Ducati

If you’ve worked with LLMs, you’ve probably run into slow inference, out-of-memory errors, or hallucinations you couldn’t explain. There’s no shortage of resources on how transformers work, but most of them either ask you to build one from scratch or get lost in theory that doesn’t connect to the problems you’re actually facing. Transformers in Practice is different. We will give a complete practical view of how transformers work, from how they generate text to what’s happening inside the model to how it all gets optimized to run on real hardware. Interactive visualizations throughout let you see key concepts in action and build intuition that actually sticks. Here’s what you’ll learn: * **Model Behavior:** You’ll learn how LLMs generate text through an autoregressive loop, selecting one token at a time from a probability distribution. You’ll see how sampling parameters like temperature shape the output, why hallucinations happen, and how techniques like RAG, constrained generation, and chain-of-thought reasoning all work within this same loop. * **Model Architecture and Attention:** You’ll look inside the transformer to understand what attention is really doing, how positional encoding tracks token order, and how multiple layers and attention heads work together to turn an input sequence into a next-token prediction. * **Scaling and Deploying:** You’ll learn why GPUs are well-suited for transformer inference and where the real bottlenecks are. You’ll build practical intuition for quantization, KV caching, flash attention, and speculative decoding, including the tradeoffs each one introuces for cost, speed, and output quality. The minimum fee is to pay the venue and avoid no show and make this group of people sustainable in the long term

**GAY CYCLING CLUB PRIDE DRINKS LETS** **COME TOGETHER AND CELEBRATE PRIDE**

🧳🛩🌍🚌☀️🚠🏞🍻🥾⛰️ June 2026 Please read carefully... _Getting There_: flights recently changed times.. Fly Ryanair to **Krakow** Depart Dublin: Sat 27th June - 9.30am Depart Krakow: Sat 4th July - 18.30pm Ryanair are currently offering a flight option with 50% payable upon booking and balance payable 40 days prior to departure. _Location for the Week:_ We will be based in the town of **Poprad** close to the Slovakian Alps. The town has a range of accommodation to suit all budgets..(Try to stay as close to the town centre as possible for meeting in the evenings for dinner etc). _Route Planning:_ There will be 6 days hiking in (Sun-Fri) in the region, with hikes/trail runs led by Trailblazer organisers. A day may be set aside for thermal baths, cycling, shopping etc. The hikes will be the usual TBs pace and, ideally, all attendees will be able to self-navigate. There will be no back-marker on any hike. _The Details:_ This trip is open to regular TBs, those who have attended previous trips abroad and those who regularly hike long distances at a steady pace. A max of 20 people can attend due to bus numbers. A waitlist will apply🗒. It is important to note that everyone is responsible for booking their own accommodation and flights. A whatsapp group will be created closer to the time. Roll on the next summer adventure for the TBs! 😎✨️🏞☀️ Karol

## An Introduction to Abstraction // A weekend workshop with Artist Nuala Clarke // Saturday June 28th & Sunday June 29th // 10:00 - 16:00 **BOOK HERE - https://www.tickettailor.com/events/skillsets/2204721** We are delighted to welcome back Artist Nuala Clarke to Flux Studios to teach a weekend painting workshop exploring the world of abstraction. If you have ever had a desire to paint abstractly but don't know how to go about it, this class lays the groundwork with practical exercises in a relaxed, and experimental atmosphere. In this workshop we will take a look at our own preferences, connect to ourselves through the senses and find ways to make non-figurative work infused with personal vision. Abstraction is a means of noting that which has no fixed physical form. Colour, shape, texture and the ineffable can be combined to make an object which expresses that which has no words. Most people have important relationships with colour – we will be taking a deep look at our own preferences. This course is for all levels, no experience of working abstractly or with water based media is necessary. Some materials will be provided, though a small materials list will be sent to each participant. **Course Fee: €270** **Your Tutor:** Nuala Clarke is a visual artist and writer. Born in Dublin, she moved to New York City after attending NCAD. She lived and worked as a painter in NY for 20 years. Her work is exhibited in the US and Europe, is held in many private, public and corporate collections. She is represented by & Claremorris Gallery in Co. Mayo. In 2007, Clarke received a fellowship and residency to The Ballinglen Arts Foundation, in Mayo. This area became the locus of her work and she moved there in 2013. Meanwhile, she began collaborating with Crystal Gandrud. Together they wrote and imaged an artful, irreverent commentary of Atisa’s Lojong Slogans titled Radiating Outwards, Incrementally, A Manual, published in 2024. Clarke has been conducting research into the healing probabilities of abstract art since 2020 prompted by her study of the Irish Natural Philosopher and alchemist Robert Boyle (of Boyles law). She has presented papers at the Robert Boyle Summer School, and was awarded an Irish Arts Council Bursary for experimental research. She was most recently commissioned to honour Robert Boyle with abstract paintings at The John Sterne Library at Trinity Medical School, in Dublin. Her book Irish Moss of a Dead Man’s Skull was published by The Owl Circus in March 2025.

