***we ALWAYS have enough for a game!*** **All Weather Play:** We play whether it’s raining or sunny. Get your raincoat ready! **📍 Meet-Up Details:** **Cost:** €5 per session or €50 for the season. Your first session? It’s on us! **When:** Saturdays, 2-4 PM (BEGINNER SESSION) **Where:** Eamonn Ceannt Park, Crumlin, Dublin 12 [https://maps.app.goo.gl/EVV7DvLyjyJenYBN7](https://maps.app.goo.gl/EVV7DvLyjyJenYBN7) **What to Bring:** A water bottle, sporty attire, appropriate shoes for grass (ideally football boots), and your best smile! **📝 Note:** Occasionally, our RSVPs glitch. If you can’t sign up, just shoot a message to me or DM us on Instagram [@socialsportsdublin](https://www.instagram.com/socialsportsdublin). Got questions or want to chat before joining? Feel free to reach out anytime. **📱 FOLLOW US ON IG TO SEE WHAT WE’RE UP TO 👀: [@socialsportsdublin ](https://www.instagram.com/socialsportsdublin)[@sundrivesocial](https://www.instagram.com/sundrivesocial)** **Darren (Club President)**

Tired of casual chit chat with no connection among strangers? Looking for a new activity to pick up on weekends? Ready to get your body moving, sweating, and discover a new side of yourself you did not know you had? You are in luck, we have just what the doctor ordered! Experience the wonderful environment that can only be had with the sound of Afro-Latin music. Learn to feel the rhythm and body movement of traditional Cuban Salsa, show off your moves with Sensual bachata, or simply come to have good craic and meet new folks! Class schedule as follows: ● **3 - 4pm**: Salsa class ● **4 - 5pm:** Bachata class ● **5 - 6pm:** Social Dance ● **VENUE**: Turk's Head 27 Parliament St Dublin 2 ***Note***: *Meetup attendance list is not reflective of actual number of people that show up! Come with or without a partner and get ready to dance!* Check our website for specifics on upcoming events: [https://www.dublinsalsabachata.com](https://www.dublinsalsabachata.com/)

Explore Ward River Valley Park in Swords, Dublin * Meeting Point : https://maps.app.goo.gl/649KPqhHiuBw2Puz6 * When : 9th of May, 13:00PM * How to get there : Swords Express 500 Bus from Eden Quay, Dublin City Centre. We will be meeting at this location https://maps.app.goo.gl/649KPqhHiuBw2Puz6 at 13:00PM (Ward River Valley Park) Walking Loop is 5.6KM (About 2 Hours Long). Dogs are welcome on LEADS. We will be walking around Ushers Lake, Old Mill (Ruins), Secret Wall, The Canyon, The Arch and so much more. Every event is 5 Euro's you can pay by using Revolut or Cash. I hope to see you there

Paint A Neon Canvas. Music. UV Lights. Prizes. No Experience Needed To Take Part. Paint A Canvas Using Florescent Paint With Music And Prizes! Our team will take each person step by step into creating a masterpiece with no experience necessary. Create a painting under UV Lights and do something very different. [Get Tickets](https://www.eventbrite.ie/e/neon-painting-techno-painting-tickets-1985991939352?aff=ebdssbdestsearch) **WHAT TO EXPECT?** * Artist (to help you paint) * Themed Painting * Prizes * Music * UV Lights **DO YOU DO PRIVATE EVENTS?** Yes, we host private events, brand events, hen parties, and work parties. Contact us on bookings@alternativeexperiences.ie **WHERE IS THE VENUE LOCATED?** The new space is located in Pawn Shop on Dame Street. **IS THERE ALCOHOL?** Yes, the bar has alcohol for sale. There is no BYOB option. **IS IT WHEELCHAIR ACCESSIBLE?** Unfortunately not, this venue is not wheelchair accessible but we do events in other venues which are. **HOW DO I FIND OUT ABOUT EVENTS?** Signup to our weekly newsletter [here](https://www.alternativedublincity.com/newsletter-signup/ "https://www.alternativedublincity.com/newsletter-signup/") **LOCATION:** Pawn Shop, 15 Dame St, Dublin 2, D02 KD74

