Risk Management

**Grade 🥾🥾🥾 Level 3/5** —— **📖SUMMARY:** 24km \(15mi\) \| Ascent: 116m \| Max Elevation 42m 🚆**Train:** Return ticket **London Waterloo** **⇆** **Shalford (Surrey)** 💡For the journey back to London, we will use the **same** ticket but from **West Byfleet** ⛳️ **Meeting Point:** **2 Options** **1-** London Waterloo station Ticket Office \| **08:40** (Train is at **09:03**) **2-** Shalford \(Surrey\) outside train station \| **10:00** *⚠️*This is a **Point-to-Point (not circular)** Hike **🏁** **Hike** **start:** **Shalford** \(Surrey\) train station \| **10:10** **🔚** **Hike** **finish:** **West Byflee**t \| approx\. **17:00** —— 🚊 **TRAIN TICKET INFORMATION:** I would recommend you get **🎟️Sunday Out Return** ticket London Waterloo ⇆ Shalford (Surrey) with a *Network Railcard* is £12.05 (instead of £18.10). * **➡️ Outbound:** London Waterloo **09:07** **→ 10:01** Shalford \(Surrey\) \| **❗️**We will take the London **09:03** **→ 09:44** Guildford Train, ***with the same ticket, then changing 13min***, Guildford **09:57** **→ 10:01** Shalford (Surrey) ❓Why not the 09:07? It arrives at the same time but with only a 5-min connection at Guildford — too tight if anything runs late. The 09:03 gives us a comfortable 13-min buffer. ⁉️ Buy the 09:07 ticket, board the 09:03 with us. * **⬅️ Inbound:** West Byfleet *Any Off Peak Return* (same ticket) *→* London (Travel is allowed via any permitted route via Woking) 💡If you’d like to join other hikers using a **Network Railcard,** please arrive earlier so we can organise small groups. Note that each card can cover up to 4 people. ℹ️Visit **[National Rail](https://www.nationalrail.co.uk/)** for details —— **📕ABOUT:** **A calm, steady walk with plenty of time to breathe, chat and take it all in 🌿. No one gets left behind and no one’s in a hurry 😇** \- You will meander through open meadows and quiet country lanes before joining the peaceful towpaths of the **River Wey Navigation**. - Along the way, the route passes **historic locks**, narrowboats gently bobbing on the water, and the soothing sounds of cascading weirs. \- One of the standout moments of the journey is the sight of **Newark Priory**, a haunting twelfth century ruin set against wide, open fields. It is a vivid reminder of the area's medieval heritage. \- With abundant wildlife and ever changing riverside views\, this trail offers a perfect balance of natural beauty and historical intrigue\. —— **🌟HIGHLIGHTS:** * **Bowers Lock and Historic Oak:** As you approach Bowers Lock, look out for a 300-year-old oak tree, a silent witness to centuries of river history. Informational boards nearby provide context about the area's significance * **Newark Priory Ruins:** Between Papercourt and Walsham Locks, catch glimpses of the evocative ruins of Newark Priory across the fields. Though on private land and not directly accessible, the view is a poignant reminder of the region's rich past. * **Walsham Lock and Pyrford Place:** Crossing the bridge at Walsham Lock, you'll notice an unusual building on the opposite bank, part of Pyrford Place. This structure is reputed to have been used by Elizabeth I and John Donne * **Pyrford Lock and The Anchor Pub:** A popular spot for walkers. —— 💷 **COST: Free** This hike is completely free to join but participants need to purchase their own transport tickets. —— **🎒WHAT TO BRING:** * 2L Water * Packed lunch and snacks * Comfortable walking/hiking shoes * Weather-appropriate clothing (layers, waterproofs, hat, sunscreen) * Optional: trekking poles, camera —— *✅***WHO CAN JOIN:** • ‍‍Our hikes are open to adults aged 21 and over. • For safety reasons, we’re not able to include children. • We love animals, but pets (including dogs) can’t join our hikes. —— **🚨RSVP & ATTENDANCE**: RSVP only if you plan to attend. Please cancel as early as possible if you can no longer make it so others can join. A no-show means you RSVPed but did not attend or cancelled just before or after the start time. Repeated no-shows or late cancellations without a valid reason may lead to removal. Reliable regulars who end up on a waitlist may message the host for priority consideration. —— **☯️STAYING TOGETHER:** A dedicated back marker is not always present, so please keep others in sight and avoid moving too far ahead or falling too far behind. Faster walkers should wait at junctions. The hike leader will pause at key points to regroup and reduce the chance of anyone becoming separated from the group. —— ⚠️ **DISCLAIMER:** By joining, you confirm that you have read and accepted the group policy on the About page. You are responsible for your own safety, and neither the host nor the group can be held liable for injury, loss, or damage.

