Verilog

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

**Dumpling Masterclass: A Unique & Unforgettable Hands-On Dining Experience** Step into your personal cooking station, don your apron, and get ready for a culinary adventure. Guided by expert chefs, you’ll create four distinct types of dumplings, each with a unique filling inspired by the best of Asian cuisine: savory Korean dumplings, delicate Hong Kong Siu Mai, and classic Chinese boiled dumplings. Whether you love savory fillings or prefer vegetarian-friendly options, each creation will transport your senses straight to Asia. After crafting your dumplings, you’ll enjoy them in a relaxed setting with a curated Asian-inspired meal. Savor signature dishes like kimchi, crispy okonomiyaki, and savory scallion pancakes, complemented by the finest Japanese beer—a visual and flavor feast. And here’s the surprise: one lucky participant will win a special gift to take home!!! This experience is perfect for a date night, a celebration, or a memorable day with loved ones. It’s not just cooking; it’s about creating lasting memories in an intimate, elegant setting. **Excited to join this incredible dumpling experience? 🥟✨** 🎟️ Spots are filling up fast—**reserve your spot now and don’t miss out!** 👉 https://www.eventbrite.com/e/dumpling-rolling-masterclass-tickets-1030947219887?aff=Meetup ⚠️ *Please note: RSVP on Meetup **does NOT** guarantee your spot. Only those with tickets will be admitted!*

Hi All, We are excited to invite you to another informative and coding session on Saturday morning. Come network with data enthusiasts, share ideas, projects, and advance your programming skills. We recommend bringing a fully charged laptop. Agenda: 10:00 – 10:40 Add Apache Spark to your data manipulation by Mark O’Dowd 11:00 – 11:40 Building End-to-End Data Pipelines by Roman Golovnya 11:50 – 12:30 Projects & Networking Let Roman Golovnya know if you're interested in hosting the next event or presenting at future meetups. You can contact him via meetup messages or email [roman.golovnya@gmail.com.](http://roman.golovnya@gmail.com./)

Hi all, arranging another meeting up to try and get more people involved in the group. It was great to meet everyone the first time around. Hope to see you there.

**Craft Night has returned to Tog!** *From 6.30 pm to 8.30 pm every second Sunday, drop by and join in.* Whether you make the yarn itself (we love spinners!) or noodle about with e-textiles and blinky quilts, you will be very welcome. If you haven’t been to Craft Night before, it’s mainly people working on portable crafts like yarn-based and textile projects, jewellery and paper crafts. Feel free to bring your current WIP (Work In Progress). We’ll take over the common area with crafting and conversation. We might even try to bring a group Craft Night project to Dublin Maker (it’s been a while!). You’ll find the nights on [our calendar](https://www.tog.ie/calendar/), so you don’t need to remember which every other Sunday it is. Newcomers to Tog are more than welcome to join us. See you there!

You’re invited to experience chanting HU, contemplative time, and spiritual conversation with others of like heart. HU is a sacred sound and ancient mantra. It is an ancient name for God that has been sung for thousands of years in many lands for spiritual unfoldment. HU can uplift people of any religion, culture, or walk of life. All are welcome! This is a hybrid event, in-person and online. It will take place in the ECK Centre, 4 Lower Mount Street, Dublin 2, D02 AX96, Ireland, and on Zoom. **To join the in-person meeting**, please come along to the ECK Centre a few minutes before the start time. **To join online via Zoom**, please click the **[LINK TO REGISTER](https://us02web.zoom.us/meeting/register/tZcldOmsrTMuH9Mi8_j2EuzfjB33kbHnpxnf)**[ ](https://us02web.zoom.us/meeting/register/tZcldOmsrTMuH9Mi8_j2EuzfjB33kbHnpxnf) [https://us02web.zoom.us/meeting/register/tZcldOmsrTMuH9Mi8_j2EuzfjB33kbHnpxnf](https://us02web.zoom.us/meeting/register/tZcldOmsrTMuH9Mi8_j2EuzfjB33kbHnpxnf)[ ](https://us02web.zoom.us/meeting/register/tZAsd-ygqD0pEtz_ArkglopMTKMRaOqirMeA). After registering you will receive a confirmation email containing information about joining the meeting. Experience some of the many benefits of HU: • Inner peace and calm • Divine love • Expanded awareness • Spiritual self-discovery and growth • Healing of the heart This free event will include: • A short reading or quote • HU Chant (for 15 to 20 minutes) • A few minutes contemplative time • Spiritual Conversation “Welcome to the worlds of HU, an ancient, universal name for God. This sacred word can spiritually uplift people of any religion or walk of life. It is freely given—a gift beyond measure. . . Love is love. And you are that. HU is the Sound of Soul.” * Harold Klemp, “The Sound of Soul,” p. 1 Please RSVP This is a hybrid event, in-person and online. It will take place in the ECK Centre, 4 Lower Mount Street, Dublin 2, D02 AX96, and on Zoom. **[LINK TO REGISTER](https://us02web.zoom.us/meeting/register/tZcldOmsrTMuH9Mi8_j2EuzfjB33kbHnpxnf)**[ ](https://us02web.zoom.us/meeting/register/tZcldOmsrTMuH9Mi8_j2EuzfjB33kbHnpxnf) [https://us02web.zoom.us/meeting/register/tZcldOmsrTMuH9Mi8_j2EuzfjB33kbHnpxnf](https://us02web.zoom.us/meeting/register/tZcldOmsrTMuH9Mi8_j2EuzfjB33kbHnpxnf)[ ](https://us02web.zoom.us/meeting/register/tZAsd-ygqD0pEtz_ArkglopMTKMRaOqirMeA). After registering you will receive a confirmation email containing information about joining the meeting.