**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)**

Sunday 28th, 10AM, 50 km / 700m Join us for a lovely cycle through the foothills of the Wicklow Mountains, taking in the beautiful village of Enniskerry and Bohernabreena Waterworks where we stop for coffee. We'll meet at The Goat Pub at 10:00 a.m. Looking forward to seeing you there! - meet at Goatstown, The Goat pub parking - going south to Enniskerry, coffee stop at Poppies - climbing up through Glencree and the Old Military Road (230m elevation gain) - leaving the Military road and taking the steep downhills to the water reservoirs - coffee stop at Goughie's, at the Bohernabreena Waterworks - going back by the River Dodder to Goatstown to The Goat Komoot: [https://www.komoot.com/tour/3068024045?share_token=a9jJyh86qFAICvzCNQrsGffoVDsyAXKilffg0Mz5V6vgbzmQW7](https://www.komoot.com/tour/3068024045?share_token=a9jJyh86qFAICvzCNQrsGffoVDsyAXKilffg0Mz5V6vgbzmQW7) Please wear a helmet and bring a tube etc in case you get a puncture. Please note - It is every participant's responsibility to ride safely, follow the rules of the road, and come prepared with the proper equipment. WAIVER & RELEASE: We are a group composed of volunteers. We are not a professional organisation. As such, each of us is responsible for our own safety and well-being during an organised event. The organiser(s) is not in any way responsible for any participant on the trip. However, as a group of friends, we make an effort to look out for one another to the best of our ability. By joining this event, you and your guests agree to and accept the following waiver and liability amendment to the Meetup Terms of Service at [https://www.meetup.com/terms/](https://www.meetup.com/terms/) ; 1. My guests and I have read the Meetup Terms of Service at [https://www.meetup.com/terms/](https://www.meetup.com/terms/) and hereby amend it to include the same waiver and release therein to this event's organiser(s) and participants. Want to join my club ride on Strava? [https://strava.app.link/bBMqLbwEUYb](https://strava.app.link/bBMqLbwEUYb) Please wear a helmet and bring a tube etc in case you get a puncture. Please note - It is every participant's responsibility to ride safely, follow the rules of the road, and come prepared with the proper equipment. WAIVER & RELEASE: We are a group composed of volunteers. We are not a professional organisation. As such, each of us is responsible for our own safety and well-being during an organised event. The organiser(s) is not in any way responsible for any participant on the trip. However, as a group of friends, we make an effort to look out for one another to the best of our ability. By joining this event, you and your guests agree to and accept the following waiver and liability amendment to the Meetup Terms of Service at [https://www.meetup.com/terms/](https://www.meetup.com/terms/) ; 1. My guests and I have read the Meetup Terms of Service at [https://www.meetup.com/terms/](https://www.meetup.com/terms/) and hereby amend it to include the same waiver and release therein to this event's organiser(s) and participants. Want to join my club ride on Strava? [https://strava.app.link/bBMqLbwEUYb](https://strava.app.link/bBMqLbwEUYb)

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: ● **4 - 445pm:** Bachata/Salsa class (alternate weeks) ● **445 - 6pm:** Social Dance ● **VENUE**: Wood Quay Ampitheatre D8 ***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/)

Attend a free seminar on how to have successful and lasting relationships. At this seminar you will learn: How to spot and handle negative and toxic relationships. How to get through the "rough patches" in a relationship. How to choose the right people to work with. The three things that make or break any relationship. How to make a good relationship great. All are welcome. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. Hosted by the Dianetics and Scientology Life Improvement Center of Central Ohio.

