Hustle

Want to meet indie filmmakers and film lovers around the world? Looking to find a team to work on your next project, volunteer your services for some set time, or just chat about movies with someone who can tell the difference between Fight Club and Dallas Buyers Club? Come to Raindance’s Boozin’ N Schmoozin’ – the monthly filmmakers networking event for people who love and make films! During the evening there will be an opportunity for attendees to address the room with requests and offerings. For example, “I am a writer/director looking for a producer to work with on my new script”, or “I am a DoP looking for new projects to work on”, etc Everybody welcome, producers, directors, actors, writers, composers, crew etc, etc Next date: Monday 11th May 2026 from 6:30pm UK time Venue: One Ninetyfour, 194 Piccadilly, London W1J 9LN (nearest tube Piccadilly Circus) * **Doors open at 6 :30pm** * **Pitching starts at 8pm** * **Hosted by Alex di Cuffa** Advance booking only, no cash on door, sign up here This is a FREE event for Raindance Create Members, everyone else just £5 18+ only Hosted by Alex di Cuffa What they’re saying: "The network was really broad with lots of new people." - Andre Farquharson "It was really worth while. I spoke to a lot of people, gave out alot of business cards. I would definitely want to go again." - Harry Demuth "Nicely organised – MC Alex was charming." - Inez "Thanks. Was a good to meet some lovely people tonight." - Darren Brade "Nice place to be…good vibrations…!" - Viorel Obreja Whitaker Want to meet indie filmmakers and film fans in London? Want to find a team to work on your next project, volunteer your services for some set-time, or just talk about indie film with someone who can tell the difference between Lincoln and Abraham Lincoln: Vampire Hunter? Come to Raindance's Boozin & Schmoozin. Free for subscribers to Raindance Create and Pro+ Members: https://raindance.org/membership/ £5 everyone else, sign up here Doors open at 6.30pm Cash bar once you're in * 18+ only Photography & filming may be inprogress during the course of this event If you do not want to be photographed please let the organisers know

**No pressure. No plans. Just new friends ✨** Whether you’re visiting London for the first time, just arrived, or simply love meeting curious, open-minded people, this bi-weekly **Just Gutsy** meetup is an easy way to share stories, make friends, and explore the city together. **Who it’s for?** • Solo travelers • Expats & digital nomads • Locals who love meeting travelers **What to expect?** ✨ Relaxed, **self-led** gathering 🤝 Small group energy 🌍 Travel stories, tips & shared adventures 🍹 Grab a drink or snack if you like **How it works?** This is a self-led meetup, meaning I set it up for you but the magic happens between you. To make sure everyone finds each other smoothly, please follow these simple coordination steps: 1️⃣ **RSVP** Thoughtfully If you’re planning to come, tap “Going.” It helps others feel confident joining and builds momentum before the meetup. Even if you’re 80% sure, RSVP. If your plans change, please update your RSVP so others aren’t expecting your attendance. 2️⃣ **Confirm 2 Hours Before** (Essential) To ensure the meetup runs, please comment on this event page at least 2 hours before the start time: “Confirmed for today 😊” This allows everyone to see, ahead of time, who is actually coming. The meetup moves forward when at least 2 people confirm 2 hours before the event. If fewer than 2 confirmations are posted by then, attendance may be low that day. This avoids anyone showing up uncertain. 3️⃣ **Signal Your Arrival** When you arrive, comment on this event page: “Arrived” + where you’re sitting + what you’re wearing Example: “Arrived. Sitting outside near the entrance. Wearing a black t-shirt.” This ensures everyone can easily find each other. Recognition Tip Having a clear profile photo on Meetup is highly encouraged — it makes recognition effortless and helps the group form faster. **When & Where?** 📅 Day: Every Tuesday & Saturday 🕓 Time: 4:00 PM local time 📍 Meeting point: In front of Starbucks **Marble Arch.** **Arrive on time,** smaller groups make it easier to connect. **Why join Just Gutsy?** • Meet open-minded people who genuinely want to connect • Feel at home anywhere in the world • Be part of a growing global solo travel community • Early members get lifetime premium access to the future Just Gutsy app 🚀 Join here 👉 https://justgutsy.com/ **About Just Gutsy** **Just Gutsy** is a global community for solo travelers who are free spirited, love exploring the world believe that real connections make the best memories. Hi, I am Syrine, I started solo traveling in 2018 and it changed my life, from introvert to extrovert. Along the way, I loved meeting people, but also felt how hard it can be to find connection when traveling alone. I’m building Just Gutsy so no one has to feel alone on the road — and so anyone who’s still shy to take that first step has a welcoming place to start. 💛

