Photo Editing

**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.

**Bookable via our website ➡️** [https://www.thegoodlifecentre.co.uk/events/intro-to-traditional-upholstery-evening-37/](https://www.thegoodlifecentre.co.uk/events/intro-to-traditional-upholstery-evening-37/) ⋆⋆⋆ **KEY PROJECT: TRADITIONALLY STITCHED AND SEWN EDGED FOOTSTOOL** *All of our upholstery classes are for absolute beginners. It doesn’t matter which one you choose to take first. Each technique that is offered is part of all the processes that every upholsterer has to learn.* 6-week workshop. Thursday nights. 6:30pm – 9pm. A perfect course for a beginner. Jumpstart your knowledge of traditional upholstery skills and methods. Over six Thursday evenings, experienced upholsterers will guide you through the wonderful world of upholstery and help you build a fabulous footstool using traditional methods. You can leave your project at the centre in between classes. Before the advent of foam in the middle of the twentieth century, the only way to make wooden seats more comfortable was to build up layers using available materials. Our small fabric footstool (above) is built from layers of woven webbing, hessian, vegetable fibre, animal hair and calico and is sewn with specialist needles and stitches. Although this method is more labour-intensive than the modern method of using foam, it is much longer lasting and preferred in more expensive pieces of furniture. This is the method used in many traditional chair seats, so once learned, you can apply this method to your own projects. We provide everything for the workshop, from the wood frame to the set of natural beech wood legs that are included for you to paint or stain as you wish. Choose from our selection of top fabrics, or bring your own. You will need about a metre of fabric and you will not need it until the final class. The use of all tools and materials is included. We also have a selection of specialist upholstery tools and all the materials that we use in our workshops for sale at the Goodlife Centre for you to continue your new hobby at home. Beginners welcome. This course is run on a Thursday evening over 6 consecutive weeks. 6:30pm – 9:00pm

This is a studio based long pose life drawing and painting session. We have a nude model for two hours in a single pose to give you time to complete a finished drawing or to paint the figure. You are welcome to draw or paint in oils or wet media. Our studio is purpose built and well equipped with easels, drawing boards, clips and so on. We sell materials at reasonable prices so if you forget anything we should be able to help you out. We have professional lighting for the models and full spectrum lights for the studio to give you a good experience. We break for 5 minutes for the model every 25 minutes This is not a tutored session but it is run by artist [Audrey Fattouche](https://www.instagram.com/audreyfattouche/), who will be happy to give guidance if requested and may suggest themes or ideas to consider during the evening. Studio session £15 [Click here](https://www.dulwichartgroup.co.uk/product/thursday-evening-drawing/) to book and more information

Free On-going 10 Week Sahaja Yoga Mediation Course - Hello there! - We'd like to welcome you to Free weekly meetings hosted by Manohar, Sat , Cristina, Tim, Larissa, Matthew - Learn to Meditate - Join us for weekly meditation sessions in Wanstead Community Hall on Thursday evenings from 7.30pm until 9.00pm - Wanstead Community Hall, 21 The Green, Wanstead, London, E11 2NT **Thursday evenings from 7.30 pm until 9.00 pm** \- Please come in good time as doors close at 8 pm and might be difficult to get in\. Sahaja Yoga is a unique form of meditation that will enable you to connect with your deeper self, establishing a higher awareness within you resulting in a deep feeling of peace, calmness, balance, and joy. It is a tangible practical experience: Sahaja Yoga is “Subtle, Simple and Real”. It was founded by HH Shri Mataji Nirmala Devi ( 1923-2011) and has at its core the process of Self Realisation: connecting with your real Self through the awakening of the dormant energy in our sacrum bone called Kundalini who takes us into the deep peaceful state of thoughtless awareness. In the class, we will go through the process of Self Realisation and learn how to achieve the state of meditation effortlessly. Also, we will learn about balancing our subtle system, how to diagnose and solve our problems, and how to meditate at home. Sahaja Yoga helps all aspects of our life: physical, mental, emotional, and spiritual, it is an extraordinary method, unique from any other types of meditations as it uses our own energy Kundalini who can correct our chakras, balance us, and take us to a much higher and deeper state of awareness. We do not need mats, we sit on chairs, it is easy and simple, Sahaja means spontaneous in Sanskrit, it is for all cultures, ages, religions, and backgrounds. There are free meetings all over London and the UK and also in more than 100 countries. If you are looking for well-being, harmony, and solving your problems, you want to get out of confusion, and mental health problems you are looking for answers then you are in the right place. Come along and try, no need to sign up, beginners are welcome anytime. **“Sahaja Yoga is a method by which our Pure Desire is fulfilled“ (from the founder Shri Mataji Nirmala Devi)**

