Software Modeling

**The Talbot Room at the George Inn** The George provides the room free of charge (they are awesome), and we encourage you to purchase drinks (and food – the burgers are great!). As it’s a pub and not a picnic area, please don’t consume your own food and drink there. We usually meet in the Talbot room which is on the top floor on the left hand side of the pub as viewed from the courtyard. If lost please send a message here shortly before the meeting starts. **We are sorry to say that there is no step-free access to the Talbot room, and it is at the end of three flights of stairs.** **Format** We start at 7pm and run until 9pm. We hear approximately six readings of 10 minutes (\~2000 words), then discuss the piece for 10 minutes. Email your work to: london60transmitter@emailitin.com as an attachment (It must be an attachment). A link for access to googledocs will be given at the start of each session to enable people to read along, which in turn enables more considered feedback. Work submitted will be automatically deleted after 10 days. We decide on readers/pieces at the beginning of each session. **Safe and respectful space** The group is run by volunteers, and we don’t have the capacity to read submitted work in advance. If there is anything in your work that might distress or disturb some readers, for example concerning any kind of abuse, please give a trigger warning before you read. Be specific and concise. If it becomes apparent during a reading that a piece is inappropriate, the moderator will stop the reading. In discussing others’ work, please be mindful of how you express yourself and do not use discriminatory language, even if such language features in the piece.

HELLO HELLO!! We'll be at the The Sun on * THIS MONDAY *! 🥳 🌟 We'll have another WONDERFUL model for you this evening! *ALL LEVELS WELCOME!* ¸¸.•*¨*•♫¸¸.•*¨*•♫¸¸.•*¨*•♫¸¸.•*¨*•♫¸¸.•*¨*•♫¸¸.•*¨*•♫¸¸.•\* Let's get together for some drawing and a glass of wine!! Camberwell Life Drawing is a group for anyone that want to spend a lovely and chilled evening creating some art in a relaxed, friendly and bohemian atmosphere. Untutored life drawing classes, every Monday evening in Camberwell at The Sun of Camberwell (on Coldharbour Lane) from 7pm to 9pm. https://secure.meetupstatic.com/photos/event/a/5/8/a/event_464082378.jpeg **£14 per session** (Cash or Card) *Some materials will be provided but please feel free to bring your own too!* RSVP or drop-in on the night Latecomers are very welcome, too. * **WE HAVE LIMITED SPACE SO COME EARLY TO AVOID DISAPPOINTMENT\*** ***WHY US?*** * Untutored * Cozy room with beautiful lighting and Bohemian looking venue * Relaxed, friendly atmosphere and cool people! * All abilities welcome!! Don't be shy!! * A glass of wine/beer for the interval & pub for a post-session wind down chat and possibly another drink. * Background soft music Like us on Facebook for more informations! https://www.facebook.com/camberwellifedrawing

Chocolate

**Life Drawing Sessions – Mondays \| 7:30–9:30pm** **Every 1st and 3rd of the month at Leytonstone Social Club (Ex-servicemen’s Club)** E.G 4/05 & 18/05 1/06 & 15/06 6/07 & 20/07 etc. I very nearly cancelled this session—bank holidays have a way of rearranging one’s best intentions—but in the end, I thought better of it. So instead, I’m taking a small gamble: that you might like to round off your weekend in rather more rewarding fashion, in the company of the ever-captivating Nifah. Her poses, as always, are the very embodiment of elegance and beauty, and an absolute pleasure to draw. If that sounds like a fitting close to your holiday, I’d be delighted to see you there.timing: 3x3min, 3x5min, 12min, 15min 12min break 45min **What’s included:** • Drawing materials and paper • A calm atmosphere with background music • Optional guidance and support • A different model each session • A welcoming, sociable vibe **Price: £15 per session** You can pay cash or via this PayPal link: * http//[paypal.me/CreativeLifeDrawing](http://paypal.me/CreativeLifeDrawing) * enter £15 * use your name and the session date as reference * choose”pay friends and family members” You can also book via this meet up- site but it will add additional transaction fees.approx.£2.40 If you prefer a different weekday and timing for your poses Find out about our Wednesday session here we run also in Leytonstone weekly at -THE OLD CROWN \*\*[https://www.meetup.com/leytonstone-life-drawing/**](https://www.meetup.com/leytonstone-life-drawing/**) Join our friendly and relaxed life drawing group for an evening of creativity and connection. Whether you’re a total beginner or an experienced artist, all levels are welcome! With a longer pose at the end of each session, it is perfect for practicing detailed drawing, shading techniques, anatomical accuracy, or simply sketching from different viewpoints. Each session features a different professional model. **Any questions?** Feel free to get in touch: Jennifer Wolf CreativeLifeDrawing [j_wolfmail@yahoo.com](mailto:j_wolfmail@yahoo.com)