The world is in crisis and many people think we've gone past the tipping point and the planet is doomed. However, there are those who have hope and faith in science that some can survive the polycrisis and get to live in a sustainable society and planet. But there's a problem... **There's no clear vision of what a sustainable society and planet should be**, and without that destination, how can we set out on the journey to get there? Please join like-minded people to discuss this. We'll agree an agenda at the start of the meeting. Bring an open mind, suggestions and perhaps a pad of paper. **Here are some topics to be covered.** Please use the comments/chat to suggest other areas for consideration *Depending on the mood of attendees, the frequency of further meetups can be agreed.* **WHAT DO WE WANT A SUSTAINABLE SOCIETY AND PLANET TO LOOK AND FEEL LIKE?** · A planet with clean atmosphere, oceans and soil with systems in place to keep them that way · The abolition of poverty and hunger · Equality of opportunity for all to achieve a peaceful and contented life without fear of physical or other violence · Access to healthcare, hygiene and sanitation for all · Access to quality education for all · A more responsible system of financial structures which embraces the best of co-operative production, capitalism and other systems · A safe justice system for all · Societies which respect for the diversity of opinion, ethnicity, sexuality, religion · Respect for the natural resources and fragility of Planet Earth and their finite capacity · Societies where the more fortunate, stronger and healthier help those less strong, less fortunate or less healthy. · Peaceful co-existence between the varying communities of the planet **What Freedoms ?** · Freedom to travel anywhere · Freedom to worship (should there be limitation such as worship should not be based on destroying the existing system…??) · Freedom from violence · Freedom from hate · Freedom from poverty (how define?) · Freedom of speech · Freedom from anxiety about the future · Freedom from concentration of power · Freedom to preserve culture and arts · Freedom to make decisions about one’s body · Freedom to seek representation and to represent others · Freedom to be different · Freedom to be heard

Your survival depends on knowing who you can rely on. But how can you tell who your real friends are? How can you determine if a person will help make a joint venture successful? Is there a way to predict behavior? Yes. There are fundamental elements to human behavior. When you know them you have insight into your fellow man, and just by observing how people act, you will know *everything* about them. #### On this lecture you will learn: * The important role of trust in human relationships. * The Hubbard Chart of Human Evaluation—the tool to know true character and predict what people will do. * How to evaluate others accurately and guarantee a more certain future for yourself and those you care about. With the knowledge you learn on this course, you will have tools to know who you can trust and who you can depend on. *“Trustworthiness is a highly esteemed commodity. When one has it, one is considered valuable. When one has lost it, one may be considered worthless.”* *—L. Ron Hubbard*

**PLEASE VISIT THE WEBSITE TO CONFIRM SESSION DETAILS AND LET US KNOW YOU PLAN TO ATTEND. THIS IS MANDATORY.** **Want to do something useful with your exercise? GoodGym is no ordinary gym. We're a group of people who get fit by doing good - helping out local charities and community groups with physical jobs like shifting compost and planting trees.** **📍 We meet at** **Town Hall Hotel - Hotel Entrance, Patriot Square, London, E2 9NF** **at 6:45pm.** **🏃‍♂️ At 7:00pm we'll run, walk or cycle to do a 30-40 minute task.** **🏃‍♂️ Then we'll head back to where we started by 8:45pm, do some stretches and maybe grab a beverage?** It's FREE. It's fun. It's fulfilling. And we're a very friendly bunch. 🍇 — **BOOK ONTO THE SESSION** **To come to the session click here:** https://www.goodgym.org/v3/sessions **You will need to confirm your attendance on the GoodGym website** (this includes creating an account with us if you haven’t already - it only takes a few mins). The link above takes you to the session listings in your area - if this session doesn’t fit your schedule, you may find something that does so check it out. p.s. GoodGym is a charity and you will be asked whether you’d like to donate when first creating an account. The choice is yours and does not affect your ability to attend a session. — **FAQ** Not sure you'll keep up? GoodGym is for everyone (18+). Whether you've never run before, or are chasing a marathon PB, you are 100% welcome. We always have a back-marker so no one gets left behind. 70% of GoodGym members start as non-runners so if you're new to this kind of thing you will be supported by people who are all on the same journey. 👍 What do I need to wear? Most of us wear gym/running gear. Make sure you're prepared for the weather. Don't feel like you're fit enough? Our tasks are simple and fun. There are easy jobs as well as more challenging things for those who want a workout! The choice is always yours. Do I need to bring anything? Gardening gloves are really useful for a lot of GoodGym tasks. And a head torch too if it’s likely to get dark. Please bring some if you can but there’s no requirement 🧤💡🧤 What is GoodGym? We're a (really lovely) group of people who use our energy to make a difference in our local community (and in communities across the UK!). We often meet on a weeknight, at least once a week, for a session to do good and get fit. We'd love you to come and join us. Any questions, just pop a comment below or send me a message. Find out everything you need to know at goodgym.org

