Desis

There could not be a more perfect day then Cinco de Mayo and Taco Tuesday meet at Chop Shop for tacos 🌮 Join us as we celebrate in tacos in style

We’re still working to get more people into these Meetups, but our goal is to give PlayYourCourt members a few social tennis outings each week in addition to your practice sessions and Challenge League matches. These Meetups are co-ed, super laid back, and all skill levels are welcome. Post your skill level and a suggested court in the comments section so we can round up as many players as we can for some tennis fun! Also, if you’re looking to meet new practice partners or play some matches and you aren’t already in the PlayYourCourt Community, you can go here to see what we’re all about and sign up: https://www.playyourcourt.com/tennis-community/silver-spring-md/meetup/ If you love tennis, we’d love to have you! Be sure and watch the quick video that explains how everything works. Happy hitting! - Scott

A low cost, 6-week beginner-level **فارسی** (Farsi) course with the non-profit organization, the Global Language Network. \#\# Farsi Foreigner Language Class **Details:** \#\#\#\# Farsi Foreigner with Nargis Tuesdays from 6:00pm - 8:00 pm ET Apr 7th to May 12th In-person, Farragut Square DC or Online * GLN classes are open to everyone over 18 years of age. * Have a credit or stipend to apply to your payment? Learn more about our credit, stipend, and refund policy on the [Pricing & Course Levels page.](http://%5B%5B%5Bhttps://thegln.org/pricing-%26-course-levels%5D%5D%5D(https://thegln.org/pricing-%26-course-levels%5D%5D)(%5Bhttps://thegln.org/pricing-%26-course-levels%5D%5D(https://thegln.org/pricing-%26-course-levels%5D))(%5B%5Bhttps://thegln.org/pricing-%26-course-levels%5D%5D(https://thegln.org/pricing-%26-course-levels%5D)(%5Bhttps://thegln.org/pricing-%26-course-levels%5D(https://thegln.org/pricing-%26-course-levels)))) Ready to learn? **Register [HERE](http://%5B%5B%5Bhttps://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform%5D%5D%5D(https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform%5D%5D)(%5Bhttps://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform%5D%5D(https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform%5D))(%5B%5Bhttps://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform%5D%5D(https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform%5D)(%5Bhttps://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform%5D(https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform)))).** **About GLN** We are a Washington, DC-based 501(c)(3) non-profit organization with a mission to "Use Language as a Tool to Help Fix Our World." Since 2015 we have been rated #1 Best Language Classes in Washington, DC by Yelp! We are so happy and grateful to have you join our network and we appreciate your support of our mission.

We’re still working to get more people into these Meetups, but our goal is to give PlayYourCourt members a few social tennis outings each week in addition to your practice sessions and Challenge League matches. These Meetups are co-ed, super laid back, and all skill levels are welcome. Post your skill level and a suggested court in the comments section so we can round up as many players as we can for some tennis fun! Also, if you’re looking to meet new practice partners or play some matches and you aren’t already in the PlayYourCourt Community, you can go here to see what we’re all about and sign up: https://www.playyourcourt.com/tennis-community/washington-dc/meetup/ If you love tennis, we’d love to have you! Be sure and watch the quick video that explains how everything works. Happy hitting! - Scott

Whether you’re coming solo or with friends, Divino is the perfect place to gather. Enjoy live music, handcrafted dishes, and a warm, social atmosphere. FREE PARKING GARAGE