Sunday rehearsal with Castellers of London. Meet us at the OBC Community Centre to help build human towers! This get together is a great opportunity for you to meet new friends, socialise and have a go and explore your abilities as a human tower builder a.k.a Casteller! For newcomers we have a team of trained Castellers who will introduce you to the group, guide you through the activity and help you safely take part in this unique Catalan tradition. When you arrive just approach us as we are really friendly! If in doubt ask for Cuss! Please let us know if you are bringing guests. After the rehearsal we go to a nearby pub for social drinks where everyone is welcome :) What do you need? 1. Ideally a cotton shirt: to protect your neck and shoulders, the more durable the shirt/top the better. We do not recommend any thin items of clothing! 2. Jeans: allowing you to move freely without breaking. 3. Mask: We still require the use of a mask as you will be very close to your fellow Castellers - basically you will be hugging people! The rest of the equipment is on us! We take health and safety very seriously, both in relation to COVID-19 and also the activity- please be assured that the safety of all participants is of the utmost importance to us and we take all necessary precautions to minimize the risk, ensuring we all have a great time! Our regular members won't be filling in the Meet Up to say they are going 🙂 So don't be put off if you see only a handful have said they are going. A minimum of 25 on the day is normal. What the Meet Up may show is how many new people like yourself are going.

ENJOY THIS UNIQUE WALK IN STUNNING GREEN SPACES. STRENGTHEN NEW FRIENDSHIPS IN A PUB SOCIAL AFTER THE WALK. **WALK START: Forest Hill Railway Station** (National Rail and London Overground - Travel Zone 3) WALK ROUTE: Today we walk through the contrasting scenery of Horniman Gardens, Dulwich Park, Sydenham Woods Sydenham Wells Park and Crystal Palace Park. WALK DISTANCE: Approx 6 miles. WALK FINISH: Crystal Palace Station ( National Rail and London Overground). STOPOUT POINT: Throughout the walk we will cross several London bus routes. **Scroll down to see Disclaimer and Notice of Risks.** ENJOY UNIQUE HEALTHY WALKS IN STUNNING GREEN SPACES OR ALONG WATERWAYS IN LONDON. STRENGTHEN NEW FRIENDSHIPS IN A PUB SOCIAL AFTER THE WALK. **COST of EVENT**: **All of the walks on this group are only £5 each to attend. Payment is not collected before the day of the event to allow you maximum flexibility.** **This walk is free for holders of the Ken's Events Membership Card.** Get out, explore and enjoy London's abundant green spaces and surprising surrounding countryside. Give up the city streets for a day and breathe some fresh air. Improve your overall fitness levels and make some new friends at the same time. Social Event: Our walks are social walks, where the emphasis is on meeting new people, enjoying nature, healthy exercise, and fresh air. Our walks are not interrupted with running commentaries or historical lectures, although occasionally features of significance may be pointed out. As such our walks will be continuous with few stops and it is your responsibilty to keep walkers ahead in view and to follow the direction of the walk. We always end the walk at a pub where the socialising can continue. Take this opportunity to visit green parts of London, unknown to most people, and that you would not otherwise have an opportunity to see. RISKS:Please dress appropriately for weather conditions and carry a bottle of water and necessary medication. You need to be moderately fit for this walk and be able to walk for four miles without a break. In these walks we use; pavements, cross busy roads, public parkland, towpaths alongside water, other public paths, and tracks through woodland and countryside. Please only wear good sturdy shoes, trousers are recommended, and take care as surfaces may be uneven, and some paths are also used by joggers and cyclists. Be wary of portruding tree roots and low overhanging branches. If you require insurance for these walks then you must arrange this yourself. No large dogs or small children please. Please arrive in good time to allow opportunity to use toilets at the start of the walk as there may not be any toilet breaks available during the walk. WANT TO COME ON ANOTHER WALK? For a list of future walks go to[ http://www.meetup.com/KENS-EVENTS-EXPLORE-LONDON-SECRETS/events/](https://www.meetup.com/KENS-EVENTS-EXPLORE-LONDON-SECRETS/events/) DISCAIMER All Ken's Events are subject to a disclaimer. Please click here [https://www.meetup.com/kens-events-explore-london-secrets/](https://www.meetup.com/kens-events-explore-london-secrets/) to find out more about Kens Events/Walks and click on 'read more' to see full disclaimer. Please post no pre-event messages unless you are posting something relevant for the whole group. Kens Events also has a facebook page. [http://www.facebook.com/Kens.events](http://www.facebook.com/Kens.events) When you arrive at the station look for Ken with Kens Events/Meetup Badge outside the station. WHAT IF THE WEATHER IS BAD? - Light rain is not a problem, only very heavy rain will lead to a postponement.

