Data Science using Python

Welcome to a vibrant community created for men and women who are ready to connect, explore, and thrive together as friends! This group is all about bringing solo people together in a fun, and welcoming space where new friendships are formed and fresh experiences await. Whether it’s trying out exciting activities or restaurants. Discovering hidden gems in the city, or simply enjoying meaningful conversations. This is a place to step outside your comfort zone and share life’s adventures with like-minded people. Come as you are, leave with new friends, and discover just how fun life can be when we experience it side by side! **About this event:** Midweek social drinks in Pawn Shop on Dame St. A great opportunity to meet different people over a few drinks in one of Dublin's best alternative bars. Have you ever seen the popular Doom Slice pizza splashed all over social media? Well, they are here! They serve their popular Detroit style pizzas in Pawn Shop. So if you're feeling peckish, you can always get a slice of pizza and wash it down with your drink surrounded by the best people all looking to socialise and strike up new friendships. We have the back area of Pawn Shop for our group. When you're at the entrance of the bar, just walk to the back towards the pink lights. That whole area is ours. Alternatively, you can ask the bar people where we are. **Important information:** RSVPs are not a true representation of the number of people attending. Continuous no shows, will be removed from guest lists. Please bring ID in case the doorman ask you for proof of age. Minimum age to attend is 23. You must purchase a drink - alcoholic or non alcoholic before engaging with the group. By joining this event, you accept our T&Cs. Check them out here: Yinyangevents.ie Follow us on Insta: https://www.instagram.com/yinyangevents.ie/

​You already know what OpenClaw is. You've probably starred the repo. Maybe you've spun it up once and hit a wall somewhere around channel config or API keys or "wait, which model am I actually running?" ​That's what this night is for. ## **Register on this link to confirm your RSVP:** [https://giveago.co/register/openclaw](https://giveago.co/register/openclaw) ​This event is brought to you in collaboration with **Give(a)Go** and **AI Collective** — and the team from Jentic who have been running OpenClaw agents in production and building skills on top of it. They'll be in the room to help you through it. Bring your laptop, bring your questions, and by the end of the night you'll have an agent actually running. Talking to you on WhatsApp or Telegram. Doing things. ​**What usually trips people up (and what we'll cover):** * ​Hosting: VPS vs home server, what's actually worth the hassle * ​Channel setup: linking WhatsApp without losing your mind * ​Skills and tools: connecting real APIs so it can actually do stuff * ​Personality and memory: [SOUL.md](https://soul.md/), [MEMORY.md](https://memory.md/), making it yours * ​Model selection: not burning money on every message ​Prep materials go out beforehand. Come ready, or come from zero — both are fine. ​Bring a laptop. That's it. ## **Register on this link to confirm your RSVP:** [https://giveago.co/register/openclaw](https://giveago.co/register/openclaw) **​About Jentic** [Jentic ](https://www.jentic.com/)is the missing layer between your APIs and AI agents. When you deploy agents to production, you hit real walls: fragmented API access, no governance, untested behaviour crashing into live systems. Jentic removes that friction. **Venue Partner** ​​​**[Baseline](https://baseline.community/)**: An independent community and fund for early-stage founders in Ireland. They write €100K first checks to technical founders, backed entirely by private investors. Looking for your first check? these are the people to be in a room with. ​**​Community** **[The AI Collective ](https://www.aicollective.com/)**is a global non-profit building the human layer for the AI era. Uniting 200,000+ leaders, builders, and stakeholders across 100+ chapters worldwide to navigate the rapid acceleration of technological progress ​​**[Give(a)Go](https://giveago.co/)** is a Dublin-based builder community running hands-on technical events for ambitious people who make things. 30+ events. 1,000+ attendees. Partners include PostHog, Langchain, ElevenLabs, HubSpot and Windsurf. One rule: learning by building. ​Follow us on: [LinkedIn](https://linkedin.com/company/giveago) \| [Instagram](https://instagram.com/giveago) \| [Website](https://giveago.co/) \| [GitHub](https://github.com/giveago). ## **Register on this link to confirm your RSVP:** [https://giveago.co/register/openclaw](https://giveago.co/register/openclaw) ## **​Community** **​[Give(a)Go](https://giveago.co/)** is a Dublin-based builder community running hands-on technical events for ambitious people who make things. 30+ events. 1,000+ attendees. Partners include PostHog, Langchain, ElevenLabs, HubSpot and Windsurf. One rule: learning by building. **Follow us on: [LinkedIn](https://linkedin.com/company/giveago) \| [Instagram](https://instagram.com/giveago) \| [Website](https://giveago.co) \| [GitHub](https://github.com/giveago)** ​ *We’ll be taking photos and short video clips throughout the day for recap posts and marketing. By registering, you consent to being included. If you prefer not to appear in any photos or videos, just let one of the hosts know when you arriv*

