BioInformatics

Hiya Women in UX! We’re so excited to host our next informal networking drinks of this year, on 12 May! Join us to talk about all things UX design, research, content and... probably AI, let's be honest. 📍We'll meet at Two Floors on Kingly street, right next to Cahoots. When in doubt, ask for Andrea. 🌟If there are no more available spots left here, you can also RSVP ON [EVENTBRITE](https://www.eventbrite.co.uk/e/women-in-ux-may-informal-networking-drinks-tickets-1986946270783?aff=oddtdtcreator). Spaces are limited so book sooner rather than later as it's first come first served. 🍸 Please note that this event isn’t sponsored, so any drinks you order will need to be paid for at the bar. 💌 Stay connected with us by following our [LinkedIn](http://linkedin.com/company/women-in-ux). See you there xx Women in UX

uSwitch is located on the first floor of the ZPG building at 5 Copper Row, London, SE1 2LH, London (Click on the map for directions) What 3 words location: [https://what3words.com/puts.sudden.else](https://what3words.com/puts.sudden.else) The Clojure dojo is a collaborative way to learn Clojure/ClojureScript through practice. The aim is to learn a little more than before you started. This event is for those new to coding through to more experienced developers. We organise into small groups (2-4) people and write code to solve challenges great and small, chosen by those at the event. We aim to ensure someone in your group has some Clojure experience, so you shouldn't feel lost (well no more than all developers do when Stack Overflow is broken). Example challenges for the coding dojo are listed on this website: http://www.londonclojurians.org/code-dojo/ Various past exercises have been loaded to [https://github.com/ldnclj](https://github.com/ldnclj/lisp1.5/blob/master/src/lisp1/5.clj) # Approximate schedule: 18:40 Doors open and start collecting suggestions 18.45 Pizza should have arrived 19:00 Quick intros and vote on suggestions 19:15 Break out into groups and start practising 20:45 Gather together for a quick show and tell # What should I bring? We organise into small groups, so if you have a laptop with a working Clojure environment please bring it along (there are lots of online Clojure environments, so you can just use your browser too). # How do I get in to the building? At the glass doors press the buzzer to inform the security guard you are here. Say you are here for the event on the first floor. Is there way to talk with the Clojure community? Why yes. The Clojurians Slack channel is full of friendly people who love to try and help. People based in London are often in the #clojure-uk channel. Sign up for a free account to the Clojurians Slack community via http://clojurians.net/ What is Clojure? Clojure is a JVM language that has syntactically similarities to Lisp, full integration with Java and its libraries and focuses on providing a solution to the issue of single machine concurrency. Its small core makes it surprisingly easy for Java developers to pick up and it provides a powerful set of concurrency strategies and data structures designed to make immutable data easy to work with. If you went to Rich Hickey’s LJC talk about creating Clojure you’ll already know this, if not it’s well worth watching the Rich Hickey “Clojure for Java Programmers” video or Stuart Halloway “Radical Simplicity” video .

🐾 Unleash the Joy: Join Our Doggy Luv and Wellness Club! 🐾 Are you a dog enthusiast yearning for the companionship of these incredible creatures? Do you find solace and joy in the presence of furry friends, even if you don't have one of your own? We invite you to experience an hour of pure canine bliss at our Doggy Luv and Wellness Club! 🌟 What to Expect: A Furry Fiesta! Embark on an adventure into the world of boundless love and joy with our playful pack of dogs, ranging from 1 year and older. **You don't need a dog of your own for this unique experience, as we bring our own family dogs to shower you with unconditional love and therapeutic benefits.** 🐶 Why Attend? For Dog Lovers Without a Dog: If you're a devoted dog lover without a furry friend of your own, this is your golden opportunity to bask in the warmth of canine affection. Missing the Pitter-Patter of doggy Paws: Whether you've heard the pitter-patter of doggy paws in the past or simply miss the experience, our event allows you to reconnect with the healing energy of spending time with dogs. Serotonin Boost Guaranteed: Immerse yourself in an hour of pure joy, as our dogs provide a genuine serotonin boost. Let their love and playfulness elevate your spirits. 🌈 Your Canine Hour Awaits: Activities Galore! Choose your own adventure with our furry companions: Relaxation Station: Unwind after a long day as our dogs instinctively provide the calm and comfort you need. Feel the soothing presence of a canine friend by your side, ready to warm your lap. Playtime Extravaganza: Embrace your inner child and play with our playful dogs. From fetch enthusiasts to those who love a good romp, our pack has it all. 🍬 Sweeten the Experience: Light refreshments will be provided to enhance your time with our canine companions. 🎟️ Limited Spots Available: Reserve Your Canine Hour Now! Entry is priced at £15 per person for an hour of doggy delight. To ensure an intimate experience, we limit each session to only 12 people, preventing overwhelm for our furry friends. 📆 When: Every Wednesday, 7pm to 8pm📍 Where: Herne Hill, SE24 **🐾 Join the Pack: My Dogs, Our Love, One Unforgettable Hour! 🐾** Book your spot now and let the magic of dogs weave its spell on your heart.

