Data Protection

SAFO Music Group hosts monthly Networking Evenings on the first Monday of every month. This is an amazing opportunity for artists and music industry professionals to build their network of contacts as well as learn invaluable industry advice. SAFO Music Group HQ is based in Crouch Hill, London and our team have worked with the likes of Sam Smith, Pixie Lott, The 1975, Becky Hill, Samantha Harvey, Ella Eyre and many more. Our meet up groups run from 18:00 - 21:00 and entry is completely free. Part of the evening includes speed listening sessions where artists and producers will have the opportunity to play one song (USB, Phone or Weblinks) to gain some valuable feedback. Do check out our video so you get a little taste of the evening: https://youtu.be/1CzfgY78CXQ We'll look forward to meeting you soon! The SAFO Music Group www.safomusicgroup.com 0207 683 3333

**Hostess: Anna** \*This event is a collaboration with other groups and social networks and it will be well attended \*To attend this event you need to buy a ticket from [https://www.fatsoma.com/e/rsgn3nd0/bank-holiday-speed-dating-37-54-at-bocca-lounge-south-kensington](https://www.fatsoma.com/e/rsgn3nd0/bank-holiday-speed-dating-37-54-at-bocca-lounge-south-kensington) Age range: 37-54 ( as a general guide) Join us for a fun and relaxed night of a slow dating and socialising in South Kensington! Αre you finding 4 mins too little time to decide if you wish to meet the other person again or not? Don't worry, come slow dating and have 6-8 minutes dates! Speak with 10-15 people of the opposite sex for 8 mins each then select who you like and leave with the contact details of some potential lovers! After the slow dating we stay for socialising so you speak more to the people who you like! The next day you receive the next day the contact details\* of your mutual matches (people you have selected and they have selected you back) at your e-mail! We don't send you to date in a online platform...We send you to date in real life with confidence! We run speed and slow dating events for more than a decade now and we are proud to say that they actually work! People that meet in our dating events date after, some make long term relationships, and some move together and we even had some marriages ! If this is your first time attending a slow dating there is nothing to worry about , we will be there to welcome you, put you at ease and explain you the process. Bocca lounge, is a multi-faceted instagrammable gem located at the heart of south kensington, serving a wide varying choice of non-alcoholic and alcoholic drinks to be accompanied with high-calibre shishas. For those hungry bocca lounge serves also amazing Mediterranean cuisine! The program of the night is 5:30-6:00 Registration 6:00pm-6:45pm First session of the Slow Dating 6:45pm-7:00pm Break-Socialising 7:00pm-7:45 pm Second session of Slow Dating 7:45pm Speed Dating finishes and Socialising starts How to find us: Just come inside and ask for Marianna's Speed Dating / Anna. Any issue on the night feel free to call Anna: 07801038091 For general inquires or difficulties with your ticket booking feel free to e-mail us at benetoupromotions@gmail.com or call Marianna on: 07949526733 \* By participating to the event you agree to have your details that you submitted to us passed to your mutual matches ( people that you will select on the form that will be given to you during the event and they will select you back). \*Our company is registered with ICO. so you contact details are safe with us Please Note: -Tickets need to be bought online and are not available at the door -Dress code: Elegant/Smart/Office Attire/Smart Casual ( Smart jeans are alright but ripped jeans, t-shirts, hoodies, sportwear, sportshoes or trainers are not allowed) -A valid proof of ID (Passport, Driving License, or National ID) is required upon arrival independently of the age for security reasons

Join us for another Holiday Special Bonus session at The Liberty Bounds Wetherspoon, Tower Hill. ☀️ I’ll put table number in the group discussion. 🍻