**An event for Career Builders** Career Lab is back! This event is for anyone looking to get the most out of their working life. If you are looking for work or side hustles, or want to explore new ideas to build up your income and skills, don't miss this event. As well as introducing my new book 'Learn Earn Own', I hope to have a couple of special guests to speak to you. And I will launch a new project. called The Assets Builders, where we make assets together. These interactive sessions I will unveil will use my framework, the Assets Ladder. I want to give everyone a chance to introduce themselves to everyone else. By handing over the mic! Depending on the number of guests, you have approximately 30 seconds to introduce yourself! Then anyone interested can come and talk to you. So be ready with your 'pitch'. This is the suggested format: I AM - Current skills keywords, experience ... I HAVE - Job, time to spare, ideas to share ... I NEED - No. 1 thing you are looking for right now ... Note, if you go over your 30-second time slot, you have to buy everyone there a drink and other disincentives to be announced that evening ;-) So there will be lots of career networking to help you make new connections and friendships. Come along and collaborate with like-minded people who want to help each other succeed. At our events, Conor is available for chats as a 'Career Designer', plus a traditional Career Coach might be available to answer career-related questions for job seekers etc. **Are you ready for the future of work?** Own assets or become obsolete. David Autor, MIT So are you ready for the future of work? How will you design and manage your dream career? To help you prepare, Career Lab events focus on career innovation and collaboration with your peers. **The Organiser** I’m an innovator in digital business for 25 years, including starting and selling a personal brand side hustle called 'Connector'. Recently, I published a book about the Future of Work, introducing the idea of Career Assets, as the Career Ladder is broken. I will have some copies of 'Learn Earn Own' at a special offer price of €10 if you want to get a signed copy. Nowadays, I help ambitious individuals, groups, and organisations build assets with long-term value. Get weekly updates on events and other opportunities by subscribing on my website [[www.conorlyn.ch](http://www.conorlyn.ch/)] **Extras** \- Doors open at 6pm \- Come between 2\-6pm if you want a place to work and chat \- Some volunteers are invited to help out and get some event experience \- Food & drink are available to purchase at the venue **Previous Feedback** "I loved how inclusive, informative, and open the community was. I've been to professional networking events before, and sometimes they tend to get a bit cliquey (when too many senior execs or startup founders are involved), but I was really glad this wasn't like that at all!" Rishmita Aich **Conor's Links** Previous event photos and other handy links like our WhatsApp group - [here](https://linktr.ee/conorlyn.ch) **Free chapter of Learn Earn Own** -> www.conorlyn.ch/p/im-sharing-chapter-1-of-learn-earn **Buy Conor a coffee, or buy his book ;-0** The event takes time to organise, but it is free for you to attend. However, a donation to support these events is welcome here or on the evening. -> [Buy Me A Coffee](http://buymeacoffee.com/conorlyn.ch) -> www.amazon.com/author/conorlynch Thanks! Sponsors are welcome to get in touch.