**Price:** **€17 total** **How to Book:** **€5** deposit send to book your spot via Revolut [HERE](revolut.me/mujdeatici) ➡️ **Note:** Name + Event Date * **€12 balance** to be paid in person at the event. **IMPORTANT:** Only payments via **Revolut** guarantee your seat. An RSVP alone is not a formal registration. Looking for a relaxing and creative experience in Dublin? Join our Clay & Coffee Workshop where you can unwind, enjoy a lovely coffee, and create your own unique clay piece in a warm social atmosphere. Perfect for: Beginners Friends night out Solo guests Date ideas Tourists visiting Dublin No experience needed – we guide you step by step. What’s included: Clay materials Tools Guidance throughout the session Great atmosphere Come solo or bring a friend and enjoy a cosy creative evening. **How It Works** ☕ Step 1 – Coffee First Order your favourite drink and settle in Step 2 – Meet & Relax Small group, easy conversation, no pressure ✋ Step 3 – Gentle Guidance Learn simple hand-building basics at your own pace 🏺Step 4 – Play with Clay Create a small clay piece and enjoy the process 🙃Step 5 – Leave Happy Take your clay piece home on the day **What to Expect** • Small group (4–6 people) for a warm, relaxed atmosphere • No experience needed • Clay and tools included ✨ This is a creative clay event, not a firing or glazing class. ✨ We focus on the process, not perfection Location: Starbucks EBS, 30–34 Westmoreland Street, Dublin 2 Time: 3:00 – 4:00 PM (sometimes a little longer) ⏱️ Duration: approx. 1–1.5 hours ✨ Limited spots — small groups only Reserve your place today! Whats App: https://wa.me/353832051940 Please, Follow us on [Instagram](https://www.instagram.com/potteryclassdublin?igsh=ajNmcWlwaTg4dTB1) [Google Business](https://www.google.com/search?client=ms-android-samsung-ss&sca_esv=7887d4d5fed606cb&sxsrf=AE3TifMbb1it7I0rQkyCcRmA4rTpRz7cqg%3A1760897289411&kgmid=%2Fg%2F11xw5cqrqf&q=Ceramic%20%26%20Art%20Studio%20by%20Mujde%20Atici&shndl=30&source=sh%2Fx%2Floc%2Fact%2Fm4%2F2)

Newly started IG: https://www.instagram.com/letsgetsocialdublin/ Every event is **5 euros** to the host, you can pay by using Revolut or Cash. This helps me maintains the group as this takes a lot of time and effort. Get ready to reach new heights and forge lasting connections doing Indoor Bouldering Adventure this Sunday **at 14:30!** Whether you're a seasoned climber or brand new to the sport, this event is the perfect opportunity to challenge yourself, have fun, and meet fellow enthusiasts in a supportive and social setting. Located at the Bloc Climbing Gym in Ballymount, indoor bouldering social event is suitable for climbers of all levels. No climbing experience? No problem! Our friendly group will provide guidance, tips, and encouragement every step of the way. Whether you're learning or honing your skills, you'll find plenty of support and encouragement from your fellow climbers. After our exhilarating climb, we'll gather for some well-deserved refreshments and socializing, where you can swap climbing stories, share tips, and make new friends with fellow adventure-seekers. So lace up your climbing shoes, chalk up your hands, and get ready for an afternoon of adrenaline-pumping fun and friendship at our Indoor Bouldering Adventure this Sunday! Let's climb, connect, and conquer together. See you there! 🧗‍♀️🤝🧗‍♂️

Jugger is a fast paced but easy to pick up sport that is great for beginners. Its like a combination of tag rugby and fencing and is a great way to meet new people and then hit them with a padded stick. Its light contact and the only gear you need to bring is clothing you are comfortable running around in and some water.

During social tennis, I offer some coaching advice and matchplay tactics if players are interested in that. It is suitable to all players, whether you're a total beginner or an experienced player, everyone is welcome. Matches will last 15 - 30 minutes depending on the level which is generally a wide range of beginners to advanced players.

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.

Hi All, this is a on lead walk with dogs of all ages and experience welcome. Many who attend are recently rescued and learning. Walk the lovely grounds and see the flowers and wildlife followed by coffee. There is a Fb page Sighthound Adventures Ireland and #dublinhoundwalks on Instagram. All Welcome.