We have three great talks lined up, plus time to chat and meet others in the community. We can’t wait to see you there! We want NSLondon to be welcoming to everyone and support a broad range of voices. To help address existing imbalances in attendance, we’re offering a limited number of **early-access spots to women, non-binary people, and others who are currently underrepresented** in the iOS developer community. You can request one of these spaces by filling in [this form](https://docs.google.com/forms/d/e/1FAIpQLSfkWvVomYXUwESWHet2HDxTia4euvYcP2WKtkVQLXCzjmtbvA/viewform) before RSVPs open for general availability. (**Update:** This form is now closed.) **💬 Talks:** **Raphael Velasqua** — “Claude as Your iOS Pair Programmer” *What if your codebase could teach Claude how your team codes — not just generic Swift? A glimpse of scaffolding, writing reliable tests and more with Claude.* **Paul Shone** — “Turning Applications in to Apps: Tips on getting hired in a changing marketplace” *Join Paul Shone, Co-Founder of Pixelated People, a recruitment leader with over 15 years of experience in building world-class mobile engineering teams. Paul shares invaluable insights on how to standout and secure your dream job in this changing and competitive job market. If you are a job seeker aiming to land the perfect role this session is packed with actionable advice that will set you apart from the competition.* **Vadim Popov** — “From ARKit to Vision – How Far Can You Push the iOS Camera” *This talk explores how far you can push the iOS camera by rebuilding core camera features using AVCaptureSession, comparing real-time face and skeleton detection across ARKit, Vision, and MediaPipe, and diving into live image analysis like sharpness, brightness, and composition scoring with Vision and Accelerate. It also reflects on what users actually value in a camera app, sharing practical lessons and missteps from the journey.* **🕓 Schedule:** 6:30 PM Arrival and check-in at JustPark reception 7:00 PM Presentations start 9:00 PM Continue the conversation at the pub (TBA) * **Arrival Time:** Arrive at 6:30 PM to complete the check-in process. If you need mobility assistance, let us know at least one day in advance. * **Check-in Process:** Go to JustPark reception. Provide your full name and mention the NSLondon event to receive your badge. * **Full Names Required:** Ensure your Meetup profile has your full name or send it to us in a private message at least 48 hours before the event. * **Late Arrival:** A JustPark staff member will guide us to the event space. If you arrive late, you may need to wait. 💎 **Acknowledgments:** We'd like to thank JustPark for their generous support in hosting this event. NSLondon is a community-driven group and needs your support! Contact us for information about venues, speakers, or sponsorships. Feel free to reach out with any questions. See you there! Please read our [Code of Conduct](https://nslondon.com/coc). MC: Aled Samuel

Hello there! - We'd like to welcome you to Free weekly meetings hosted by Shalini & Manitu which take place at the: Greenwich West Community & Arts Centre, 141 Greenwich High Rd, SE10 8JA, on Thursday evenings from 7.30pm until 9.00pm With Sahaja Yoga Meditation we normally sit on chairs to achieve yoga, effortlessly & spontaneously. So there is no need for mats and no special clothing required. All across the globe, many are seeking new sources of energy. Meanwhile, the most transformative energy of all is hiding in plain sight, within us. It's natural, sustainable, and infinitely renewable. It's called inner kundalini energy. And everyone already has it — everyone!. It is often likened to an inner feminine or motherly energy which automatically knows about us and what is needed to help us restore balance and harmony within our subtle being. It works spontaneously, effortlessly, organically and cannot be paid for. Sahaja Yoga Meditation is a simple time-honoured technique that lets you tap into that energy and harness its power to become better balanced and better connected to yourself — emotionally, physically, mentally and spiritually If you're having trouble juggling the challenges in your life, Sahaja Yoga Meditation might well help you manage stress, master your emotions and find solutions to your problems . You may enjoy better health, better focus, and a deeper understanding of the universe and your place in it. Meditation is not just for mystics and monks. Sahaja Yoga meditation is for everyone. Anyone can do it. It's that easy. But with the Sahaja Yoga experience, you'll quickly realise, it isn't your typical Meditations 'R Us type class. It's much more than just feeling peaceful and relaxed. Sahaja Yoga Meditation has many layers, varied and deep. Explore at your own pace, in your own way. Our volunteer experts are always available to help. Ready to plug into your inner energy? A Sahaja Yoga Meditation class is a great way to start. A few minutes of your life may be all it takes to connect to your inner energy and light the path to lifelong transformation. Sahaja Yoga is more than a temporary solution or quick relief — it is a journey, rather than a destination. It's all about energy — guaranteed pure and carbon neutral. You can never have too much of it. The best part? All classes are free. No strings, no catch. Everyone is welcome. Bring a friend, bring your self — all are welcome. We have a web site here in London too which you can visit for more info about weekly meetings: www.sahajayogalondon.co.uk (http://www.sahajayogalondon.co.uk/) Join us on Facebook (https://www.facebook.com/London.Free.Meditation) and Twitter (https://twitter.com/SahajL)