Join us for our next Emacs London meetup held at University College London (UCL). A projector will be available, if anyone wants to give a presentation and/or if helpful to share Emacs tips, for some collaborative debugging, etc. We might head to a pub for a drink and/or a nibble afterward. Emacs users of all levels welcome! Interested in Emacs but not really a user? You're more than welcome too! **Call for presentations** Fancy talking about your favourite Emacs package? Proud of your latest Emacs Lisp hack and you want to tell everybody? Anything parenthesis-related that's bugging you? There'll be a monitor waiting for you for a short presentation!

**Welcome to AI & Healthcare Innovation Edition!** Are you shaping the future of **healthcare, healthtech, medical systems, or clinical innovation**? This is your opportunity to connect with like-minded **founders, innovators, operators, investors, and healthcare professionals**. Step into an evening where ideas meet opportunity — a relaxed yet focused space for those driving progress in **AI in healthcare, health systems transformation, medical technology, biotech, and clinical innovation**. From healthcare founders and product leaders to clinicians, researchers, investors, and emerging industry leaders, if you are building or exploring the future of healthcare, this is where meaningful connections begin. 📍 **Venue: The Sycamore, Holborn** A modern, relaxed venue in central London, just steps from Holborn station. Perfect for after-work networking, drinks, and great conversations. 📅 **Event Schedule** **18:30 – 19:00** \| Welcome & Warm intro **19:00 – 19:30** \| Open Networking **19:30 – 21:30** \| Informal Networking \(no pitches\, no pressure\) 💡 **Why Attend?** Connect with healthcare founders, healthtech innovators, operators, and investors. Explore how AI is transforming healthcare, from clinical workflows to patient care, and meet people building the future of health technology. **Who Should Attend:** Healthcare professionals, healthtech founders, product teams, investors, clinicians, and operators interested in AI in healthcare and digital health innovation. **🎟 Tickets & Entry:** To avoid the venue getting overcrowded and ensure everyone enjoys an amazing night, we've introduced a small ticket price to keep things running smoothly. **Limited spots!** Register today and hit **Follow** for updates on future weekly events. 📸 **Event Photography** Please note that photos and videos may be taken for promotional purposes. **Instagram** 👉 [@networxldn](http://%5Bhttps//www.instagram.com/networxldn/%5D(https://www.instagram.com/networxldn/) "\[https://www.instagram.com/networxldn/\](https://www.instagram.com/networxldn/)") **WhatsApp**👉[https://chat.whatsapp.com/GisOCaIiMeKEehV5Lv7qxg](http://%5Bhttps//chat.whatsapp.com/GisOCaIiMeKEehV5Lv7qxg%5D(https://chat.whatsapp.com/GisOCaIiMeKEehV5Lv7qxg) "\[https://chat.whatsapp.com/GisOCaIiMeKEehV5Lv7qxg\](https://chat.whatsapp.com/GisOCaIiMeKEehV5Lv7qxg)")

*Why most transformations fail — and what leaders must do differently* With trillions of dollars spent on digital transformation globally each year, the results are sobering: only 20–30% of initiatives achieve their intended outcomes. In this talk, Susan draws on firsthand experience leading both successful and failed transformations to explore why — and what leaders can do differently. Structured in four acts, the session moves from the hard reality of transformation failure to the underlying patterns behind it, arriving at four practical truths every leader must accept: • Transformation is never the goal — business value is • Political capital is finite and must be managed deliberately • Early focus matters more than destination planning • Measurement should enable learning, not be used as a weapon The talk closes with two grounding questions every leader should be able to answer before launching any transformation — practical, honest, and hard-won from the field. **Speaker Bio** Susan Rohde is the founder of Rohde Inc. and a technology executive with decades of experience guiding public and private sector organizations through complex, high- stakes transformation. Her career spans executive leadership at a top-five national bank, a large state government, and six years as Senior Consultant to a major federal agency — where she helped lead one of the most ambitious project-to-product transformations in the federal government. As a BVSSH Advocate, Susan is part of Jon Smart's global community of practitioners committed to helping organizations achieve Better Value Sooner Safer Happier. She brings a practitioner's lens to transformation — having both delivered change for others and led it herself from the inside. Susan has presented at the AWS Public Sector Summit, the DevOps Enterprise Summit, and multiple national forums on Agile, transformation, and technology leadership.