A bank holiday Mon afternoon of art and socialising. **\* Please buy your ticket [HERE](https://shop.tate.org.uk/ticket/time?prid=368099-20260504) before signing up to the event \*** Set against the backdrop of cultural and artistic rebellion, *Nigerian Modernism* celebrates the achievements of Nigerian artists working before and after the decade of national independence from British colonial rule in 1960. The exhibition tells the story of artistic networks which spanned Zaria, Ibadan, Lagos and Enugu, as well as London, Munich and Paris. Through groups like the Zaria Art Society and Mbari Artists' and Writers' Club, they fused Nigerian, African and European techniques and traditions to create vibrant, multidimensional works. Explore a diverse range of paintings, sculpture, textiles and poetry from over 50 artists including Uzo Egonu, El Anatsui, Ladi Kwali and Ben Enwonwu MBE. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **TICKETS & TIMES** Full price tickets are £20 (Free for members, 50% off with art pass, 75% off aged 25 & below), and can be booked here: https://shop.tate.org.uk/ticket/time?prid=368099-20260504 Please select the 15:00 slot if tickets are still available, else 14:45 or 15:15. After the exhibition we'll head for a drink nearby.

**Viendrez-vous assister à notre réunion Toastmasters?** Nous nous rencontrons "en mode Hybride" au coeur de Londres et tout le temps "en distanciel". Eh oui, que vous soyez basé.e au Royaume-Uni, au Maroc, aux Etats-Unis ou encore en France pour ne citer que quelques lieux, vous pouvez rejoindre notre cohorte internationale de francophiles et francophones "en ligne" via ZOOM :) 👀 REJOIGNEZ-NOUS !! Au programme de la soirée, vous aurez : * **des discours préparés** de 5 à 7 min délivrés par les membres de notre club Experience French Toastmasters, * **des évaluations,** * **des discours improvisés** de 1 à 2 min sur un sujet dévoilé le soir même, * **du feedback pour tout le monde :)** émanant des participants et également du grammairien, du gardien du temps et de l'évaluateur général. *(Note: It is all about **speaking and practising**, communication and leadership. We learn by speaking in front of an audience, taking on roles, getting feedback, and improving. We do recommend our club to people who are already fluent in French and in English.* *We LEARN by SPEAKING in FRONT of PEOPLE, TAKING ON ROLES, GETTING FEEDBACK, and IMPROVING.* Vous pouvez assister à quelques unes de nos réunions en tant qu'invité, avant de vous engager... C'est gratuit ! Ensuite, quand vous nous rejoignez **en tant que Membre**, vous suivez le programme éducatif Pathways de Toastmasters International. Venez prendre une part active dans le déroulement de nos réunions et le club. Venez vous amuser avec nous ! **Rejoignez le Club :)** **Nos frais d'adhésion sont extrêmement abordables.** C'est clairement une occasion à ne pas manquer ! Au plaisir de vous accueillir au club, A très bientôt :)