Mondays at Wimbledon Salsa & Bachata Club Wimbledon Salsa & Bachata Club, Drake House Dance Hall, 44 St George’s Rd, Wimbledon, London SW19 4ED 7pm – 11:00 pm Bachata classes: 7:30 pm – 8:30pm Salsa classes: 8:45pm – 9:45pm Social Dancing from 9:45pm Closed at 11pm) No prior bookings needed, just turn up and dance Absolute beginners warmly welcomed High quality lessons from Beginners to Advanced. Fun & friendly classes for dancers of all levels. Plenty of high quality social dancing to the best and latest Salsa, Bachata, Cha Cha and Latin grooves. Wear comfortable shoes and light clothes, to keep you dancing comfortably all night £16 Classes + Club 4 min walk from Wimbledon Main Line station. Parking on surrounding streets. To buy any of our awarding winning Salsa courses online, simply click on the course of your choice. The course credits can be used at any of our venues at any time in a 12 month period: New Salsa course for any level: 3 weeks SALSA BRONZE @ £45 6 weeks SALSA SILVER @ £84 9 weeks SALSA GOLD @ £117 Incognito Dance Company also teaches regularly at Caliente Salsa & Bachata Club, Earl's Court Salsa & Bachata Club, Putney Salsa & Bachata Club, Hammersmith Salsa & Bachata Club. As well as Online

Join us for some fun, competitive, but friendly games at our 4-court sports hall. We use Yonex Mavis 600 Nylon shuttles during the 2-hour session. **PAYMENT** * **Session Fee: £9** * We are cashless, kindly pay the session fee **by midnight** on the night before the session. You are welcome to pay early! You can even pay when you book! See our About page for the full process. * If no payment is received, you will be removed and may even be liable for a late cancellation fee if your spot is not taken. * Please use **“your meetup name + date of event”** as payment reference * **Account name:** Thomas Lam * **Sort code:** 04-00-03 * **Account number:** 7478 8608 **LATE CANCELLATION OR NO-SHOW** * **All** **no-shows or late cancellations** (24 hrs or less) will be charged if your spot is not taken by someone else - you will have a title next to your name with the amount and date owed. * Members with 2 no shows/late cancellations will be removed from the group unless outstanding payment is received * **The late cancellation policy** is set up to discourage last-minute cancellations and therefore applies with or without the presence of a waitlist * **Note:** If you are on the Waitlist and a spot becomes available, you will automatically be bumped onto the On list provided the event has not yet started. It is your responsibility to **remove yourself from the waitlist** if you can no longer make it to avoid being charged a no-show if someone cancels late. **PLAYING** * Please wait to be marked off before entering the hall. * Sessions are to finish promptly on the hour by school requests. * If you finish a match with 5 minutes to go, please start packing up instead of starting a new game. **RACKET HIRE** * Please note that we won't be hiring out rackets, so kindly bring your own racket. **PARKING** * There is parking available, but it is now paid parking. Parking is opposite the entrance. Please check the signs for parking payment instructions. **TRACK & TRACE** * We will collect your phone number on-site. Your phone number will also be used in case of fire to contact you if you have not made it to the fire evacuation areas. You can see maps at the venue. We are excited to see you guys on the court! Team LSBC

Description: Join us for an enlightening lecture that delves into the intricate web of the past and its potential to cast a long shadow over our present lives. In this thought-provoking session, we will explore the profound ways in which the past can negatively impact our well-being, choices, and personal growth. Throughout history, human lives have been shaped by a multitude of experiences, both positive and negative. These experiences accumulate, leaving imprints on our memories and shaping our beliefs, attitudes, and behaviors. While the past holds valuable lessons and cherished memories, it can also harbor unresolved conflicts, traumas, and limitations that subtly influence our present reality. During this lecture, we will navigate the labyrinth of psychological and emotional baggage that may accumulate over time, inhibiting our personal development and impeding our ability to lead fulfilling lives. By examining the effects of the past on various aspects of our existence, we will gain a deeper understanding of how it can manifest in detrimental ways. Through engaging discussions, case studies, and real-life examples, we will explore the following topics: 1. The Power of Unresolved Trauma: We will delve into the profound impact of unresolved traumatic experiences and how they can subtly shape our thoughts, emotions, and behaviors. By shedding light on the intricate mechanisms behind these effects, we can begin to dismantle their hold on our lives. 2. Inherited Baggage: Examining the intergenerational transmission of pain, beliefs, and patterns of behavior, we will explore how our ancestors' experiences can unconsciously influence our lives. By recognizing and addressing this inherited baggage, we can break free from destructive cycles and chart our own path. 3. Limiting Beliefs and Self-Sabotage: Uncovering the deeply ingrained beliefs and narratives that stem from past experiences, we will explore how they can become self-fulfilling prophecies, stifling our potential and sabotaging our aspirations. By challenging these beliefs, we can reclaim our personal power and reshape our narratives. 4. Breaking Free: Strategies for Healing and Transformation: This segment will offer practical tools and techniques for healing past wounds, releasing emotional burdens, and cultivating resilience. We will explore approaches such as therapy, mindfulness, self-reflection, and forgiveness to facilitate the process of letting go and embracing personal growth. By the end of this lecture, attendees will gain a deeper understanding of the profound influence the past can exert on their lives and how to break free from its negative impact. Armed with newfound knowledge and practical insights, they will be empowered to embark on a transformative journey towards self-discovery, healing, and the creation of a brighter future. Note: This lecture is open to all individuals seeking personal growth and a deeper understanding of the psychological and emotional factors that shape their lives. No prior knowledge or experience is required, only an open mind and a willingness to explore the depths of the past.