**[AI Council](http://aicouncil.com/) 2026 is coming to San Francisco, May 12-14!** It's our only IRL conference of the year, and we couldn't be more excited to bring the AI community together at the Marriott Marquis in SOMA. This is a ticketed event — as a member of our meetups, you can enjoy 20% off Regular and Late-Bird tickets with the code: **DCMEETUP20** **About Us:** [AI Council](http://aicouncil.com/) is the original community-driven, deeply technical conference at the frontier of AI. We have a No BS Guarantee: we're vendor neutral, and we promise all of our talks are engaging, technical, and presented by top engineers and researchers doing the real work. For years, we've been running the best community-powered AI events around, and we invite you to join us for high quality talks and inspiring conversations with the people actually building the future of AI. **Why Should I Go:** * 🎤 **Incredible Speaker Lineup:** 3 days and 60+ insightful talks from leading AI engineers, researchers, and builders from top companies like Anthropic, OpenAI, Meta, Databricks, and many more. * 🏎 **10 Unique Tracks:** Inference Systems, AI Engineering, AI Security & Safety, Agent Infrastructure, Coding Agents & Autonomous Dev, Model Systems, Data Engineering & Databases, Applied AI, Analytics & Data Science, and Lightning Talks * 📋 **Workshops (hands-on, peer-led):** Try out the latest tools alongside their creators, get hands-on experience with cutting-edge products, and meet some of the most talented builders in the industry, for free! * 💬 **Speaker Office Hours:** Following each talk, you get the opportunity to dive deeper 1:1 with the speaker * 🎈 **Extensive Networking:** Conference happy hours and amazing after-hours events hosted by community partners throughout the week \*\*\* *As a member of our meetups, you can enjoy 20% off Regular and Late-Bird tickets with the code **DCMEETUP20*** **NOTE:** This is a ticketed event. Check out our [website](http://aicouncil.com/) to purchase tickets and get complete information on speakers and schedule. Join the global AI community in San Francisco for the most technical, no-hype AI event of the year — we'll see you there!

**Bitcoinology are back at Cyphermunk House!** Join us as Ramon takes us on a tour of standard chain analysis tactics and how best to counter them when transacting on chain. [TICKETS](https://btcpay.btc.aw/apps/rvvVwGSSSiJ7UgtzjmBdxy1Uq6a/pos) [MEMBERSHIP](https://www.cyphermunkhouse.com/members) Promotional activities related to shitcoins not permitted. No unsolicited photograhy. Peace and love.