*📌**Description*** Agentic AI isn’t about replacing engineers — it’s about reshaping how work flows through the SDLC. We’ll explore new interaction patterns, boundaries, and responsibilities in AI-native delivery. 🔍 ***Key topics*** •Agentic AI • SDLC **⏲️ *Agenda*** 6:00 Pizza and drinks 6:30 Welcome 6:45 Talk 7:30 Q&A 7:45 Networking and Pizzas! 🍕 8:30 Wrap up & See you at the next Meetup! **🎙️*Speaker*** Giulio Roggero CTO @ Mia-Platform 25 years of experience in software engineering, serial entrepreneur with more than 10 business initiatives launched, today is co-founder and CTO at Mia-Platform, the Internal Developer Platform named by Gartner Cool Vendor for Software Engineering Technologies and in the Cloud Application Platforms Magic Quadrant. Principal focus: cloud native, platform engineering, data fabric and omnichannel experience. He likes to paint Blood Bowl miniatures, construct Lego, build and drive RC Cars and learn piano. 📍**Location:** – London Bridge Hive, 8 Holyrood Street, SE1 2EL London

Dancer Olia is an exciting new model for our group. Link to Olia's Instagram [@olia.p.o](https://www.instagram.com/olia.p.o/) The session is held in the TRA Community Hall, Ground Floor, Simla House, Weston Street, SE1 3RL. All abilities are welcome to draw and meet likeminded people. Two hours of active dynamic poses from 2 to 25 minutes. £12.00 for the session. The group is run on a drop-in basis. Pay on the night. Cash or card. Artists are advised to bring their own materials although a small amount will be available for emergency use. I think that is everything but message me if you have any queries. Kind regards, Cliff

May Edition ✨✨! We will be at Kraken Tech (Octopus Energy Group), London office! (in-person only event, no streaming) **Talks:** **Django's GeneratedField by example — Paolo Melchiorre** Learn how to use Django 5.0's GeneratedField through practical examples. This field lets the database compute values automatically based on other fields in your model — a powerful feature that's easy to underuse. Paolo will walk through real-world use cases to show where it fits and how to make the most of it. Paolo Melchiorre is a Python backend developer, Django contributor, and Python Software Foundation Fellow. He serves on the Django Software Foundation board, co-organises PyCon Italia, and is a coach for Django Girls and a navigator for the Djangonaut Space mentorship programme. *** **Django in the Lab: how web development is reshaping behavioural research — Andy Woods** Off-the-shelf platforms can't always keep up with the complexity of academic research. Andy has been using Django since version 1.11 to build tools that can — from coordinating live location-based VR studies to running inclusive diary studies via WhatsApp and auditing immersive experiences for accessibility. He'll share where Django works especially well in academic settings, what surprised him along the way, and why this moment feels like a real opportunity for the Django community. Andy Woods is a Senior Research Engineer-Psychologist at CoSTAR & StoryFutures, Royal Holloway, University of London, and a Django Software Foundation Individual Member. **Want to share your Django or Python knowledge?** We’d love to feature your talk! Just fill out our [Speaker form ](https://tinyurl.com/django-london-speaker-form) to propose a talk! **Agenda:** • 6:15pm Doors open, socialising • 6:30pm Food and drinks offered by our sponsor • 7:00pm Doors close \*\* • 7:15pm Introduction, News, Talks • 8:30pm Socialising • 9:30pm Fin **Please make sure to arrive between 6:15 PM and 6:55 PM**. If you arrive earlier than 6:15 PM or later than 6:55 PM, you can take a seat in the seating area located in the downstairs reception. **Please note that we cannot accommodate arrivals after 7:15 PM.** Our meetups are governed by a [Code of Conduct](https://www.djangolondon.com/code-of-conduct/). Please take a few minutes to read it. This meetup is sponsored by: • [Kraken Tech (Octopus Energy Group)](Octopus%20Energy%20Group): "Kraken is a revolutionary energy tech platform built with predominantly Python & Django. We Serve 54 million households worldwide and have 38GW of contracted capacity." • [JetBrains](https://www.jetbrains.com/): "We make professional software development a more productive and enjoyable experience." Website: [https://djangolondon.com](https://djangolondon.com/) BlueSky: [@djangolondon.com](https://bsky.app/profile/djangolondon.com) Github: [github.com/djangolondon](https://github.com/djangolondon/) Open Collective: [opencollective.com/the-london-django-meetup-group](https://opencollective.com/the-london-django-meetup-group/)