**RSVP TO ATTEND THIS EVENT. ALL TICKETS MUST BE PURCHASED IN ADVANCE TO ATTEND THIS EVENT..** Join us for an exciting evening at the **London to Hollywood: Actors, Screenwriters & Movie Industry Networking Event**! This is a fantastic opportunity for professionals in the entertainment sector to connect, collaborate, and cultivate meaningful relationships. **Ticket & Entry: Here is the payment link:** https://www.fatsoma.com/e/5ari5v59/london-to-hollywood-actors-screenwriters-movie-industry-networking **This is a event designed for actors, screenwriters, directors, producers, and professionals** within the film industry, looking to make meaningful connections in 2026. **Event Highlights** **Whether you're a filmmaker, actor, producer, or part of the creative crew, this event is designed to bring together a diverse group of individuals passionate about the industry**. **London to Hollywood: Actors, Screenwriters & Movie Industry Networking** is set against the backdrop of an elegant venue, this event provides a unique opportunity for emerging talents and seasoned veterans alike to mingle, share insights, and forge new partnerships. Whether you are looking to cast your next project, find your next role, collaborate on a screenplay, or simply immerse yourself in the creative energy of the film industry, this event is for you. **The evening will kick off with a relaxed networking event** allowing attendees to mix and mingle, engage in conversations that could spark new projects or partnerships. **Don’t miss out on this unique opportunity to expand your network** and elevate your career in the movie industry. Bring your business cards and be ready to make connections that can lead to future collaborations! **Networking Opportunities**: Engage in one-on-one conversations and group discussions with peers and professionals who share your passion and ambitions. **Pitch Sessions**: Present your ideas and projects to potential collaborators and investors looking to support the next big thing in movies and film. **Why You Should Attend?** **This event is open to professionals across the movie industry** spectrum, from those in front of the camera to those behind it, including actors, screenwriters, directors, producers, casting agents, and anyone passionate about film. Expand their professional network by meeting like-minded individuals and potential collaborators. **How our event works** **Don't miss this chance to connect with like-minded professionals** and celebrate the magic of cinema. We look forward to welcoming you to an evening of creativity, inspiration and making new friends and connections. **Don't miss this exceptional opportunity to connect, learn, and grow within the vibrant community** of Actors, Screenwriters & Film Industry / Entrepreneurs & Professionals . It's all about connections! Meet Actors, Screenwriters & Movie Industry professionals, startup founders, investors, enthusiasts in a laid-back, friendly atmosphere. Whether you're veteran or just starting out, you'll find like-minded folks eager to chat and share ideas. Register now for and take the first step towards fostering meaningful connections that will propel your career to new heights. **Ticket & Entry: Here is the payment link:** https://www.fatsoma.com/e/5ari5v59/london-to-hollywood-actors-screenwriters-movie-industry-networking Secure your spot now and elevate your media network! **Tickets need to be bought online in advance to attend this event. Tickets are not available at the door.** **Refund policy: There is no refund at this event.**

**THE DEVIL WEARS PRADA 2!** **Director:** David Frankel **Cast:** Meryl Streep, Anne Hathaway, Emily Blunt As Miranda Priestly nears retirement, she reunites with Andy Sachs to face off against her former assistant turned rival: Emily Charlton. **Trailer:** https://www.youtube.com/watch?v=e9HXmMnUEdE **MORTAL KOMBAT 2!** **Director: Simon McQuoid** **Cast:** Karl Urban, Ludi Lin, Jessica McNamee The fan favourite champions -- now joined by Johnny Cage himself -- are pitted against one another in the ultimate battle to defeat the dark rule of Shao Kahn that threatens the very existence of the Earthrealm and its defenders. **Trailer:** https://www.youtube.com/watch?v=ZdC5mFHPldg **CHOOSE YOUR DESTINY** It's the showdown of the sequels as this week members choose what they see! I'll be leading the MK2 group while Kate will be leading TDWP2, then we'll meet back at the pub to discuss and compare. **Optional Dress Code** The Devil Wears Prada 2: **Red** Mortal Kombat 2: **Black** Cinema: Crouch End Picturehouse. Schedule: We meet at 7:00 pm at the Queens pub for drinks. I'll book a table under the name Jason! After the film we'll head back to the pub to discuss the film. Address for the The Queens pub: 26 Broadway Parade, London N8 9DE If you have any questions, use the event chat in the meetup app. Or join our Whatsapp group: [https://chat.whatsapp.com/CqLyvsscZ8QCCtHAy9LrwI](https://chat.whatsapp.com/CqLyvsscZ8QCCtHAy9LrwI) The link will take you to a waiting room where you write your Meetup username. Once verified, you’ll receive the link to the main WhatsApp group. Book tickets: To Be Updated when tickets go on sale