For our May meetup, we're delighted to be back at the fabulous Accurx offices. We have two amazing talks lined up and the agenda will be: * 6:30pm - arrive, drinks, networking * 7:00pm - Welcome & Housekeeping * 7:15pm - **Talk** **1: "A practical guide to inner sourcing your IDP"** Bridging the gap between developers and platform teams is hard. Scattered documentation, fragmented language and hidden knowledge leave developers frustrated, while platform teams struggle to understand what devs really need. Treating platforms as products is a start, but treating them like open source projects unlocks real collaboration, allowing developers to contribute and maintain features. In her roles as Developer Advocate and platform engineer, Lian has years of experience working with highly bureaucratic organisations helping to improve developer experience and adoption. In this talk, she’ll share concrete steps to identify contribution opportunities, set up maintainable processes, and measure engagement. You’ll leave inspired with ideas to boost adoption, reduce friction, and turn your platform into a collaborative, thriving ecosystem. **Speaker:** Lian Li, Cloud Native Human *Lian always wanted to save the world. After leaving law school, she decided to work with computers instead. While in Web Dev, she started attending tech events, and soon fell in love with the community. In her roles as Consultant and DevRel, Lian combined technical knowledge with a focus on the human side.* *Currently, Lian works as freelance Platform Engineer in Amsterdam and is the Chief Karaoke Officer for Kuberoke, the first and only Kubernetes Karaoke Community. She also enjoys performing in musical improvisation theatre and standup comedy shows.* * 7.45pm - food, more drinks & networking * 8.00pm - **Talk** **2: "The Humans Behind the Platform: Structuring Teams for Culture and Capability**" It’s easy to focus on the tech when building a Platform team, and that’s tremendously important, but it’s often the people and how they work together that determine success. Over the past couple of years, Claire has led a Platform Engineering Team through different formations, migrations, and tooling adoptions. Whatever shape the team has taken, whatever they're working on, the constants have been a need for clear purpose and a culture where people can thrive, this takes work, and has sometimes been tricky to get right. In this talk, she’ll share what she's learned from shaping and supporting platform teams: what’s worked (and what hasn’t) when it comes to team composition, balancing seniority, and supporting career growth. Collaboration is central to how to operate, so she’ll talk about how her team works with and supports internal customers, and what’s helped to navigate complex, knotty migration projects. She’ll also cover how they built a culture that gives engineers space to lead. We want engineers at every level to feel confident taking ownership, and that takes deliberate effort. If you’re figuring out how to shape your platform teams to enable others as well as deliver, this talk will offer practical ideas, and maybe a few things to rethink. **Speaker:** Claire Reckless, Engineering Manager *Claire is an Engineering Manager and leads a Platform Engineering Team. With a background spanning Tech Support, Testing, and QA across sectors like Finance and Security, she brings a deep appreciation for resilient systems and collaborative teams. Claire is passionate about learning and development, and she’s especially proud of her past work coordinating an apprentice programme, an initiative that’s helped build a more diverse and sustainable pipeline of engineering talent. She’s energised by helping engineers at all levels grow their confidence, take ownership, and shape the future of their teams.* * 8.30pm onwards - drinks and networking. So, please come and join us, we look forward to seeing you there. The LOPUG team. * Food and drinks provided * Good time will be had by all

**The Unscented Transform: theory, extensions and practical application to Bayesian inference** We are delighted to have John Whitamore back at the Bayesian Mixer. Please register here: https://www.tickettailor.com/events/bayesianmixer/2154878 **Abstract:** How can we perform Bayesian inference without resorting to slow random sampling methods? Isn't there a nice, pragmatic way to use the geometry of a problem to use only a very small number of samples, placed deterministically? Isn't there a good, straightforward way to implement Bayesian models in practical settings? This talk explains the real-world problems that can be solved by the Unscented Transform. It begins with an intuitive introduction to Bayesian methods, discusses the Unscented Transform and connects the ideas to geometry, finite elements analysis and deep learning. **Bio:** John Whitamore is a Senior Data Scientist at Simply Business, a leading UK InsureTech firm. He has previously served as Head of Data Science for a leading food retailer, as Head of Trading and Systems for an investment management company and as Global Head of Convertible Bond Trading for a European investment bank.

Register: [https://luma.com/hack-night-tessl-may13-2026?utm_source=neo4j](https://luma.com/hack-night-tessl-may13-2026?utm_source=neo4j) ## What's Hack Night? ​Five hours. One room full of builders. Zero fluff. As many demos as we can. ​Hack Night at Tessl is a London evening for people who would rather build than posture. You show up with an idea, find a team if you want one, spend a few focused hours shipping with a DJ in the background, and demo what you made before the night ends. Then we head to the pub. ​**When**: May 13\, 2026 \| 4:00 PM \- 8:45 PM BST **Where**: Tessl office, London ## Here's How It Works ​**4:00 PM - Doors Open** Check in, grab food, meet other builders, form groups, (or solo hack if you want) and decide what you're making. ​**4:30 PM - Opening Context** Quick welcome from the host and venue partner so everyone knows the flow for the night. ​**5:00 PM - Short Technical Remarks** If there are host or sponsor remarks, they stay short. The point is to get useful context, then get people building. ​**5:30 PM - Build Time** Heads down. Music on. Ship something. Use the time to test an idea, explore a tool, or finally build the thing you've been sitting on. ​**7:30 PM - Demo Time** Show what you made. Get feedback. See what everyone else shipped. ​**8:45 PM - Wrap Up** Final demos, shout-outs, and a clean finish to the night. And of course, Pub! We're heading to a pub nearby for a pint and a proper debrief. Come if you want to keep the conversation going.