Counting your blessings, being thankful and appreciative… Sometimes, do you find it difficult to be grateful? Even when things are tough, gratitude makes sense. Because gratitude is short for ‘great attitude’. It makes us happier and hopeful. It keeps you focused on what is there, instead of what isn’t, on what’s right instead of what’s wrong. Join us to explore ways to cultivate an attitude of gratitude and practise more gratitude, especially in hard times. **This is a free 60-minute in-person seminar.** **If you would like to make a voluntary donation, please click** [here.](https://www.innerspace.org.uk/donations/ "https://www.innerspace.org.uk/donations/") \* I consent to my submitted data being collected and stored. We will process your personal data in line with the GDPR requirements and always store it securely and use it only for the purpose for which it has been collected. We will not pass on your details to any third parties without your consent.

**Explore, Create, and Capture the Charm of London’s Hidden Gem** Ever wanted to take beautiful, professional-looking photos with your camera, but didn’t know where to start? Join us in one of London’s most picturesque and peaceful corners—**Little Venice**—for a hands-on **beginner-friendly photography class** that blends **creative learning** with **urban exploration**. Led by a professional photographer with years of experience in both teaching and shooting across London, this 2-hour walking workshop will introduce you to the fundamentals of photography—**composition, lighting, exposure, and camera settings**—while guiding you through the stunning canals, bridges, houseboats, and quaint corners of this charming neighborhood. Whether you're using a DSLR, mirrorless camera, or just your smartphone, you’ll walk away with practical skills, improved confidence, and a fresh set of eyes for spotting photo-worthy moments. ### ✅ What you’ll learn: * Basic camera functions & manual settings * How to compose strong, balanced images * How to work with natural light * Tips for travel, portrait, and street photography ### 📍 Location: We’ll meet near Paddington Station and begin our journey along the canal paths of Little Venice. Exact meeting point to be sent by email 2 days before the event. ### 🎓 Perfect for: * Absolute beginners * Smartphone shooters wanting to level up * Londoners and visitors who want to see the city differently ### 🎁 What you’ll get: * Professional guidance in a small group * Personal feedback on your shots * A relaxed, creative afternoon in a scenic part of the city ### 🎁 Cost: **£30 paid by bank transfer before the event date.** 📸 **Heads up!** We only need 2 participants to run this class. If it doesn’t go ahead, we shall reschedule to another day or you get a **full refund**. No risk, just learning and fun! ✨ 👉 **Spots are limited — sign up now to secure your place!**

Reportage photography or visual narrative photography is the art of telling the story of an event or location through photographs. It is based on photojournalism and when carried out properly, reportage photography will provide a comprehensive collection of photographs that will form a story of the subject. In this edition of this storytelling workshop we will choose from a selection of topics occurring around Chinatown in order to create a collection of photo stories. It is going to be challenging but also full of discovery. You will learn how to report and tell your story from beginning to end and then given a brief and a series of exercises to help you tell your story. WHAT YOU WILL LEARN * How to create a visual narrative * What makes a good story and how to show it visually * How to tell a story with a series of photographic images * Improve your composition skills to create impactful images EXPERIENCE LEVEL * Beginner/Refresher EQUIPMENT * Any camera including mobile phone * Any lens CONTACT * Alex 07956 264049 VENICE PHOTOGRAPHY WEEKEND - Oct 2026 [https://www.meetup.com/londonphotographic/events/313109100/](https://www.meetup.com/londonphotographic/events/313109100/) UPCOMING EVENTS [www.meetup.com/londonphotographic/events](http://www.meetup.com/londonphotographic/events)