Hi folks! Welcome to our May Cloud Native London meetup! Join us to hear from our three great speakers and network with your fellow techies over pizza and drinks, or alternatively chat and following along on Youtube or LinkedIn! 6:00 Pizza and drinks 6:30 Welcome 6:45 The End of Handoffs: Build, Run, Own in One Flow (Alberto Pose, Pulumi) 7:15 You Can’t Patch Fast Enough: What AI-Driven Attacks Mean (Idan Elor, Oligo Security) 7:45 Break 8:00 From Zero to HyperPod: Distributed Model Training on AWS (Anton Nazaruk, Cloud Combinator) 8:30 Wrap up See you there! Cheryl (@oicheryl) **The End of Handoffs: Build, Run, Own in One Flow (Alberto Pose, Pulumi)** AI is changing the shape of team structures. A similar shift to the one that brought dev and ops together into DevOps is now happening as product must also meet the accountability bar. At the same time, tooling has not caught up with "throwing it to Claude/Codex". Engineers are confronted with a choice: trust code and actions they do not fully understand, or... move too slowly. Are these problems fundamentally new, or are there lessons we can draw from the past to adapt and think about what comes next? *Alberto Pose is a software engineer with a soft spot for developer tooling and infrastructure. He is currently part of the team managing the CI/CD pipelines for Pulumi's open source projects. Before this, he spent nearly ten years at Prime Video and AWS. A major highlight of his time there was helping bootstrap the living room device automation team, taking it from a small group effort to a 30 person organisation that brought full automation to millions of streaming devices worldwide.* **You Can’t Patch Fast Enough: What AI-Driven Attacks Mean (Idan Elor, Oligo Security)** Anthropic’s Project Glasswing announcement put the industry on notice. AI has fundamentally changed the threat landscape and the risks facing organizations, and it’s happening faster than most security models can adapt. AI-assisted attackers can now discover vulnerabilities, generate exploits, and launch attacks at rates never seen before, collapsing the window between disclosure and exploitation. In this environment, patching alone is no longer enough. For cloud-native applications, where systems are dynamic and constantly evolving, this creates a new challenge: how do you stay protected when you can’t fix vulnerabilities fast enough? This talk explores how the attacker model is shifting in the AI era, why traditional approaches are breaking down, and what it means to move from vulnerability-based security to real-time protection at runtime. We’ll cover how focusing on exploit techniques enables teams to stop attacks as they happen, including zero-days. *Idan Elor is Field CTO at Oligo Security, where he partners with large enterprises to solve complex application and cloud security challenges. He most recently served as Director of Solution Engineering & Tech-Alliances at Apiiro, where he empowered enterprises to secure their software supply chains. With over a decade of experience spanning application security, DevSecOps, and mobile security, Idan has also held leadership positions at companies like Snyk, Symantec, and HP. His unique background combines deep hands-on technical expertise. A passionate advocate for bridging the gap between security and development teams, Idan is known for his ability to translate complex security concepts into actionable strategies that organizations can actually implement.* **From Zero to HyperPod: Distributed Model Training on AWS (Anton Nazaruk, Cloud Combinator)** You've got a model that works. You just need more GPUs. How hard can it be? That's where the pain starts. GPU availability, infrastructure complexity, and cost are the three blockers that trip up even experienced teams when scaling from single-GPU training to serious distributed workloads. This talk is a practical walkthrough of how to set up distributed model training on AWS - covering the capacity options (On-Demand, Spot, Capacity Blocks, SageMaker Training Plans), when to use each, and a repeatable infrastructure blueprint for compute, networking, storage, and observability. I'll demo provisioning a HyperPod cluster and running a distributed training job with automatic failure recovery, and share the cost levers that matter at scale. Whether you're a platform engineer supporting ML teams or an ML engineer tired of fighting infrastructure, you'll leave with a decision framework and a blueprint you can implement. *Anton Nazaruk is CTO at Cloud Combinator, where he helps companies run GPU workloads on AWS - from early-stage startups to larger organisations doing distributed training at scale. He focuses on making ML infrastructure repeatable, resilient, and cost-efficient.* *LinkedIn: linkedin.com/in/anton-nazaruk* *Check out [https://www.oicheryl.com/cloudnativelondon](https://www.oicheryl.com/cloudnativelondon) if you're interested in speaking or sponsoring.*