🎉 Come along to the London Scala Talks! 🎉 In this event you'll hear from Caroline Morton and Katrina Petrevice. **Agenda** 6:00pm - 🥤 Doors open. Come along and grab a drink! 6:35pm - 🗣️ Introduction 6:40pm - 🗣️ Katrina Petrevice: Caching in Scala using Ref 7:20pm - 🍕 Intermission: Join us for some free food and drinks! Vegan and vegetarian options are provided. Let us know if you'd like something special - we'd be happy to accommodate. 7:50pm - 🗣️ Caroline Morton: Accidental Functional Programming in Rust (From an Epidemiologist's Perspective) 8:30pm - 🥤 Socialising: Grab a drink and let's discuss the talks. 9:00pm - 🍻 Join us in a pub to discuss the talks! 🌐 **This event may have a live stream** Watch this space for more details. **🗣️ Katrina Petrevice: Caching in Scala using Ref** Caching in memory is often one of the first strategies used to improve system performances. However, implementing caching in a purely functional way introduces unique challenges, specifically around state management and testability. In this talk, we will look at how to utilise functional programming principles with [Ref](https://typelevel.org/cats-effect/docs/std/ref), while maintaining clarity and composability. We will also deep dive into some common pitfalls and look into practical ways to test Ref effectively. ⭐ Katrina Petrevice ⭐ Katrina comes from a non–computer science background and was first introduced to Scala while working at JPMorgan. She credits much of her Scala knowledge to hands-on experience within her team, where she works on building and maintaining data pipelines and managing data systems. Since then, she has developed a strong interest in functional programming and now co-leads the Functional Programming Group at JPMorgan, where she helps share knowledge and foster a community around these ideas. **🗣️ Caroline Morton: Accidental Functional Programming in Rust (From an Epidemiologist's Perspective)** I don't have a background in functional programming - and I never set out to write it. But somewhere between writing trait-based epidemiological pipelines, composing data transformations, and leaning hard on Result, enums, and pattern matching, I started hearing from others: “That's pretty functional.” In this talk, I'll explore what it means to write “functional-ish” Rust as someone solving real-world scientific problems. I'll walk through the patterns I reach for - like chaining iterators, avoiding shared state, and embracing expressive types - and reflect on which functional programming ideas emerge naturally in Rust, even if you're not trying. I'll also share how designing for epidemiologists - most of whom are used to chaining functions in Python (like Pandas) or R - has pushed me toward creating ergonomic Rust APIs with Python and R bindings. These tools aim to feel familiar to scientists while leveraging Rust's power and safety under the hood. This is a talk for functional programmers curious about Rust, and for Rustaceans wondering if they've been functional all along. No formal theory required - just real code, real use cases, and a pragmatic perspective from someone building public health tools in Rust. ⭐ Caroline Morton ⭐ Dr. Caroline Morton is a medical doctor, epidemiologist, software engineer, and PhD candidate specialising in synthetic data, epidemiology, and Rust. With 60 peer-reviewed papers and two books on software, she combines deep technical expertise with a commitment to improving scientific workflows. Caroline co-founded the first [Women in Rust](https://www.meetup.com/women-in-rust/) group, fostering diversity and encouraging more women to explore opportunities in systems programming. She leads an open-source project improving codelist management in epidemiology using Rust, creating efficient, reliable tools for health data research. Her PhD focuses on synthetic data methods for epidemiology, particularly using Rust to generate large, realistic datasets. A strong advocate for open science and reproducibility, she contributes extensively to improving software practices through publications, workshops, and open-source projects. ———————————————————— 🗣️ Would you like to present, but are not sure how to start? Give a talk with us and you'll receive mentorship from a trained toastmaster! Get in touch through [this form](https://forms.gle/zv5i9eeto1BsnSwe8) and we'll get you started 🏡 Interested in hosting or supporting us? Please get in touch through [this form](https://forms.gle/3SX3Bm6zHqVodBaMA) and we can discuss how you can get involved. 📜 All London Scala User Group events operate under the [Scala Community Code of Conduct](https://www.scala-lang.org/conduct/). We encourage each of you to report the breach of the conduct, either anonymously through [this form](https://forms.gle/9PMMorUWgBnbk1mm6) or by contacting one of our team members. We guarantee privacy and confidentiality, as well as that we will take your report seriously and react quickly.