Today we'll be looking at the work of the Italian artist Caravaggio. Caravaggio adopted *chiaroscuro* lighting in his paintings in the 16th century. *Chiaroscuro* is an Italian term referencing the contrast of light (chiar) and dark (oscuro) to model three-dimensional forms. It’s a style that has quite dramatic results and one that photographers can use to create dramatic images. **Join us for a workshop in 2 parts:** * Part 1: Informative session on the incredibly interesting life and work of Caravaggio * Part 2: Shoot chiaroscuro style * We will also discuss street photography tips **PAYMENT OPTIONS** * **PayPal via RSVP** * The Meetup transaction fee will be added. and you'll automatically be added to attend * **Send £25 via PayPal** to \*\*[creativebeansproductions@gmail.com**](http://creativebeansproductions@gmail.com%2A%2A/) with no extra fee. * Send us a text or comment below and we will add you to the event attendee list. EQUIPMENT: * Any camera * Any lens such as a standard 18-55, 24-70mm etc. OTHER ESSENTIALS * A fun and experimental attitude! TRAVEL * As usual check TFL website for any issues that may delay your journey CONTACT * Alex 07956 264049 **TRAVEL WEEKEND** VENICE PHOTOGRAPHY WEEKEND - Oct 2026 [https://www.meetup.com/londonphotographiclcp/events/313109097/](https://www.meetup.com/londonphotographiclcp/events/313109097/) UPCOMING EVENTS [www.meetup.com/londonphotographiclcp/events](http://www.meetup.com/londonphotographiclcp/events) Photo © London Photographic

Today we'll be looking at the work of the Italian artist Caravaggio. Caravaggio adopted *chiaroscuro* in his paintings in the 16th century- his work beautifully combines a realistic view of the human state- physical and emotional- with a dramatic use of lighting. *Chiaroscuro* is an Italian term referencing the contrast of light (chiar) and dark (oscuro) to model three-dimensional forms. It’s a style that has quite dramatic results and one that photographers can learn a lot amount about lighting from studying. **Join us for a workshop in 2 parts:** * Informative session on the incredibly interesting life and work of Caravaggio * Shoot chiaroscuro style * We will also discuss street photography tips EQUIPMENT: * Any camera * Any lens such as a standard 18-55, 24-70mm etc. OTHER ESSENTIALS * A fun and experimental attitude! TRAVEL * As usual check TFL website for any issues that may delay your journey CONTACT * Alex 07956 264049 **UPCOMING EVENTS** **VENICE PHOTOGRAPHY WEEKEND - Oct 2026** **[https://www.meetup.com/londonphotographic/events/313109100/](https://www.meetup.com/londonphotographic/events/313109100/)** **UPCOMING EVENTS** **[https://www.meetup.com/londonphotographic/events/calendar](https://www.meetup.com/londonphotographic/events/calendar)**

**PLEASE PURCHASE YOUR TICKET VIA THIS LINK ONLY:** **[TICKETS](https://fatso.ma/3foN).** Step into a bold new creative playground at **L’arch** — a 1,200 sq ft converted railway arch launching this spring as a striking photoshoot space designed for powerful visual storytelling. This immersive urban venue blends industrial edge with theatrical elegance, offering a dynamic backdrop for high-impact content, fashion editorials, and artistic collaborations. **Theme: “Iconic Statements”** Inspired by underground culture, high fashion, and futuristic fantasy, this shoot fuses burlesque drama,, and urban-core aesthetics — all elevated with elegance and class. It’s about reclaiming space, pushing boundaries, and creating visuals that feel iconic, rebellious, and unforgettable. Whether you’re shooting, modeling, styling, or showcasing your work — this space is built to transform creative visions into standout content. **WHAT TO EXPECT** ✨ 4-Hour Collaborative Photoshoot 👠 Live Catwalk Runway Moments throughout the session 🤝 Network While Shooting — connect, collaborate, and create in real time 🎥 High-Volume Content Opportunities • Behind-the-scenes • Backstage footage ⚡ Relaxed but High-Energy Creative Vibe Designed to maximise output while keeping it fun and supportive. **VENUE HIGHLIGHTS – L’ARCH SHOOTING LOCATION** 🎹 Baby Grand Piano 👗 Plush Dressing & Prep Area 👑 Statement Throne with Wings 💡 Neon Runway Catwalk 🎨 Graffiti Walls & Industrial Textures 🛋 Semi-Circle Sofa for Editorial Setups 🔆 Iconic Illuminated Signage 🏢 Expansive 1,200 sq ft Open-Plan Layout **Who’s this for?** ✔ Photographers & Content Creators (All skill levels welcome) ✔ Models & Performers (No experience required) ✔ Designers, Stylists, MUAs & Visual Artists ✔ Anyone looking to collaborate, create, and elevate their portfolio DRESS CODE – MODELS Models should arrive with 1–3 of their own looks prepared before the shoot. If designers are joining, they will be present to provide additional outfit changes on the day. STYLE DIRECTION Think editorial, bold, and expressive. ✨ Burlesque glamour, class & elegance ✨ Futuristic silhouettes ✨ Elevated urban looks ENCOURAGED ELEMENTS Corsetry • Leather • Metallics • Tailoring Dramatic accessories • Statement makeup Bring pieces that tell a story — this is a space to go all in. **Collaboration Disclaimer:** This is a collaborative shoot. • No additional charges should apply for models to receive photos. • All imagery created must be shared without logos or watermarks. • Everyone involved will be encouraged to collaborate via Instagram & credit all creatives appropriately. We’ll ensure all participants are informed and aligned to keep the collaboration fair, respectful, and transparent. **Want in?** Once you grab your ticket, email welove.socialise@gmail.com with your WhatsApp number and Instagram handle. You’ll be added to the WhatsApp group chat at least 2 weeks (if not before) before the event where all final details will be shared. 📍 Exact location revealed to ticket holders only 📸 Follow us on IG **@welove_shoots** for updates and previews