WARNING: THEME IS RACEY What narrative clues allow us to infer intimacy outside wedlock? Additionally, how does Austen suggest the presence—or absence—of conjugal felicity within marriages that take place during the novels?

**Tickets** - [https://tickxts.com/events/mVwJd52u/mortal-kombat-ii-private-screening](https://tickxts.com/events/mVwJd52u/mortal-kombat-ii-private-screening) **THE KICKBACK PRESENTS** **MORTAL KOMBAT II — PRIVATE SCREENING** Round two… but this time it’s different. We’re bringing the community together again for another cinematic experience — bigger energy, louder reactions, and a room full of people who actually *get it*. This isn’t just a film night. It’s a moment. **Expect**: A packed room of 150+ Black professionals, creatives & founders Welcome drinks on arrival A premium big screen experience If you came to our previous, you already know the standard. If you didn’t… don’t make that mistake twice. This one’s for the culture. This one’s for the fans. 🎟️ Tickets live now — limited capacity **Follow: The KickBack (Click the usernames to Follow)** **Twitter:** [@TheKickBackHQ](https://www.twitter.com/thekickbackhq/) **Facebook:** [@TheKickBackHQ](https://www.facebook.com/thekickbackhq/) **Instagram:** [@TheKickBackHQ](https://www.instagram.com/thekickbackhq/) **TikTok: [@](https://www.tiktok.com/@thekickbackhq)**[TheKickbackHQ](https://www.tiktok.com/@thekickbackhq) [Join our WhatsApp community here](https://chat.whatsapp.com/G3afVSIpZLP1cQkRsdhMVc) *Pictures and Videos will be taken for marketing purposes.* *All attendees consent to the use of their pictures by @TheKickBackHQ*

Description **[Why come to 99 Minute Film School](https://youtu.be/UxnnOnuHR-k)** About 99 Minute Film School Of course, we can’t teach you everything there is to know about filmmaking in 99 minutes, but you’d be surprised how much you can learn about making films and the film industry in just a single evening. The 99 minute film school will run through the core essentials you will need to make a film and create a plan to launch your career, with dozens of tangible tips on everything from sourcing your film crew, marketing your film and finding work on film sets. What will it cover? By the end of the class, you have an introductory understanding of: Finding a viable script Sourcing cast and crew Shooting tips Getting your film seen Social media basics for filmmakers The career ladder Distribution and exhibition Money and how to get paid Who is it for? 99 Minute Film School is suitable for people new to filmmaking, as well as those with some knowledge and experience looking to gain a better understanding of working in the film industry. About the tutor Elliot Grove is the founder of Raindance Film Festival and the British Independent Film Awards. He has produced over hundreds of short films and also five feature films, including the multi-award-winning The Living and the Dead in 2006. He teaches screenwriting and producing in the UK, Europe, Asia and America. Elliot has written three books which have become industry standards: Raindance Writers’ Lab: Write + Sell the Hot Screenplay, now in its second edition (Focal Press 2008), Raindance Producers’ Lab: Lo-To-No Budget Filmmaking (Focal Press 2013) and 130 Projects to Get You Into Filmmaking (Barrons 2009). In 2009 he was awarded a PhD for services to film education. Elliot also teaches the Screenwriters’ Foundation Certificate, Lo-To-No Budget Filmmaking and Write and Sell the HOT Script classes at Raindance. What they’re saying @RobSladden Loved the #99minutefilmschool today @Raindance really insightful and inspiring! #filmmaker #raindance #film #director * Robert Sladden @altonletto Interesting insights @Raindance last night. A great crash course in how the film industry works! #99minutefilmschool * Alton Letto @sweet_est_pea @elliot_grove Elliot thank you for an an exciting and enlightening 99 minute film school just now. It was really excellent * kayvan