**Welcome to The Assets Builders.** We are tired of the old story: study hard, get a job, climb the ladder. That ladder is broken, and we want to build our own. We are ambitious, talented, and restless to own more of our work. We believe that the future of work isn't a job. It's a portfolio. It's about not letting your job be your only plan. Jobs are temporary; assets are forever. Jobs pay; assets compound. We aren't just looking to earn a living; we're looking to design a life. We are ambitious, talented, and restless to own more of our work. This isn't just about entrepreneurship. It's about experimentation. It's about shifting from being an employee to an experimenter. We aren't asking you to quit your job. We're asking you to not rely on it. We're asking you to diversify, to build, and to take control. We build business assets and career assets, which are the tangible and intangible resources that grow your value and multiply your options. They include: Your unique skills and know-how. A powerful personal brand. A robust network of connections. A compelling portfolio of your work. Valuable digital content and digital products. We follow the Assets Ladder. We learn more skills. We earn more income. We own more assets. This is the three-step framework that busts the myth that assets are only for the rich. It's a path for anyone who is willing to do the work. This is not just an idea. It's a strategy. Learn Earn Own is our toolkit. We provide the maps, the scorecards, the templates, the AI prompts, and the digital tools you need to build your own Career Assets. By joining The Assets Builders, you will learn to: Design your own future and stop building someone else’s. Own more of your work and stop leaving money on the table. Earn more without working more to become more independent. Create multiple personal career ideas with our practical tools. Create things of value to monetise, including digital tools Collaborate with others with complementary skills and experience We are ready to build something that lasts. We are ready to own our potential. We are The Assets Builders. Join our kick-off at Career Lab in Dublin. **The Organiser** I’m an innovator in digital business for 25 years, including starting and selling a personal brand side hustle called 'Connector'. Recently, I published a book about the Future of Work, introducing the idea of Career Assets, as the Career Ladder is broken. I will have some copies of 'Learn Earn Own' at a special offer price of €10 if you want to get a signed copy. Nowadays, I help ambitious individuals, groups, and organisations build assets with long-term value. Get weekly updates on events and other opportunities by subscribing on my website [[www.conorlyn.ch](http://www.conorlyn.ch/)] **Extras** \- Doors open at 6pm \- Come between 2\-6pm if you want a place to work and chat \- Some volunteers are invited to help out and get some event experience \- Food & drink are available to purchase at the venue **Previous Feedback** "I loved how inclusive, informative, and open the community was. I've been to professional networking events before, and sometimes they tend to get a bit cliquey (when too many senior execs or startup founders are involved), but I was really glad this wasn't like that at all!" Rishmita Aich **Conor's Links** Previous event photos and other handy links like our WhatsApp group - [here](https://linktr.ee/conorlyn.ch) **Free chapter of Learn Earn Own** -> www.conorlyn.ch/p/im-sharing-chapter-1-of-learn-earn **Buy Conor a coffee, or buy his book ;-0** The event takes time to organise, but it is free for you to attend. However, a donation to support these events is welcome here or on the evening. -> [Buy Me A Coffee](http://buymeacoffee.com/conorlyn.ch) -> www.amazon.com/author/conorlynch Thanks! Sponsors are welcome to get in touch.

Join us for zazen (mediation) on Wednesday evening. **Wednesday** is for existing students. Beginners or newcomers to the dojo can arrange an introduction to zazen practice by sending an email. zen.in.ireland@gmail.com **On Wednesday**, students have the opportunity for daisan which is one-to-one with the teacher and gives the opportunity to ask questions in relation to the practise. It is a wonderful **opportunity** to deepen ones understanding and practise of Zen. **Mary Soshin Laheen** is the teacher at Earth+Sky Zen. Recommended donation is €5. We accept donations using the following Paypal link: PayPal.Me/earthskyzen The weekly schedule. Please arrive 10 minutes before start. Monday: 7am Tuesday: 7am Wednesday: 7am Wednesday: 6.15pm Thursday: 7am Sunday: 6.15pm

Pub night to speak Russian. Native and non-native speakers with any level of Russian are all welcome!

🎉 Friday Salsa & Bachata – Weekly Classes + Social Dancing 💃🕺 Looking for a fun way to start your weekend? Join us every Friday for a night of dancing, learning, and great vibes! ✨ What to expect: * Beginner-friendly Salsa & Bachata classes to get you moving * Social dancing after class to practice and enjoy * A relaxed, welcoming atmosphere — no pressure, just fun 👣 No partner or experience needed 😊 Come solo or bring friends — everyone is welcome 📅 When: Every Friday 📍 Where: NYX Christchurch Dublin Exchange street ⏰ Time: 7:30pm-00:30am Whether you’re trying dancing for the first time or already love Latin rhythms, this is the perfect place to meet new people, build confidence, and enjoy your Friday nights. Bring your energy, your smile, and let’s dance! 🎶🔥