**Venue:** Riverbank House, 2 Swan Ln, London EC4R 3AD **Please note:** 1\. 🚨🚨🚨 A valid photo ID is required by building security\. 🚨🚨🚨 2\. This event follows the [NumFOCUS Code of Conduct](https://numfocus.org/code-of-conduct). Please familiarise yourself with it before attending. If your RSVP status says "You're going" you will be able to get in. No need to show your RSVP confirmation when signing in. If you can no longer make it, please unRSVP as soon as possible. **Code of Conduct:** This event follows the NumFOCUS Code of Conduct. Please get in touch with the organisers with any questions or concerns. As always, there will be free food and drinks, generously provided by our host, Man Group. **Main Talks** 1. [Robin Linacre](https://www.linkedin.com/in/robinlinacre/) - **Rapid deduplication and fuzzy matching of large datasets using Splink** This talk introduces Splink, a free and open source Python library for probabilistic record linkage and deduplication at scale. I’ll explain the core ideas behind the approach, show how it can be used in practice, and reflect on the opportunities of building open source tools from within the public sector. Data deduplication is a common data quality challenge: it arises whenever multiple records are collected about the same person, organisation, or entity without a shared unique identifier. This talk will introduce the core ideas behind probabilistic record linkage and show how Splink, a free and open source Python library developed at the UK Ministry of Justice, can be used to link and deduplicate large datasets quickly and accurately. I’ll cover the practical steps involved in training linkage models, using unsupervised learning, improving performance and accuracy, and visualising results and diagnostics. I’ll also touch on what it has been like to build and maintain open source tooling from within the UK public sector, and the opportunities this creates for solving problems at citizen scale. The talk is aimed at people with basic experience working with tabular data in Python, and assumes no prior knowledge of record linkage. 2. [Filip Makraduli](https://www.linkedin.com/in/filipmakraduli/) - **Small Model Inference Infrastructure: Lessons Beyond vLLM** Embedding models are evolving rapidly, from dense-only architectures, to hybrid dense+sparse (BGE-M3), multi-vector late interaction (ColBERT), and vision-language models (ColQwen2, SigLIP). Yet while LLM serving infrastructure is well-established (vLLM, SGLang), small model deployment still relies on inefficient single-model containers or custom-built systems. Production teams face a dilemma: deploy dozens of single-model containers with 5-10% GPU utilization, or invest months building complex multi-model infrastructure. This talk explains some of the key concepts of embedding inference and how it is different to LLM inference. 3. [Ian Ozsvald](https://www.linkedin.com/in/ianozsvald/) - **Build your own LLM, Live, with MicroGPT** Andrej Karpathy's MicroGPT is a single file no dependency mini GPT, you can run it live with me. We'll talk about how GPT works, we'll look at the code, we'll reflect on the Torch-based nanoGPT "big brother" and you'll end the talk with stronger intuitions about how our next best token guessing overlords are working. Plus you'll have a mini GPT running on your laptop in 200 lines of Python. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Logistics** * Doors open at **6.30 pm** (get there early as you'll need to sign in with building security). * Talks start at **7:00 pm**, with drinks afterwards from **9:00 pm** at The Banker (EC4). We have reduced capacity for this event, but there will be plenty of people to discuss data science questions with. Please unRSVP in good time if you realise you can't make it. We're limited by building security on the number of attendees, so please free up your place for your fellow community members. If you want me to trim lightning talks down to two or shorten any abstracts, say which ones.

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

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

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

**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

**TBA**

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.