Dear filmmakers & Creatives, As the **early evening from 5pm** [https://luma.com/he99iszf](https://luma.com/he99iszf) unfolds toward sunset, the tone deepens. Conversations shift from introductions to alignment: * Capital meets narrative * Ideas meet execution * Ambition meets backing * Complimentary nibbles & drinks What to expect: Guests arrive at Flex @ Tide, stepping off the street into a space that feels deliberately curated—minimal, elegant, quietly confident. **630-730pm There will be 5 Roundtables** \- Investment\, Tech & Ai\, Film & Music\, Scaleups & GovTech\. If you would like to head a table for discussion please reach out \(Zee Whatsapp 07588812528\)\. **Thank you to Flex @ Tide, The Master Collective**, **YouYaa**, and the **Future Crowd.** Floor-to-ceiling windows frame the river like a living artwork. There’s a subtle soundtrack—low, ambient, almost cinematic—punctuated by the clink of glasses and the first bursts of laughter from early connections forming. Feel free to bring friends and colleagues. If you are looking for future collaborations please let us know. **8pm Carriages** With warm regards, Zee & Team NB For Partnerships or Sponsors zee@picnicbank.com & [zm@mastercollective.xyz](mailto:zm@mastercollective.xyz)

Join us as we get together to see the top-reviewed comedy-drama, I LOVE BOOSTERS! The film comes from writer/director Boots Riley and follows a group of shoplifters who take aim at a cutthroat fashion maven. Here are details, trailers and our plan for this event: DESCRIPTION: The film follows a group of shoplifters who take aim at a cutthroat fashion maven. It is written/directed by Boots Riley (Sorry to Bother You) and stars Keke Palmer, Naomi Ackie, Taylour Paige, Poppy Liu, Eiza González, LaKeith Stanfield, Will Poulter, Don Cheadle, and Demi Moore. BUZZ AND ACCLAIM: I Love Boosters was the opening film at this year’s SXSW Festival and premiered to rave reviews! It is currently earning a tremendous 97% positive rating on Rotten Tomatoes where critics call it, “an unexpected celebration of friendship, community, and solidarity.” Others call the film “an exercise in radical empathy,” a “masterful” and “optimistic” film designed to “provoke discussion” while making the audience laugh. TRAILER: [https://www.youtube.com/watch?v=r4lPRISgr9c](https://www.youtube.com/watch?v=r4lPRISgr9c) SUMMER OF ICE CREAM: GRAETER’S! Established way back in 1870 in Cincinnati, this historic, family-owned brand is famous for their delicious small batch ice cream and any chocolate chunk flavors! They are currently the only commercial ice cream maker using the French Pot method that they’ve been using since they first opened! Plus, those chocolate chunks, oh my goodness! Vegan options are available. PLAN: We’ll plan for a 7pm-ish showing and will meet in the lobby area about 20 minutes before the show. Advance ticket purchase not required for this theater but Showtime and complete details will be confirmed/announced as the date gets closer. Look forward to seeing you there, Dan

Bring your Raspberry Pi, Arduino, microcontroller, or any other electronic project and join fellow electronics makers for a night of creativity and collaboration! This session is open forum to share your current projects—whether complete or in progress, it’s all interesting! Whether you’re deep into embedded systems, exploring new ideas, or just getting started, you’ll find a welcoming space to collaborate, share, and get inspired. **New to electronics or curious about tinkering?** You’re absolutely welcome. If you’re a beginner and want to experiment, I’ll have a couple of starter kits available so you can try things out—whether that’s blinking your first LED, putting something on a display, or experimenting with simple sensors. No pressure and no experience required—just an interest in learning and building. While we continue to pursue a more permanent venue for this Meetup, we’ll be using public library facilities based on availability. This session will be at the Worthington Park Library in the Olentangy Meeting Room.