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, advance your analytics and programming skills. We recommend bringing a fully charged laptop. Agenda: 10:00 – 10:45 Building an actionable dashboard on short term rentals using Power BI by Henrique Ricardo and Krupa Patel 11:00 – 11:45 Tableau: Transform Your Data into Actionable Insights 11:45 – 12:30 Networking Curious about turning data into beautiful visual stories? Join our PowerBI and Tableau analytics technologies for a friendly, hands-on session perfect for beginners! We’ll guide you step by step—from connecting to your data and creating your first charts, to exploring simple dashboards and interactive visualizations. No prior experience needed—just bring your curiosity and a willingness to learn. You’ll pick up practical tips, see real examples, and leave ready to start creating your own data insights with confidence. 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./)

My name is Aurelie and I'm graduating with an MSc in Artificial Intelligence from the University of Limerick. I run monthly **machine learning** and **deep learning** tutorials in Dublin with a small group of people. \*\*In this tutorial, we will build an end‑to‑end object detection workflow using the **DETR** model from Meta AI, powered by **Hugging Face Transformers** and **PyTorch** based on a Hugging Face tutorial. We will use a small public dataset, walk through data preprocessing, fine‑tuning the model, evaluating performance, and finally running inference on a **new, unseen image** containing a similar object that was not part of the training set. You will receive a Jupyter notebook with clean, reusable code covering every step. No setup required beyond a laptop and a Google account to run everything in Google Colab. **The tutorials are limited to 15 participants and you can reserve your spot either here or by emailing aureliem219@gmail.com. Please make sure to book as soon as possible, as the registration count on Meetup does not guarantee availability.** **For more information about the tutorials:** * The tutorials are interactive and will be conducted using **Jupyter notebooks** on **Google Colaboratory** (a free, cloud-based platform that lets us write and run code directly in the browser). While **Google Colaboratory** is free to use, tasks that require more computational power (such as training deep learning models) may benefit from GPU access. In that case, Google offers a once-off payment for around €10 which can last several months depending on your usage. Some familiarity with **Python** or other programming languages is helpful but not required. Everyone is welcome to join and learn at their own pace. * The tutorial lasts for 1.5 hours. * During the tutorial, I share the Jupyter notebook with participants so they can keep it for future reference. We go through the notebook step by step together and I do my best to answer any questions along the way. * The notebook includes the complete code from data preparation to model training and evaluation. It can be reused or adapted for your own business needs or personal projects * We will be working with a variety of **Python** libraries including **Scikit-learn**, **PyTorch**, **TensorFlow**, **Keras**, **Seaborn**, **Pandas** and **Matplotlib** and the **Hugging Face** framework. These tools will help us explore different machine learning and deep learning techniques using publicly available datasets. * Each tutorial focuses on a different algorithm in depth. Topics covered include **linear regression**, **logistic regression**, **K-means clustering**, **decision trees**, **artificial neural networks (ANNs)**, **convolutional neural networks (CNNs)** for image classification, **object detection** and **natural language processing**. The goal is to break down each technique step by step, making it approachable and practical for real-world applications. This tutorial take place at the **Grafton Hotel, 32 Stephen Street Lower, Dublin 2** (We will be sitting in the lobby in the corner or on the right handside). It will run from **3 pm** to **4.30 pm**. **Grafton Hotel, 32 Stephen Street Lower, Dublin 2** * The tutorials are a high-level practical introduction to machine learning and deep learning and the emphasis on understanding how we process the data , train and evaluate a model with Python. We won't cover the mathematics behind it however some tutorials may have mathematical formulas as part of the algorithm explanation and some tutorials might have more complex data preprocessing as it depends on the datasets and the task we are doing. However the tutorials focus on the practical part! * *Payments need to be made in advance to secure your place and fees are non-refundable unless I need to cancel the event, in this case refunds will be made.*