**Price:** **€17 total** **How to Book:** **€5** deposit send to book your spot via Revolut \[📍HERE\]\(Hey\! You can send me money on Revolut by following this link: revolut\.me/mujdeatici\) ➡️ **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)

**[FOLLOW OUR LIVE LOCATION HERE!](https://chat.whatsapp.com/L8IcUuQzHVVLGaoUZ8ONRt)** **✨ Dynamic Conversations** Enjoy small-group conversations (2–3 people per blanket) at dedicated language blankets. There will always be **English-only blankets**, and every attendee rotates through these blankets during the **first and last rotation**. **🏷️ Language Stickers on Arrival** As soon as you arrive, you’ll receive: • **Native language stickers** (with flags + “native”) • **Practicing language stickers** (with flags + “practicing”) You may choose multiple practicing languages. These stickers help you join the right tables and connect with people who match your goals. **🔄 Rotations Every 30 Minutes** Every 30 minutes, the organizer rearranges groups based on preferred languages. We aim for **bilingual tables**, ideally with at least one native or advanced speaker. If no native speakers are available, we can still create a blanket as long as **two people want to practice the same language**. **🌍 Popular Languages** English, Spanish, French, German, Portuguese, Italian, and any other language requested by at least two attendees. **📈 All Levels Welcome** Beginner or advanced—everyone is welcome. The only requirement is enthusiasm and willingness to communicate. **🃏 Complimentary Snacks** Enjoy complimentary **Pringles around 8:00 PM**. **💸 Pay-as-you-go (Cash / Card)** • €6 General Admission • €5 Students • €4 per person when you bring friends **⭐ Loyalty Card (Automatically Activated)** Attend **4 Language Exchanges or International Meetups**, and your **5th event is FREE**. **💳 [Membership Options (Save € & unlock perks)](https://buymeacoffee.com/newindublin)** **🟡 Regular Membership (€12/mo)** ✔ Free: Singles, Language Exchange, International Meetup ✔ –50%: Quizzes, Big Singles, Theme Party, Cultural Mix, Social Games, Music Challenge ✔ Extra perks **🔵 Theme Membership (€15/mo)** ✔ Free: Quizzes, Big Singles, Theme Party, Cultural Mix, Social Games, Music Challenge ✔ –50%: Singles, Language Exchange, International Meetup ✔ Extra Perks **🟣 Complete Membership (€20/mo)** ✔ Free access to ALL events ✔ Extra Perks **📱 Stay Connected** 🔗 **[Linktree](https://linktr.ee/newindublin)**[ ](https://linktr.ee/newindublin)– full weekly calendar 💬 **[WhatsApp](https://chat.whatsapp.com/L8IcUuQzHVVLGaoUZ8ONRt)**[ ](https://chat.whatsapp.com/L8IcUuQzHVVLGaoUZ8ONRt)– reminders & updates 📘 **[Facebook](https://www.facebook.com/newindublinmeetup)**[ ](https://www.facebook.com/newindublinmeetup)– photos & highlights 📸 **[Instagram](https://www.instagram.com/newindublinmeetups/)**[ ](https://www.instagram.com/newindublinmeetups/)– stories & behind-the-scenes 🌐 **[Website](https://newindublin.net/)**[ ](https://newindublin.net/)– all information about our events **🎉 Join Us!** A fun, relaxed evening full of languages, new people, and confidence-building conversations. **RSVP now! 🚀**

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.