Join us as we get together to see your choice of two VERY different movies – one sweet and wholesome – the other a terrifying folklore horror! Option 1 is the fun whodunnit-action-comedy-mystery led by Hugh Jackman, THE SHEEP DETECTIVES! Option 2 is the top-reviewed supernatural-horror-thriller starring Adam Scott, HOKUM! Here’s a description, trailer and plan for this event: THE SHEEP DETECTIVES: Every night a shepherd reads aloud a murder mystery, pretending his sheep can understand. When he is found dead, the sheep realize at once that it was a murder and think they know everything about how to go about solving it. The film is directed by Kyle Balda and take a look at this ensemble cast: Hugh Jackman, Nicholas Braun, Molly Gordon, Hong Chau and Emma Thompson and the voices of Julia Louis-Dreyfus, Bryan Cranston, Chris O'Dowd, Regina Hall, Patrick Stewart, Bella Ramsey, Brett Goldstein and Rhys Darby. TRAILER: https://www.youtube.com/watch?v=pyZI5oM6hWk HOKUM: In this film, a horror writer visits an Irish inn to scatter his parents' ashes, unaware the property is said to be haunted by a witch. It is written/directed by Damian McCarthy stars Adam Scott, Peter Coonan, David Wilmot, Florence Ordesh and Austin Amelio. Hokum premiered to rave reviews at this year’s SXSW Festival and is being release by Neon. It is earning a stellar 97% positive rating on Rotten Tomatoes, which calls it, “A classic haunted house story enriched with atmospheric folklore and perfectly-timed shocks!” TRAILER: https://www.youtube.com/watch?v=EVCIK_MPyhc PLAN: For those seeing HOKUM, please purchase your ticket for the 7:00pm showing and meet inside the theater lobby at 6:50pm! For those seeing THE SHEEP DETECTIVES, please purchase your ticket for the 7:15pm showing and meet inside the theater lobby at 7:00pm! For BOTH films, we’ll plan for a pre-show bite at nearby El Vaquero! For those joining for dinner, we’ll meet at El Vaquero at 5:45pm! Should be a couple of fun movies and a good time together, Dan

Join us as we get together to get together to help those in need at this CMG Gives Back event! We have a great little community of Movie Group friends so rather than see a movie this time, we’ll help “create a better world” by helping serve those in need. Here are complete details and our plan for this event: FAITH MISSION – GRANT KITCHEN: The Faith Mission kitchen and dining room serves residents 3 meals a day, every day of the year. For this event, our group will help prepare food, serve meals, assist residents in the dining room, wash dishes, and clean surfaces. PLAN: We will be preparing / serving / cleaning for BRUNCH from 10:30am to 12:30pm and have space for a total of 7 volunteers. Please arrive at 10:20am and wear closed-toe shoes and long pants. LOCATION: Faith Mission – Grant Kitchen is located at 245 N. Grant Ave. Enter the kitchen at Dock 1 (in the back of the building), indicated in the attached map. On-site parking in the adjacent lot and street parking is available in the surrounding area. Below are some links / attachments with additional info/details: IMPORTANT REMINDER: Our group will be providing all of the volunteers on this day so a firm RSVP count is essential. Please only sign up if you are certain you’ll be able to attend. If something unavoidable comes up, please try to update your RSVP no later than one week prior to the event. With few exceptions, no shows or cancelations within 1 week of the event will not be eligible for future CMG Gives Back events. I appreciate your understanding as we try to ensure the agencies have the volunteers needed to provide the essential services they provide to the vulnerable population they serve. Our Partner Agency for this event is Lutheran Social Services! A huge THANK YOU to all of YOU for volunteering at this (and any of our previous) CMG Gives Back events! Should be another good/fun/meaningful time together, Dan

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

Join us as we kick off Summer Movie Season with a Happy Hour & a movie event to see the sci-fi action-adventure, THE MANDOLARIAN AND GROGU! The sci-fi action-adventure follows a lone bounty hunter and his apprentice Grogu (Baby Yoda) embark on an exciting new Star Wars adventure. Here are details, a trailer and our plan for this event: DESCRIPTION: In the film, Djarin and his apprentice Grogu are enlisted by the New Republic during a period where remaining Imperial warlords threaten the galaxy. The film is written/directed by Jon Favreau (the mastermind behind the early MCU films) and stars Pedro Pascal, Sigourney Weaver and Jeremy Allen White. TRAILER: https://www.youtube.com/watch?v=uwild1rw7Aw HAPPY HOUR PLAN: For Happy Hour food and drinks before the show we’ll meet in the bar area at nearby Bravo at 5:15pm! We’ll have a section reserved for the group, so keep an eye out for us and we’ll keep one out for you! CMG Pro Tip: If you can, bring cash as it helps make for a quicker exit from the restaurant. MOVIE PLAN: Please purchase your ticket for the 6:45pm showing and meet in the lobby area at 6:30pm! Tickets on sale now and advance purchase as soon as possible is advised! Once you have yours, please list you seat number in the Comments section of this event. Happy Summer and See You Soon, Dan