MCP is changing how developers build with AI, but we're just scratching the surface. Join us for an evening of talks that go beyond retrieval to explore what's actually possible when you give agents real tools, real constraints and real APIs. **Agenda** ​6:00 PM - Doors open, registration and networking ​6:10 PM - Welcome (Upsun & Cloudflare) ​6:20 PM - MCP: Context is Everything! - Carly Richmond, Elastic ​6:45 PM - Sandboxes: how to limit agents so we can use them more - Patrick Dawkins, Upsun ​7:00 PM - Break (Food & Drinks) ​7:30 PM - Cooking with MCP in VS Code - Liam Hampton, Microsoft ​7:55 PM - Efficient tools with MCP code mode - Confidence Okoghenun, Cloudflare ​8:15 PM - Open networking and drinks ​9:00 PM - Close 🗣️ ​**Talks** ​**MCP: Context is Everything! - Carly Richmond (Developer Advocate Lead, Elastic)** ​MCP is a powerful tool for giving LLMs capabilities to not just retrieve information, but to automate key actions based on relevant data. Let’s see how it can be used for retrieving relevant context and other activities such as observability. ​**Efficient tools with MCP code mode - Confidence Okoghenun (Senior Developer Advocate, Cloudflare)** ​Traditional MCP approaches choke on context windows: Cloudflare's 2,500+ endpoint API would require 1.17 million tokens. Code Mode flips the script by having LLMs write code against typed APIs instead of making direct tool calls, achieving 99.9% token reduction. Come learn how code mode works and how to optimize your MCP tools with it. ​**Sandboxes: how to limit agents so we can use them more - Patrick Dawkins (Principal Engineer, Upsun)** ​We want our agents to run longer and use more tools, but we're hampered by constant prompts for approval. Sandboxes are the practical middle ground: isolate the agent so you can stop watching every command and let it work. This talk covers what "sandbox" means, who provides them today and the Linux primitives that let you build one yourself. ​**Cooking with MCP in VS Code - Liam Hampton (Senior Cloud Advocate, Microsoft)** ​In this session Liam will show you how VS Code is fully supporting the MCP spec, from MCP Apps to sandboxing and elicitations. 📅 **Date and Time:** Thursday, May 14, from 6:00-9:00 PM 📍 **Location:** Cloudflare Address: 6th Floor, County Hall/The, Riverside Building, Belvedere Rd, London SE1 7PB, UK 👉 You can also register here: https://luma.com/eb8j6lhu **⚡️ Interested in giving a talk? ⚡️** Have you ever considered presenting on your Elastic use case? We welcome 5-10 minute lightning talks, 45-minute deep dives, and everything in between. If you're interested, please submit via our [CFP](https://sessionize.com/elastic-meetups/) or send us an email at [meetups@elastic.co.](http://meetups@elastic.co./)

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.

**Latest 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 speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

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

**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 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

**Join Katie McCartney, SRES®, for a clear and easy‑to‑understand update on what the 2026 Central Ohio housing market means for seniors and their families.** Whether you’re planning ahead, helping a parent make decisions, or simply trying to understand today’s market, this session offers reliable insights without pressure or overwhelm. During this free class, Katie will break down the trends shaping housing for older adults in Central Ohio, explain what families should realistically expect in 2026, and answer your questions during an open Q&A. This is a supportive, information‑focused workshop designed to give you confidence and clarity — no sales pitch, just helpful guidance. *** **Ideal for:** * Seniors considering future housing options * Adult children supporting aging parents * Anyone seeking a calm, trustworthy source of market information *** **What You’ll Learn:** * A senior‑friendly look at the 2026 Central Ohio housing market * Personalized answers during an open Q&A You’ll leave with a better understanding of your options and your next steps. *** **Hosted by:** **Katie McCartney, Broker & Senior Real Estate Specialist® (SRES) with** Pillar Realty, LLC Compassionate guidance for seniors navigating housing transitions in Central Ohio. *** **Location:** Columbus Metropolitan Library: Dublin Branch 75 N High St, Dublin, OH 43017 ([https://maps.app.goo.gl/GL2vbJgUHqTncbHZ9](https://maps.app.goo.gl/GL2vbJgUHqTncbHZ9)) Meeting Room 1 **Doors Open:** 1 PM **Seats:** Limited Seating (first come, first served) **Cost:** Complimentary

**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

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