**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.

**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.

## From Zero to AI App: A Hands-On Meetup for Data Professionals Curious about AI but tired of the hype? This beginner-friendly, practical meetup is designed to help you **actually understand and use AI in data roles**—not just talk about it. We’ll break down the core ideas behind modern AI systems in a simple, no-jargon way—then bring everything together by **building a real AI app live**. Whether you're a student, aspiring analyst, or working professional, you’ll leave with **clarity, confidence, and practical skills you can apply immediately.** *** ## 💡 What You’ll Learn In this session, we’ll go from fundamentals to real application: * What *Agentic AI* really means (and why it matters) * A simple breakdown of *LLM architecture* * What vectors are and why they power modern AI systems * What *RAG (Retrieval-Augmented Generation)* is and how it works in practice * How all these pieces connect in real-world data workflows And most importantly… 👉 **We’ll build a working AI app live—so you can see exactly how it all comes together.** *** ## 🎤 Talks ### 1️⃣ From Concepts to Creation: Understanding & Building with AI A practical walkthrough of key AI concepts—followed by a **live app build** where we turn theory into something real. ### 2️⃣ (To Be Announced) Stay tuned for our second session—focused on applying AI in real-world data and analytics scenarios. *** ## 👥 Meet Your Speakers **[Nitish Galat](https://www.linkedin.com/in/nitish-galat/) – BI Analyst & Gen AI Specialist** Nitish works at the intersection of data automation and generative AI, with a focus on simplifying complex systems and making AI accessible to everyone. **[Abhishek Gadve](https://www.linkedin.com/in/abhishek-gadve-8010a2119/) – Senior Product Analyst** Abhishek specializes in turning data into business impact, helping teams make faster, smarter decisions using analytics and AI. *** ## 🎯 Why You Should Attend This isn’t another theory-heavy AI session. You’ll walk away with: * A clear understanding of how modern AI actually works * Practical knowledge you can use in data roles right away * Exposure to real tools and workflows used today * The confidence to start building with AI yourself *** ## 🎟️ Free Event – Limited Spots We’re keeping this meetup **small and interactive** to encourage discussion, questions, and hands-on learning. If you're serious about understanding how AI fits into data and analytics, this session will give you a real edge. 👉 **Reserve your spot now**