**The most exciting night for singles in Dublin — high-energy, social, and unforgettable.** **[GET YOUR TICKET HERE!](https://www.eventbrite.com/e/big-social-singles-meetup-tickets-1988182772192?aff=oddtdtcreator)** **🔥 What Is Big Social Singles Meetup?** This is NOT speed dating — it’s a vibrant, modern way to meet people through **fast-paced group challenges**, clever prompts and playful interactions. Expect a buzzing atmosphere, smooth rotations, and the perfect mix of fun, spontaneity and chemistry. Designed for people who want a bigger, fresher and more dynamic social night out in Dublin. **🎯 What to Expect** * **6 interactive activities** (ice-breakers, missions, challenges and surprise tasks) * Constant group rotations so you meet plenty of people * Creative prompts instead of awkward small talk * A fun, international crowd in their 20s–40s * **Drink tokens** for winners and standout players Everything is designed to make meeting new people feel natural, energetic and genuinely enjoyable. **🎁 Rewards & Mini-Prizes** Each activity has its own mini prize — usually a **drink token** or small treat — for the most engaged groups or standout players. It keeps the night lively, competitive and extra fun. **🌍 A Social, International Atmosphere** Expect a friendly, diverse group of people who come ready to talk, laugh and enjoy a memorable night out. The guided structure makes it easy to connect, even if you come alone or tend to be shy at first. **🎟️ Balanced Numbers & Better Early Prices** We manage the gender balance throughout all releases so the experience works for everyone. Early releases always offer the best value — once they’re gone, they’re gone. **💳 [Membership Options (Save € & unlock perks)](https://buymeacoffee.com/newindublin)** **🟡 Regular Membership (€12/mo)** ✔ Free: Singles, Language Exchange, International Meetup ✔ –50%: Quizzes, Big Singles, Theme Party, Cultural Mix, Social Games, Music Challenge ✔ Extra perks **🔵 Theme Membership (€15/mo)** ✔ Free: Quizzes, Big Singles, Theme Party, Cultural Mix, Social Games, Music Challenge ✔ –50%: Singles, Language Exchange, International Meetup ✔ Extra Perks **🟣 Complete Membership (€20/mo)** ✔ Free access to ALL events ✔ Extra Perks **📱 Stay Connected** 🔗 **[Linktree](https://linktr.ee/newindublin)**[ ](https://linktr.ee/newindublin)– full weekly calendar 💬 **[WhatsApp](https://chat.whatsapp.com/L8IcUuQzHVVLGaoUZ8ONRt)**[ ](https://chat.whatsapp.com/L8IcUuQzHVVLGaoUZ8ONRt)– reminders & updates 📘 **[Facebook](https://www.facebook.com/newindublinmeetup)**[ ](https://www.facebook.com/newindublinmeetup)– photos & highlights 📸 **[Instagram](https://www.instagram.com/newindublinmeetups/)**[ ](https://www.instagram.com/newindublinmeetups/)– stories & behind-the-scenes 🌐 **[Website](https://newindublin.net/)**[ ](https://newindublin.net/)– all information about our events **🎉 Join the Experience** No pressure. No awkward silences. Just games, great vibes… and the chance to meet someone special (or many amazing friends). We can’t wait to see you! ❤️

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.

Happy Birthday to all June birthday people! I put this on the schedule because it's my birthday month, and this is my favorite place; it's also Dave Koczur's (MAFIA meetup leader) birthday on June 8; if you who are reading this have a June birthday as well, tell us in the Comments! For anyone off work or with a flexible schedule, come to Pistachio Vera in German Village for a tea and pastry. We will try to get a table outside. If convenient, you could put a fold up chair in your car in case we can all sit outside but we run out of chairs. https://www.pistaciavera.com/

We have moved to guild.host. Look us up there. https://guild.host/events/buckeye-cocoaheads-rcavwd

We meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able! Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

Do you want more motivation and confidence to build Lasting Relationships? 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. Are you 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. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This class is held at the Dianetics and Scientology Life Improvement Center.

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\.