Join us as we get together for a CAPA Summer Movie event to see the romantic, funny, heartwarming, feel-good classic, PRETTY WOMAN! Julia Roberts and Richard Gere star in this modern-day fairy-tale romance! Here’s a description, trailer and plan for this event: DESCRIPTION: A wealthy corporate raider hires a Hollywood escort as his date for a week of high-society business events. But what starts as a business transaction blossoms into genuine love, challenging both of their lives and leading to an unexpected romance. The film is directed by Garry Marshall and stars Richard Gere, Julia Roberts, Héctor Elizondo, Ralph Bellamy (in his final performance), Laura San Giacomo and Jason Alexander. MINI TRAILER: [https://www.youtube.com/watch?v=K-JghOdhAwc](https://www.youtube.com/watch?v=K-JghOdhAwc) SHORT BONUS CLIP #1 - DIRECTOR GARRY MARSHALL Recalls Famous Scenes from the Film: [https://www.youtube.com/watch?v=HpIMOzieGPs](https://www.youtube.com/watch?v=HpIMOzieGPs) SHORT BONUS CLIP #2 - RICHARD GERE on the Film’s Impact all these years later: [https://www.youtube.com/watch?v=O0T3O94dAA8](https://www.youtube.com/watch?v=O0T3O94dAA8) SHORT BONUS CLIP #3 - JULIA ROBERTS Remembers a Gift from Director Garry Marshall: [https://www.youtube.com/watch?v=pJ4AZSjbMsA](https://www.youtube.com/watch?v=pJ4AZSjbMsA) BUZZ & ACCLAIM: A huge box office hit at the time of its release, PRETTY WOMAN has since gone on to become a modern-day classic! The film catapulted Julia Roberts to superstardom and earned her a Golden Globe for Best Actress and her first Oscar nomination! Critics praise Julia Roberts’ star-making performance, the undeniable chemistry between her and Richard Gere, and its warm, funny feel-good story about kindness, self-worth and transformation! The film’s “intelligence and wit,” “first-class performances” and “sharp, funny script” have made Pretty Woman a classic and truly “something special!” THE OHIO THEATRE: The Ohio Theatre is located at 39 E. State Street, between 3rd and High Streets, across the street from the Ohio Statehouse. From classical music to modern dance, yearly family traditions to hot concerts, the world’s best artists come to the 2,791-seat, historic Ohio Theatre. The breathtaking details (including the 21-foot-high chandelier!) of its opulent, Spanish-Baroque architecture make any night at the Ohio Theater an event to remember! PRE-SHOW ENTERTAINMENT: Now celebrating his 33rd year as featured organist for the CAPA Summer Movie Series, Clark Wilson will again provide pre-show entertainment at the keyboards and controls of the Ohio Theatre’s treasured “Mighty Morton” theatre organ 30 minutes prior to each screening. PARKING: Parking is available at Columbus Commons Parking Garage off 3rd or Rich Streets or in Statehouse Parking Garage off 3rd Street. You can find out more about parking in Downtown Columbus by visiting the Downtown Columbus website. PLAN: Purchase your ticket for the 7:30pm showing and we’ll meet outside the theater between 6:50 and 7:00pm. We’ll head in at 7pm to get good seats and enjoy the pre-show organ music! TICKETS: Tickets just $6 adult / $5 senior! Parking is available under the Capital building, in the nearby garage, or on the nearby streets. You can purchase your ticket at the box office on the day of the event or online here: [https://www.capa.com/capa-summer-movie-series/](https://www.capa.com/capa-summer-movie-series/) Look forward to seeing you there, Dan