Join us on May 7th from **6:00pm** for a Data Streaming meetup hosted by **[Fresha](https://www.fresha.com/)**! 📍**Venue:** **Fresha** The Tower, 207 Old Street London, EC1V 9NR 7th Floor **PLEASE bring your PHOTO ID and REGISTER with your First and Last Name, Email. Thanks!** **DOORS CLOSE AT 7PM FOR SECURITY.** 🗓 **Agenda:** * 6:00pm – 6:30pm: Food/Drinks and Networking * 6:30pm - 7:00pm: Anton Borisov, Principal Data Engineer, Fresha & Nicoleta Lazar, Sr. Data Engineer, Fresha * 7:00pm - 7:30pm: Olena Kutsenko, Staff Developer Advocate, Confluent * 7:30pm - 8:00pm: Tom Scott, Founder & CEO, Streambased * 8:00pm - 9:00pm: Q&A Networking 💡**Speaker One:** Anton Borisov, Principal Data Engineer, Fresha & Nicoleta Lazar, Sr. Data Engineer, Fresha **Title of Talk:** Apache Fluss: Streaming Storage for Real-Time Analytics **Abstract:** Apache Flink has largely solved streaming computation, but state management remains a bottleneck. Operator state—often backed by RocksDB—is scoped to individual jobs, making it hard to share state across pipelines without re-emitting it through systems like Apache Kafka. This leads to expensive joins and added operational complexity. Apache Fluss (incubating) addresses this by externalizing state into a streaming storage layer backed by S3. Its PrimaryKey tables act as upsertable key-value stores with replicated changelogs, enabling shared state tables accessible from Flink, Spark, or native clients. With Flink 2.1’s Delta Join, both sides of a join can perform lookups against Fluss-managed indexes—eliminating the need for large join state altogether. In this talk, we’ll introduce Fluss, show key use cases like CDC enrichment and bilateral joins, and share lessons from running it in production on EKS —including the trade-offs and rough edges we encountered. 💡**Speaker Two:** Olena Kutsenko, Staff Developer Advocate, Confluent **Title of Talk:** The journey of a record from Kafka topic to analytics table **Abstract:** Modern data platforms increasingly rely on streaming systems like Apache Kafka as the source of truth—but turning event streams into reliable, queryable analytics tables is far from trivial. This talk explores what really has to happen when moving data from a Kafka topic into an Apache Iceberg table. Beyond simple ingestion, we will walk through the essential steps: schema evolution, data normalization, partitioning, exactly-once guarantees, late-arriving events, and table maintenance. Using Confluent Tableflow as one concrete example, we will examine how these challenges can be addressed in practice. Along the way, we will compare alternative approaches—such as Kafka Connect sinks, stream processing pipelines, and custom ingestion frameworks—to highlight trade-offs in correctness, latency, and operational complexity. The goal is not to promote a single solution, but to provide a mental model for designing robust streaming-to-lakehouse pipelines, helping you understand what matters regardless of the tooling you choose. **Bio:** Olena is a Staff Developer Advocate at Confluent and a recognized expert in data streaming and analytics. With two decades of experience in software engineering, she has built mission-critical applications, led high-performing teams, and driven large-scale technology adoption at industry leaders like Nokia, HERE Technologies, AWS, and Aiven. A passionate advocate for real-time data processing and AI-driven applications, Olena empowers developers and organizations to use the power of streaming data. She is an AWS Community Builder, a dedicated mentor, and a volunteer instructor at a nonprofit tech school, helping to shape the next generation of engineers. As an international speaker and thought leader, Olena regularly presents at top global conferences, sharing deep technical insights and hands-on expertise. Whether through her talks, workshops, or content, she is committed to making complex technologies accessible and inspiring innovation in the developer community. 💡**Speaker Three:** Tom Scott, Founder & CEO, Streambased **Title of Talk:** *Infinite Kafka? Rethinking Retention with Iceberg* **Abstract:** Apache Kafka is designed for high-throughput, low-latency event streaming, not cost-efficient long-term storage. Yet we constantly see cases like event sourcing, audit/compliance, and large-scale reprocessing forcing that pattern onto it. As retention increases, costs grow linearly to support edge cases, one-time runs, and “checkbox” use cases. Can Iceberg help here? In this talk, Tom explores a hybrid architecture that separates hot and cold data while preserving Kafka’s log semantics. Using a combination of Kafka and Apache Iceberg, he demonstrates how to extend Kafka into low-cost object storage, enabling effectively unlimited retention without sacrificing performance or access patterns. The result is a unified log that supports both real-time processing and long-term replay, removing the traditional trade-off between cost and capability in Kafka-based systems. **Bio:** Long-time enthusiast of Kafka and all things data integration, Tom has more than 15 years of experience in innovative and efficient ways to store, query, and move data. Tom is currently CEO at Streambased, a company focused on unifying operational and analytical data estates into a single, consistent, and efficient data layer. \*\*\* If you are interested in hosting/speaking at a meetup, please email community@confluent.io