**Please note~ RSVP will open one week before each event. This is to avoid no shows. If you are unable to attend please mark yourself as ‘not going’ so someone else can attend in your place. Thank you. ** It's a board games club with a twist! We have a variety of games to play as well as the usual titles and favourites like Secret Hitler, Exploding Kittens and Uno so come on down if this sounds like fun to you! The games will be easy to understand as well, so don't worry about your level of board game experience! And remember to BYOBG (bring your own board games) if you have any that you would like to share :) We will meet inside TCR Bar for around 1pm. We will be seated in the boths at the back of the bar. Food and drinks are available from the bar. It would really help the venue if you could make a small purchase from the bar. Thank you.

ENJOY THIS UNIQUE WALK IN STUNNING GREEN SPACES. STRENGTHEN NEW FRIENDSHIPS IN A PUB SOCIAL AFTER THE WALK. Today we walk through the contrasting scenery of Crystal Palace Park, Biggin Woods, Norwood Grove and Norbury Park **WALK START:Crystal Palace Park Railway Station** (National Rail - Travel Zone 3/4) WALK ROUTE: From Crystal Palace Park Railway Station we walk across Crystal Palace Park and then enter Westow Park, Upper Norwood Recreation Ground, Biggin Woods, Norwood Grove and Norbury Park. WALK DISTANCE: Approx 6.5 miles. WALK FINISH: Norbury Station ( National Rail). STOPOUT POINT: Throughout the walk we will cross several London bus routes. **Scroll down to see Disclaimer and Notice of Risks.** ENJOY UNIQUE HEALTHY WALKS IN STUNNING GREEN SPACES OR ALONG WATERWAYS IN LONDON. STRENGTHEN NEW FRIENDSHIPS IN A PUB SOCIAL AFTER THE WALK. **COST of EVENT**: **All of the walks on this group are only £5 each to attend. Payment is not collected before the day of the event to allow you maximum flexibility.** **This walk is free for holders of the Ken's Events Membership Card.** Get out, explore and enjoy London's abundant green spaces and surprising surrounding countryside. Give up the city streets for a day and breathe some fresh air. Improve your overall fitness levels and make some new friends at the same time. Social Event: Our walks are social walks, where the emphasis is on meeting new people, enjoying nature, healthy exercise, and fresh air. Our walks are not interrupted with running commentaries or historical lectures, although occasionally features of significance may be pointed out. As such our walks will be continuous with few stops and it is your responsibilty to keep walkers ahead in view and to follow the direction of the walk. We always end the walk at a pub where the socialising can continue. Take this opportunity to visit green parts of London, unknown to most people, and that you would not otherwise have an opportunity to see. RISKS:Please dress appropriately for weather conditions and carry a bottle of water and necessary medication. You need to be moderately fit for this walk and be able to walk for four miles without a break. In these walks we use; pavements, cross busy roads, public parkland, towpaths alongside water, other public paths, and tracks through woodland and countryside. Please only wear good sturdy shoes, trousers are recommended, and take care as surfaces may be uneven, and some paths are also used by joggers and cyclists. Be wary of portruding tree roots and low overhanging branches. If you require insurance for these walks then you must arrange this yourself. No large dogs or small children please. Please arrive in good time to allow opportunity to use toilets at the start of the walk as there may not be any toilet breaks available during the walk. WANT TO COME ON ANOTHER WALK? For a list of future walks go to[ http://www.meetup.com/KENS-EVENTS-EXPLORE-LONDON-SECRETS/events/](https://www.meetup.com/KENS-EVENTS-EXPLORE-LONDON-SECRETS/events/) DISCAIMER All Ken's Events are subject to a disclaimer. Please click here [https://www.meetup.com/kens-events-explore-london-secrets/](https://www.meetup.com/kens-events-explore-london-secrets/) to find out more about Kens Events/Walks and click on 'read more' to see full disclaimer. Please post no pre-event messages unless you are posting something relevant for the whole group. Kens Events also has a facebook page. [http://www.facebook.com/Kens.events](http://www.facebook.com/Kens.events) When you arrive at the station look for Ken with Kens Events/Meetup Badge outside the station. WHAT IF THE WEATHER IS BAD? - Light rain is not a problem, only very heavy rain will lead to a postponement.