There will be some very interesting characters dressed in period clothing strolling the streets of London! Some may have handlebar moustaches as well! You will not be disappointed with the portraits you get! This is an event for people who want to do something and shoot something different. Join us and build your portfolio with colourful portraits at this walk with the cheeky chappies. The walk will be a mix of historic London locations and hopefully introducing you to some hidden gems that are off the beaten track. EXPERIENCE Beginner/Refresher WHAT YOU WILL LEARN: * Shooting people * Candid or posed and how to approach people * Camera settings EQUIPMENT: * Any camera * Any lens 18-55, 24-70 etc * Any longer lens for candid shots or close ups OTHER ESSENTIALS * A fun and experimental attitude! PAYMENT OPTIONS * PayPal via RSVP - Meetup transaction fee will be added. and you'll automatically be added to attend * Send £25 via PayPal to \*\*[creativebeansproductions@gmail.com**](http://creativebeansproductions@gmail.com%2A%2A/) with no extra fee. * Text Alex on 07956264049 and we will add you to the event attendee list. TRAVEL * As usual check TFL website for any issues that may delay your journey. CONTACT Alex 07956 264049 VENICE PHOTOGRAPHY WEEKEND - Oct 2026 [https://www.meetup.com/londonphotographiclcp/events/313109097/](https://www.meetup.com/londonphotographiclcp/events/313109097/) UPCOMING EVENTS [www.meetup.com/londonphotographiclcp/events](http://www.meetup.com/londonphotographiclcp/events)

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.

Whether you've never done improv before, or you've done it for so long you knew Del Close on a personal level, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup** for some fun and games! The idea behind improv is to create entire scenes from scratch based on a suggestion from the audience. This can be done in game form, like *Whose Line Is It Anyway*, *ComedySportz*, or *Wild 'n Out*; it could also be done to tell stories, like *Middleditch and Schwartz*. Our meetup, which is central Ohio's longest running (and free!) weekly comedy event, brings the games (and occasionally different forms) for you to play in a safe, supportive, and compassionate environment. Not only is it a lot of fun, but you get to work on thinking faster on your feet, plus it's an excellent way to meet new people and make friendships that'll last a lifetime! Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "Yes, And" that you'll have fun!

Let’s meet and wander the galleries! General admission on Sundays is free.

Whether you've never done improv before, or you've done it for so long you knew Del Close on a personal level, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup** for some fun and games! The idea behind improv is to create entire scenes from scratch based on a suggestion from the audience. This can be done in game form, like *Whose Line Is It Anyway*, *ComedySportz*, or *Wild 'n Out*; it could also be done to tell stories, like *Middleditch and Schwartz*. Our meetup, which is central Ohio's longest running (and free!) weekly comedy event, brings the games (and occasionally different forms) for you to play in a safe, supportive, and compassionate environment. Not only is it a lot of fun, but you get to work on thinking faster on your feet, plus it's an excellent way to meet new people and make friendships that'll last a lifetime! **AND TODAY IS OUR THIRTEENTH ANNIVERSARY!!!** So be ready for a celebration of everything that's made Improv Meetup wonderful: you, the amazing performers! Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "Yes, And" that you'll have fun!

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

All levels of Meditators or welcome. In person or on Facebook Live! There will be instructions and inspiration for new inexperienced meditators. The hosts, meditators and Kriya Yoga initiates for over 50 years, are direct disciples of Yogacharya J. Oliver Black one of Paramahansa Yogananda's most advanced male disciples. He is the founder of Golden Lotus, Inc., which owns & operates 'Song of the Morning' an 800 acre Yoga Retreat Northest of Gaylord, MI on the Pigeon River. Paramahansa Yogananda founded Self Realization Fellowship, headquartered in Los Angeles, CA and is the author of the Spritual Classic, 'Autobiography of a Yogi.'

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