Do you want to submit a talk to a Postgres conference? Do you want to try out the challenge of fitting a bunch of interesting information into 5 minutes for a lightning talk? Can you talk for 1 to 2 minutes on a Postgres topic you've just heard? On the 6th of May, we will be back at Star of Kings, running an event which is all about speakers and speaking. With the Call for Papers for PGDay UK closing on the 12th, we are inviting anyone who has a talk idea, is unsure of whether the topic fills the time, or just might enjoy a bit of technical improv to join us. If you would like to present a talk or a lightning talk, please get in touch. We will update this event description a people come forward. In the absence of any volunteers it will be Postgres-themed improv talks and, maybe, an organiser taking a talk for a spin. Don't let it come to that :)

As official AI Community Partner for the **Digital Marketing World forum,** we (AI Professionals Network) are pleased to offer **discounted and complimentary tickets for the upcoming event at Excel in London on 6-7 May 2026.** This is a prestigious London event focused on AI and Digital Marketing. Join **3,000+ CMOs, marketing directors and senior leaders** for two days of insight, innovation, and networking covering **• AI, Agentic & Hyper Personalisation** **• Digital Transformation & Leadership Strategy** **• Content Video & StoryTelling Marketing** **• Influencer & Creator Economy** **\* Omnichannel Marketing and more** For full details on the event: [https://www.digitalmarketing-conference.com/global](https://www.digitalmarketing-conference.com/global) **To register for your special tickets visit: [https://aiprofessionals.network/dmwf26](https://aiprofessionals.network/dmwf26)** Note: this event is also being promoted by other groups.

Welcome to our May event. We're delighted to welcome [Elena Lape](http://linkedin.com/in/elenalape), Founder, Holopin and [Rupam Jha](https://www.linkedin.com/in/rupam-jha-151313a7/), Senior DevOps Engineer, as well as [Areg Hovakimyan](https://www.linkedin.com/in/areg-hovakimyan/), Senior DevOps Engineer. **Elena** takes an affectionate but honest look at the wonderfully chaotic reality of working with AWS, a platform that can do almost anything, but rarely in just one obvious way. **Rupam** answers the question every fast-moving team faces: how do you stay secure, compliant, and audit-ready on AWS without creating bottlenecks for builders? **Areg** provides an overview of Amazon EKS, while highlighting what truly makes a difference in production. A big thank you to our sponsors [Cloudscaler](https://rebrand.ly/cloudscaler), [Rayo](https://rebrand.ly/rayo-cloud) & [The Scale Factory](https://rebrand.ly/scalefactory) **Programme:** 18:00: Arrival, registration 18:15: Talks start 20:00: Networking with food and a drink provided by the generosity of our sponsors. **Talk 1:** ***AWS: An Experience with Elena Lape*** Those of us who care a lot about developer experience would certainly agree: AWS is, undeniably, an experience. This session explores the quirks, overlaps, and “wait, why?” moments that make AWS both impressive and deeply relatable. Expect an affectionate look at the strange reality of using a platform that can do everything except explain itself briefly. **Elena** is founder and Head of Engineering at Holopin, where she leads a platform used by 150,000+ software engineers worldwide. Before Holopin, she worked across several Silicon Valley scaleups building Kubernetes integrations, developer tooling, and cloud infrastructure, and has been building on AWS since 2016. Elena is deeply focused on developer experience. She spent part of her early career at GitHub, remains active in hackathon communities, and today serves on the W3C Advisory Board. **Talk 2:** ***Learn how to turn AWS security and compliance policies into automated, scalable, and auditable practices — without slowing down innovation with Rupam Jha*** Many organisations struggle to enforce security and compliance consistently across AWS environments while scaling their workloads. In this session, I’ll walk through practical strategies to secure AWS accounts, implement automated compliance controls, and simplify audits. Using real-world examples and best practices, attendees will leave with actionable techniques to protect data, streamline operations, and maintain regulatory readiness in the cloud. **Rupam** is a Senior DevOps and Platform Engineer who enjoys building AWS platforms that are scalable, secure, and easy for teams to use. Her focus is on creating cloud-native environments with tools like AWS, Kubernetes, EKS, Terraform, and Vault, helping engineering teams ship faster and more confidently through automation, standardisation, and strong platform foundations. A big part of what she does is reducing complexity for developers by building self-service infrastructure, improving delivery pipelines, and making platforms more reliable, observable, and cost-effective. She cares about security by design and operational excellence, and she believes infrastructure should feel like a product - something dependable, well-designed, and built to help teams move quickly without adding unnecessary risk. **Lightning Talk:** ***EKS in Production: What Actually Changed After Adoption*** **Areg** is a Senior DevOps Engineer and will talk about Amazon EKS. Amazon EKS offers many capabilities to simplify Kubernetes operations, but in practice, not all of them deliver the same value. In this 15 minute talk, Areg will provide a quick overview of key EKS capabilities, highlight 2-3 that truly make a difference in production, and explore common areas where teams tend to overcomplicate their platforms. **Do you have a story to share?** If you are interested in speaking at one of our events, please check out our [call for papers here](https://awsuguk.org/call-for-papers/). We are advocates for greater inclusion & diversity in UK Tech and are especially keen to receive talk submissions from people in underrepresented groups. If you are interested in speaking at a future meetup but would like to discuss what to expect or need assistance, please contact our Inclusion & Diversity Lead Natalie Gray - graynataliej@gmail.com or DM her [@natjgray](https://twitter.com/natjgray) Check out our [website](https://awsuguk.org/) for more information about our community. Remember to follow us [@AWSUserGroupUK](https://twitter.com/AWSUserGroupUK) and on [LinkedIn](https://www.linkedin.com/company/aws-ug-uk) for the latest updates, and you can find videos of our past meetups [here.](https://awsuguk.org/our-videos/)