**Here we meet up outside of the restaurant setting, in a beautiful room at the Tibetan Buddhist Centre in London. The quiet venue is helpful for perhaps a greater deep dive and attention to our topic.** Together we shall be exploring some of the themes that Krishnamurti is proposing but, more importantly, that we ourselves are facing in our everyday life. Krishnamurti is showing us what he sees about human conditioning and the lack or freedom and love that dominates existence. Our inquiry is to see this conditioning for ourselves and to bring about fundamental change. ### **Dialogue Dates For 2026** * Sunday 11th January * Sunday 8th February * Sunday 8th March * Sunday 12th April * Sunday 10th May * Sunday date in June awaiting confirmation * SORRY THE CENTRE IS CLOSED DURING JULY & AUGUST * Sunday 13th September * Sunday 11th October * Sunday 8th November * Sunday 13th December **The Dialogue** As we sit together and exchange on these unresolved topics of life, we will be confronted with the living limitations of our relationships in the group. What is real listening to each other or is my listening and attention already conditioned? What is real inquiry and can we think together during our dialogue? ### **Refreshments** Do come early and have a cup of tea with friends here at the Tibetan Buddhist Cafe on the premises. You can also go and sit in the little garden outside or relax in the lovely library for more private informal dialogues between participants. I will be present at the premises cafe for pre dialogue get togethers: (please contact me if you want me to be there at a specific time...) ### **Contribution Price for the Dialogue** There will be a cost of £10 per dialogue per person to cover the hiring of the room, thank you **[FOR FURTHER INFO ON THIS EVENTS & OTHERS VISIT HERE](https://open-door-worldwide.com/event/krishnamurti-inspired-group-dialogue-buddhist-temple-london/)**

You want to do your best! You want to realise your potential! You want to make the right decisions at the right time! Obviously- you want to be a success! Do you have all the skills in place? Do you have areas in your life or personality that are weaker and you feel can stop you or hold you back? Would you like a free personal consultation to help locate your strengths and weaker areas? We can help you to maximise on your potential. If you would like a free 1 hour consult then register now! We have various times available for your own personal consultation This is hosted at the Scientology Life Improvement Centre in London. We use the Oxford Capacity Analysis test. https://www.scientology-london.org.uk/personality-test/

A regular meetup for those committed to practising and improving their Arabic. It is designed for those who know the very basics and want a structured opportunity to practise reading, listening, speaking, and building confidence. If you're still learning the very basics but want some motivation to keep going, you're very welcome to join. Note: This is a practice group facilitated by a native speaker - not a formal teacher or taught class, and not a Quran teaching session. 📚 SESSION FORMAT: ⏱️ 30 mins Intro & Social: We'll go around and introduce ourselves in Arabic. Feel free to prepare 2-3 sentences beforehand if you don't like being put on the spot! 🗣️ 60 mins Structured Practice: A focused session practising together with guidance : ◾ Taking turns reading passages aloud ◾ Listening to excerpts from an audiobook ◾ Working together to translate and understand the text 💬 Continued Socialising: Feel free to stick around afterwards for more informal chat and connection. ✊ Note: Active Muslims is equally about focusing on the actual activity, in this case, it is a practice session requiring mental engagement and active participation (and not just a social), therefore it is advised to approach and attend these events with that mindset, intention and purpose. 📍 LOCATION: Barbican ⌚ MEET: By the cafe G Level (Benugo) ⏱️ TIME: Meet from **11:00am** for intros and socialising. The practice session starts promptly at **11:30am** insha'Allah. 🎒 What to bring: 📚 Any Arabic texts you would like to read 🎧 Headphones (optional, if you prefer listening privately) ➖➖➖➖➖➖➖➖➖➖➖➖ If you can no longer attend, please update your RSVP to free up your spot for someone on the waiting list. ➖➖➖➖➖➖➖➖➖➖➖➖ 🌐 **[@Active.Muslims](https://www.instagram.com/active.muslims)** *(Follow for latest events updates)*