**Speaker:** Mick Cooney Survival analysis is a statistical method for analyzing the expected duration of time until an event occurs. In this one-hour talk, we will walk through the application of survival analysis to life insurance policy lapses, starting from foundational concepts and moving toward Bayesian modeling approaches using Stan. We will begin by setting the scene with a practical example: the impact of the 2008-2011 credit crisis on Irish life insurance. This provides a backdrop to introduce core survival analysis concepts, including censoring, truncation, survival functions, and hazard functions. Next, we will review classic approaches to modeling survival data. We will cover the non-parametric Kaplan-Meier estimator, discuss standard parametric models, and examine semi-parametric methods like the Cox Proportional Hazards model. The second half of the talk will focus on Bayesian survival analysis. Using R and Stan, we will demonstrate how to construct Bayesian models for time-to-event data. We will step through the process of assessing model fit and discuss strategies for improving model performance, focusing on handling right-censored data and quantifying uncertainty. This session provides an overview for practitioners interested in applying both traditional and Bayesian survival analysis techniques to their own data problems.

**Code Apps**: Leveraging AI to build code-first custom web apps that live natively within the Power Platform **Malachy Keaveny:** Malachy is a D365 Senior Technical Consultant at Codec, where he leads a team of consultants on large scale Power Platform implementations. **Microsoft Fabric:** From ingest-to-insight: End-to-end data engineering, including AI-assisted Power BI reporting. **Sara Boukob:** Sara is a senior Data Engineer at Codec, currently leading the delivery of a data and analytics platform through an Azure Landing Zone and Microsoft Fabric

How do you scale an AI startup from an initial idea to an enterprise-grade solution? Hear from the Snowflake Startup Program team and a cohort of founders who are leveraging Snowflake to transform complex data into intelligent, scalable products **Snowflake for Startups Program** **Ryan Lieber** Ryan Lieber will introduce the Snowflake for Startups Program, which provides several initiatives (e.g.,Startup Package, Startup Program & Cortex REST API) focused on supporting early-stage companies from a financial, technical and co-marketing perspective as they look to build their businesses on top of the Snowflake AI Data Cloud. Learn how the program supports startups with technical enablement, go-to-market guidance, and direct access to Snowflake’s ecosystem to help scale innovative AI and data-driven products. **From Program to Agentic AI: Building Enterprise Context** **Ekai** How do startups move from the Snowflake Startup Program to delivering high-impact AI solutions for major industries? In this session, the leadership team at Ekai will share their journey of building enterprise AI products powered by Snowflake. They will explore how they tackle one of the biggest challenges in AI: Enterprise Context. You’ll learn how Ekai developed an AI Backbone that transforms fragmented enterprise data into intelligent, agentic AI systems, along with the technical and commercial strategy required to scale across industries such as manufacturing and media. **Unlocking the 80%: Turning Unstructured Data into Governed AI Intelligence** **EmergeGen** Enterprise AI doesn’t fail because of the models. It fails because 80% of critical enterprise data - including contracts, PDFs, and emails - remains unstructured, ungoverned, and inaccessible to decision-making systems. In this session, EmergeGen, a Snowflake Native App, will demonstrate how organisations can unlock this hidden intelligence. Using ontology-based reasoning, EmergeGen converts messy unstructured data into governed, analysis-ready intelligence without data leaving the Snowflake environment. **Key Highlights** * Native Integration - Build a governed intelligence layer directly inside the Snowflake Data Cloud * Beyond the LLM - Use ontologies to make AI systems explainable and trustworthy * Real-World Impact - Case studies from MSD Partners (Private Credit) and 101 Logistics **Speakers** Ryan Lieber - Snowflake Startup Program EMEA & AJP Tero - Chief Commercial Officer, Ekai Hussnain - AI Architect, Ekai Allan Beechinor - EmergeGen **Event Schedule** 📍 26 March 18:30 - Ryan Lieber, Snowflake - Introduction to the Snowflake Startup Program 18:45 - Ekai - From Program to Agentic AI 19:10 - EmergeGen - Unlocking the 80%: Unstructured Data to Governed AI **Food & Drinks** Food and drinks will be provided during the event.