**Important:** Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026050710) is required for admission. **RSVP on meetup is turned off** Welcome to the AI meetup in London, in collaboration with Google. Join us for deep dive tech talks on AI, GenAI, LLMs and Agents, hands-on experiences on code labs, workshops, and networking with speakers and fellow developers. **Agenda:** \* 6:00pm\~6:30pm: Checkin and Networking \* 6:30pm\~6:45pm: Welcome/community update \* 6:45pm\~8:30pm: Tech talks and Q&A \* 8:30pm\~9:30pm: Open discussion & Mixer **Speakers/Topics:** Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 20,000+ AI developers in London and 500K+ worldwide.

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.

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

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

**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

**Online Speed Dating for Mature Toledo Singles** Live on Zoom. Real conversations. Local people who value genuine connection and traditional dating. **Pick your age group to register:** - Ages 18-32: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=18-32&face_v=2.0) - Ages 30-46: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=30-46&face_v=2.0) - Ages 40-58: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=40-58&face_v=2.0) - Ages 55+: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=55+&face_v=2.0) RSVP alone does not hold your spot. Register through the link above and complete the quick personality quiz. For mature singles who appreciate meaningful connections and are serious about finding the right person. Host-guided. All ages welcome. Mutual matches shared after the event.

**Online Speed Dating for Mature Columbus Singles** Live on Zoom. Real conversations. Local people who value genuine connection and traditional dating. **Pick your age group to register:** - Ages 18-32: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=local-warmth-meetups-for-mature-souls&ar=18-32&face_v=2.0) - Ages 30-46: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=local-warmth-meetups-for-mature-souls&ar=30-46&face_v=2.0) - Ages 40-58: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=local-warmth-meetups-for-mature-souls&ar=40-58&face_v=2.0) - Ages 55+: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=local-warmth-meetups-for-mature-souls&ar=55+&face_v=2.0) RSVP alone does not hold your spot. Register through the link above and complete the quick personality quiz. For mature singles who appreciate meaningful connections and are serious about finding the right person. Host-guided. All ages welcome. Mutual matches shared after the event.

Hi ladies. Let's hike the Edward Thomas, Spring Creek, and a little multi-purpose trail - approximately 4 miles. Please bring a water bottle as needed and appropriate shoes. Meet in the Maple Grove Picnic area.