## Details Curious about public speaking or want to improve your communication skills? Networking events make you feel anxious? Join a Cass Toastmasters club meeting at Bayes Business School at 18.15, ready to start for 18.30 sharp each second and fourth Monday of the month. Through interactive sessions guests will have the opportunity to observe and learn more about Toastmasters educational methods and how its members practice to improve communication and learning public speaking in a supportive and friendly environment. And if they feel comfortable test their skills with a small practice exercise! Guests are welcomed! If you want to attend or have any questions, feel free to contact us at [bayestoastmasters@gmail.com.](http://bayestoastmasters@gmail.com./) We hope to see you there!

**It’s that time again! With May now here, we're hugely excited to be hosting our latest Social Pub Quiz, exclusively for 20s and 30s.** Yep that's right, every month we host latest our very special creative and quirky pub quiz in Central London, just for our community ❤️ And as always, our crack team of quizmasters have concocted a range of entertaining and social quiz rounds, each designed to challenge your wit and intelligence with a range of fun and fascinating questions. And we'll also be throwing in some fun team games designed to test your speed, creativity and teamwork - with previous quizzes featuring everything from crafty challenges, poetry duels to Marmalade Sandwich time trials ⏱️ Best of all, we have some amazing prizes up for grabs and so don't miss out on what promises to be a memorable afternoon of quizzing, socialising, and friendly competition. Unfortunately as the pub can only fit a limited number of us in for the quiz and so as always, places will be offered on a first come, first serve basis. **\- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \-** **WHERE/WHEN** Venue Address: The Star By Liverpool Street, 94 Middlesex St, London E1 7EZ ([https://maps.app.goo.gl/hcx4jN9BnqDry2Ws5](https://maps.app.goo.gl/hcx4jN9BnqDry2Ws5)) Nearest Tube Stations: Liverpool Street (5 mins walk) and Aldgate (10 mins). Start Time - 4:30pm Finish time: 7:30pm - 8:30pm (Approx) **\- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \- \-** **JOIN THE COMMUNITY** Set up in November 2021, the project was set up to help 20s and 30s in London meet, connect and hopefully build life-long friendships. To help make this happen, we also host all kinds of events from free social walks, games evenings, day trips, social events, activity nights to picnics. To learn more about our community or to follow us on social media, please follow one of the links below. **Website - [https://friendship-project.co.uk](https://friendship-project.co.uk/)** **Instagram - [https://www.instagram.com/great.friendship](https://www.instagram.com/great.friendship)**

In our first meeting of May, we discuss Brandon Taylor's *Real Life.* Shortlisted for the Booker Prize in 2020, the novel was the much-lauded debut for the Alabama-born writer. 'Deftly zooming in and out of focus, *Real Life* is a deeply affecting story about the emotional cost of reckoning with desire, and overcoming pain.' (Book jacket) 'A campus novel told from the perspective of a Black student, Taylor’s powerful tale embraces themes of grief, desire and alienation in rich, eloquent prose.' -Waterstones https://www.goodreads.com/book/show/46263943-real-life We will discuss the Real Life in the Real Greek - Bankside. So come along for some tasty Greek fare on a Sunday afternoon as we dive into this fascinating premier. N.B. We will be charging an event fee of £3, non-refundable, to discourage no-shows and contribute to the running costs of the group. Please only sign up if you intend to come along as space is limited to make for an effective discussion!

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

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.

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) $15 for One Class $20 for Both Free Parking & Plenty of Dance Space.

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

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