This month, we're venturing over to GONG HQ to her two talks from staffers SDE Vanja Tesin, and Senior Engineering Manager Anthony Brady. DETAILS & OFFICIAL BOOKING >>>>> https://ti.to/dublin-java-user-group/264-gong-hq Check your schedule first (it's not cool to not show!) ## **Talk 1:** GONG & Agentic AI Tools Gong built an agentic AI solution called Claude Code to help developers work more effectively across its complex microservice architecture of over 100+ repositories. Using a multi-agent system with specialised rules, skills, and subagents, it automates development tasks and reduces time spent on research and context switching. The result is faster development and better pattern compliance, reducing complex tasks from days to hours. Join Vanja Tesin to discover how. ## **Talk 1:** **Resilience in Microservices** In the distributed landscape of modern backend architecture, the question isn’t if a service will fail, but when. Without robust fault tolerance, a single latent dependency can trigger a cascading failure across an entire ecosystem. Anthony's talk will focus on how Gong overcame some of those challenges and how they are implementing resilience utilising patterns such as Circuit Breakers, Rate Limiters and others to maintain stability and provide graceful degradation even when downstream services are under duress.

**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: Type Annotations with John Cassidy 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

**New 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 topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)

Use this link: https://us02web.zoom.us/j/85031832141?pwd=7Sa7wy8KlHqPhKxYQUl42uCsf8YawO.1 **Opening Talk:** Luisa will demo a sassy AI-powered plant built in FastAPI using GPT-4o to explore personality, dialogue design, and human-AI interaction. **Main Talk:** What about using certain CLIs puts a smile on your face and gets you telling all your friends and colleagues about it? The Unix philosophy emphasizes simplicity, modularity, and the idea that programs should do one thing well and work together. However, CLI programs are primarily used by humans. Programs that you actually enjoy using can achieve both of these aims of composability and human-centeredness. This talk explores what makes CLIs great: fast, trusted, and delightful. Through real-world examples from modern tools like uv, cargo, ripgrep, and GitHub CLI, you'll learn the design patterns that separate good CLIs from great ones. Whether you're building package managers, creating developer tools, or just curious why modern CLIs feel so much better, you'll leave with a practical checklist of techniques to apply to any CLI tool you build. **Agenda:** 7:00pm - Opening announcements 7:10pm - Opening Topic - Build an AI-powered, Sassy Speaking Plant 7:25pm - Main Topic - Designing Delightful CLIs with Python 7:50pm - Q&A

Builders, creators, architects, admins, consultants - come one, come all. This one's for you. We're bringing a little friendly competition to the Columbus ServiceNow community while highlighting the cool things people have built on the platform. Five presenters will take the stage to showcase something they've built, solved, designed, or imagined on the ServiceNow platform - and a panel of judges (plus YOU, our amazing audience) will score them live. So basically, America's Got Talent but make it ServiceNow's Got Talent. Bring a notepad if you'd like 'cause you'll definitely be learning something new. Each presenter gets 10 minutes max to wow the crowd with: • A demo • A real-world business solution • A bold idea • A UX transformation • Or a creative use of the platform Judging Criteria: 🏆 Business Value 🚀 Innovation ✨ User Experience This event is about celebrating ideas, sharing knowledge, and showing how ServiceNow can drive both business impact and meaningful user value. Come learn. Come support. Come get inspired. Refreshments and bites will be provided. And maybe next time… you’ll be on stage.

**First meetup of the Columbus AI Engineering group.** We’ll kick things off with a practical, beginner-friendly discussion on: **How LLMs like ChatGPT actually work — and how to build real applications with them.** We’ll cover: * what’s actually happening under the hood (at a high level) * why LLMs behave the way they do (hallucinations, prompt sensitivity, etc.) * how people are building real systems with them today * where things break in practice This will be a **short, informal talk (\~15–20 min)** followed by open discussion and Q&A. Whether you’re an engineer, builder, or just curious about how modern AI systems work, you’re welcome to join. No slides, no fluff — just real conversation about real systems. We’ll hang out afterward and get to know each other.

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 **Abstract** Web Forms gave .NET developers a powerful abstraction for building reusable UI controls long before design systems were a thing. Web Components finally bring that same idea to the browser natively. This session explores how the Web Forms mindset translates into Custom Elements, Shadow DOM, and HTML templates. We’ll examine how Web Components enable design systems that work across frameworks, how they differ from server‑driven controls, and why they’re becoming a foundational layer for modern UI. Whether you’re maintaining legacy apps or building greenfield projects, you’ll leave with a practical understanding of how to apply familiar patterns in a modern, standards‑based way. **YouTube Link** TBA