This is a free, in-person meeting on the subject of betrayals, losses and how to get over them so you can build lasting relationships. Burdened by a stressful relationship? Unhealthy relationships can trigger feelings of anger, despair or self-doubt. They can create dwindling spirals of fights and seeking to make-up, or trying to “pin the blame” on someone or something. If you don’t find the RIGHT reasons, or select the correct sources of the problem, the problem can just get worse and worse. Whether in love or personal ties, with friends or at work, our life really IS affected by the quality of our relationships. Good ones can promote pleasure and survival while less optimum ones can lead to annoyance, anger, self-doubt, stress, or even affect our health and ability to survive well. Whether you are suffering from a divorce, or a painful break-up, don’t know who to trust (or who to CHOOSE) as a partner, friend, boss or employee - the anxiety of relationship troubles can really make a mess of things. Maybe you’ve suffered a betrayal, or are dealing with hostility or criticalness or invalidation. Dwindling relationships can involve destructive behavior, where we hurt those we love, or start succumbing to self-destructive thoughts, attitudes or behaviors that spiral out of control and affect much more than our immediate relationship. Past losses in love or life can affect how we act or react to new people and situations and hold us back from even starting to create new, possibly great relationships! How can one get back onto a saner course of action? Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life: human relationships! Break free from self imposed limitations Here we will discuss: • How to “erase” the trauma of past hurts and betrayals so that one isn’t always repeating past mistakes. • Why and how do the negative emotions of others affect you? • Why is my partner withdrawing and what can I do about it? • Why do we sometimes feel compelled to hurt the ones we love? • Fights & arguments - what's really behind them? • What underlies “corrosive criticism” or the need to invalidate self or others? • How one can stably change one’s outlook on life so they can affect positive change? • Where do compulsive destructive behaviors come from and what can be done about them? • How to form closer bonds & keep growing the relationships with the people you care about? • How to enhance one’s own ability to survive and create positive healthy relationships whether in love, family & friendships or in work, business or one’s career? Relationships can be hard and life itself IS challenging. Why not arm yourself with the knowledge and breakthroughs that have been made about the mind, mental reactions & interpersonal relationships, so that one has better awareness and control over themselves and life in general. Learn where painful experiences are “stored” and how they can unknowingly affect us. You will also find out how one can “erase” those past painful experiences so that one is free to move forward without being tripped up by the past. Learn too, about what can lead some people to become “toxic” personalities and how to identify those traits in others so you won’t be tripped up trusting the wrong person. Our free Meet-ups occur in a safe environment where one can learn, without fear of judgment or criticism, and without the recommendation of harmful mental techniques or therapies, just how YOU can get yourself onto a happier & more successful path: in love & in life. We look forward to having you join us! This class is sponsored by the Dianetics & Scientology Life Improvement Center of Central Ohio.

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

Click Here For More Videos: [https://www.facebook.com/share/r/17vTa7EuwG/](https://www.facebook.com/share/r/17vTa7EuwG/) The Biggest Salsa Night to hit your mid-week is happening at Latin City Wednesdays. Get the feel of the Latin Beat as your hips and feet groove the right way. Viva Dance Columbus (2809 Festival Lane Dublin, OH 43017) 830pm-930pm Cuban Salsa Lessons 930pm-Midnight Open Latin Dance Party 15 With Lesson 10 Just Open Dance Free Parking, No Need to Bring a dance partner, No Sandals Please and Plenty of Space to Move Around.

**✅ Bachata Mondays with Todd Smith!** **👉 Beginner Bachata Class** **$15 In Advance / $20 At the Door** . 7:00 pm – 7:15 pm … Registration 7:15 pm – 8:15 pm … Beginner Class . **👉 Intermediate Bachata Class** **= $15 In Advance / $20 At the Door** . 8:15 pm – 8:30 pm Registration 8:30 pm – 9:30 pm Intermediate Class . **👉 If You Take Both Bachata Classes** **= $25 In Advance / $35 At the Door** . **👉 Buy Advance Tickets Now at:** . https://columbussalsadancing.com/bachata-mondays-dance-class-tickets/