**Payment is required immediately upon RSVP for this event** Flying Lessons for Beginners: You will control the aircraft from after take-off to almost touch-down, with our instructor beside you all the way. You will Learn how to take off , climb , turn and descend in your first lesson. The agenda for the day is as follows: 1. Private minibus from Dublin city to Aerodrome 2. Safety Briefing in the clubhouse. 3. 40 Min Flying Lesson in a 2 seat airplane. 4. Tea\Coffee and Debriefing. 5. A chance for some photo's and selfies. 6. Return to Dublin on minibus. All inclusive price: €219 \*\*dates are subject to change due to conditions. Every effort will be made to provide as much notice as possible. Transfer payment via Revolut to 087 9811701 See you in the Sky, Davey Any questions please ask in the comments below. \*(yes, you can log these flying hours as pilot under tuition). \*\*(bring biscuits, pilots are hungry). \*\*\*(in the event of bad weather the trip will be postponed to the next available date. Alternatively full refunds will be offered). Revolut name is @surfireland or 087 9811701 :-)

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)

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

Bring your Raspberry Pi, Arduino, microcontroller, or any other electronic project and join fellow electronics makers for a night of creativity and collaboration! This session is open forum to share your current projects—whether complete or in progress, it’s all interesting! Whether you’re deep into embedded systems, exploring new ideas, or just getting started, you’ll find a welcoming space to collaborate, share, and get inspired. **New to electronics or curious about tinkering?** You’re absolutely welcome. If you’re a beginner and want to experiment, I’ll have a couple of starter kits available so you can try things out—whether that’s blinking your first LED, putting something on a display, or experimenting with simple sensors. No pressure and no experience required—just an interest in learning and building. While we continue to pursue a more permanent venue for this Meetup, we’ll be using public library facilities based on availability. This session will be at the Worthington Park Library in the Olentangy Meeting Room.

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

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

**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

When judging morality, should we prioritize **intentions/duty** or **outcomes/results**? It introduces two influential philosophers as representatives of these approaches. * **Immanuel Kant (deontology):** An action is moral when it is done from **duty** and follows rational, universal principles (the **categorical imperative**). Certain acts—like lying—are wrong regardless of the consequences; you can’t do a wrong thing for a right reason. * **John Stuart Mill (utilitarian consequentialism):** The morality of an action is determined by its **effects**, specifically how much **happiness/well-being** it produces. Mill argues that some pleasures are “higher” than others, and that good intentions don’t redeem harmful outcomes. ## Discussion Questions 1. **The lying dilemma:** A murderer comes to your door and asks if your friend is hiding inside. Kant would say you must not lie. 2. **Can good intentions rescue a bad outcome?** 3. **The organ harvest problem:** A surgeon has five patients dying of organ failure and one healthy patient in for a checkup. Killing the one to harvest organs would save five lives, and the math works out for the utilitarian. Why does this feel so deeply wrong? Is that feeling a point in Kant's favor, or just a bias we should overcome? 4. **Do rules need exceptions?** Kant insists moral rules must be universal, with no exceptions. But most of us can imagine extreme scenarios where any rule seems like it should bend. Does the need for exceptions fatally undermine deontology, or is the strength of the system precisely that it refuses to bend? 5. **Who gets to calculate the consequences?** Utilitarianism asks us to maximize good outcomes, but we're notoriously bad at predicting consequences. If we can't reliably know the results of our actions, is it practical to base our entire moral system on outcomes? Does this uncertainty push us back toward rules and principles? 6. **Everyday morality:** Think about a real moral decision you've made recently, even a small one. Did you reason more like a Kantian (what's the right thing to do in principle?) or more like a utilitarian (what will produce the best result?)? Do most people naturally lean one way? 7. **Justice vs. the greater good:** A town can prevent a deadly plague by sacrificing one innocent person. The greater good is clearly served. But is it just? Can an action be morally right and deeply unjust at the same time? 8. **The big synthesis question:** Are these two systems actually opposed, or do they often arrive at the same answers by different paths? Is it possible that we need both: rules to guide us in the moment and consequences to evaluate systems and policies over time?