To secure your spot, purchase your ticket from the Eventbrite link ([https://www.eventbrite.com/e/cinco-de-mayo-bar-crawl-on-may-5th-tickets-1986507640829](https://www.eventbrite.com/e/cinco-de-mayo-bar-crawl-on-may-5th-tickets-1986507640829)). RSVPing only on the Meetup page, doesn't allow you to attend the Event. ADVANCE TICKET PURCHASE IS REQUIRED. ABOUT THE EVENT Get ready to put on your party sombrero because the **Cinco De Mayo Bar Crawl** will take you south of the border for some bar crawl fun! Enjoy a fun-filled day with cover-free access to Dupont’s most popular bars and rooftops, tons of drink specials, DJs, tacos, margaritas, tequilas, rooftops, giveaways and of course lots of tequila! Gather the crew, because this is **NACHO** average bar crawl! **Time: 5pm-Midnight (ticket pick up is from 5-7pm)** ***\*Registration is from 5PM-7PM. You'll receive your wristband and Swags. If you can't make it by 7pm TEXT/EMAIL YOUR QR CODE to a friend, so that they can pick everything up for you.*** ***But the party and specials continue till Midnight!*** **Dress code : We encourage you to wear huipil, quechquémitl, rebozo, enredo, chincuete, posahuanco, refajo, enagua for Women AND sarape, charro suit, sombrero, guayabero, baja jacket, and poncho for Men.Access Venues Cover Free** **What do you get:** **Access Venues Cover Free** **Drink Specials ($4 Light Beers, $4 Tequila Shots, $5 Rail Drinks, $6 Margaritas)** **Party Favors** **Entertainment and DJs** **Tons of shenanigans** **All you have to do is grab a ticket, throw on something festive and join the fun!!!** ***Participating Bars: Almost all Dupont Circle's major establishments.*** ***YOU MUST HAVE A TICKET TO ENTER THE VENUES ON THE CRAWL.*** ***Your Favorite Dupont Bars and Clubs Are Going Cinco:*** **There will be a lot of people. Use the comment box of the Meetup to coordinate amongst the group.** **This is also a wicked 'MeRtUp' with a saving!** **What is MERTUP?:) Mer + Meetup = Mertup.** **Mer is known as the Meetup guy. He likes to connect people and his fans coined that name for him. So, at his events, everyone will become a Wing Person to everyone:) When you get get there, we will introduce you to someone and you will be responsible to introduce that person to another person. That is MERTUP!** **Enter the Promo Code 'MERTUP' to redeem your 20% discount!** ([https://www.eventbrite.com/e/cinco-de-mayo-bar-crawl-on-may-5th-tickets-1986507640829](https://www.eventbrite.com/e/cinco-de-mayo-bar-crawl-on-may-5th-tickets-1986507640829)). FAQs REGISTRATION Registration is from 5PM-7PM. You'll receive your wristband. If you can't make it by 4pm TEXT/EMAIL your QR Code to a friend. So that they can pick everything up for you. TICKETS You MUST have your ticket on your phone. Tickets are transferable and not refundable. You can give your ticket to a friend to use if you cannot attend the event. ID Government issued ID is required! It will be checked at every participating bar that you choose to go to. All participants must be 21 years old or older. WEATHER Event goes on rain, snow or shine! STILL HAVE QUESTIONS? Reach out to [info@merevents.com](mailto:info@merevents.com) HAPPY CRAWLINGS!!! Payment Instructions : 1. Login to see the 'Get Tickets' button, on the ticket link. Then hit the button. 2. Verify correct dollar amount for number of people you're paying for. 3. **If *you don't have a Paypal account, proceed to the next page and scroll down to see "Pay with a Debit or Credit Card". Then turn off the button 'Save The Info and Create Your Paypal Account'.*** 4. If you have a Paypal account, simply log in, and pay as you normally would via Paypal. **How to Unblock the Pop-up Blocker on Your Phone** Many of our patrons advised us that they have a Pop-up Blocker on their iPhones and it hinders them from buying tickets. To unblock, please follow the following steps : For Safari Users : 1. Go to Settings. 2. Scroll down to Safari and click on it. 3. Select Block Pop-ups and turn it off. For Google Chrome Users : 1. Open Google Chrome. 2. Click on the three dots and you will see many options. 3. Click on Settings. 4. Scroll down to content settings. 5. Select Block Pop-ups and turn it off. Refund & Ticket Resell Policy All sales are final. We only refund the full amount, if the event is canceled. If it is rescheduled, we will send an email to ticket holders advising that. A full refund will be given to those that let us know within 2 calendar days of the update email, if you are unable to make it on the new date. No refunds will be given after that time. However, you can sell your ticket to someone else if you are unable to attend. Please, feel free to post in the comment box for the event, that you have a ticket for sale. Work out payment between yourselves, and have the seller only send the organizers a message letting us know the full name of the person taking your spot. You must let us know two hours before the RSVP close time, on the day of the event. **FOR FURTHER INFO, REFER THE EVENTBRITE LINK AND PURCHASE TICKET. IT RULES.**

Schedule: * Introductions and Disclaimers * Topic for the week * Sharing circle(s) * Wrap up Code of Conduct: 1. No bigotry of any kind (racism, sexism, ableism, etc.) 2. Treat others how you want to be treated 3. Prioritize listening, ask for permission before providing solutions to problems 4. Stressful topic may be convered, strive to maintain a positive mental attitude

\#\# A low\-cost\, 6\-week beginner\-level Hindi course with the non\-profit organization\, the Global Language Network\. Ready to dive into the world of Hindi? Join our fun and interactive class designed especially for those new to the language. **Details** Hindi Foreigner with Sadaf Sundays from 12:00pm - 2:00pm ET Apr 12th to May 17th In-person, Farragut Square DC Ready to learn? **Register [HERE](http://%5Bhttps://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform%5D(https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform) "\[https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform\](https://docs.google.com/forms/d/e/1FAIpQLSem9IdJEYqsE91SvfEEjIe8FuvoAjOusgE2ab_qkvm3apyjzg/viewform)").** **Additional Information** * GLN classes are open to everyone over 18 years of age. * Have a credit or stipend to apply to your payment? Learn more about our credit, stipend, and refund policy on the [Pricing & Course Levels page.](http://%5Bhttps://thegln.org/pricing-%26-course-levels%5D(https://thegln.org/pricing-%26-course-levels) "\[https://thegln.org/pricing-%26-course-levels\](https://thegln.org/pricing-%26-course-levels)") **About GLN** We are a Washington, DC-based 501(c)(3) non-profit organization with a mission to "Use Language as a Tool to Help Fix Our World." Since 2015 we have been rated #1 Best Language Classes in Washington, DC by Yelp! We are so happy and grateful to have you join our network and we appreciate your support of our mission.

Join Service Design DC for a community movie night focused on learning, reflection, and connection through two keynote presentations from last year’s Service Design Global Conference. SDGC25 brought the global service design community together around the theme “Business Transformation by Design,” exploring how service design can influence strategy, operations, and customer experience across organizations. For this gathering, we’ll watch 2 selected talks from SDGC25, then open up a casual group discussion about what resonated, what feels relevant for our work now, and what these ideas might mean for service design practice in DC. The 2025 conference centered on service design’s role in helping organizations navigate cross-functional transformation, making these talks especially relevant for practitioners working across systems, teams, and change. **What to expect** * Watch 2 selected presentations from SDGC25 together. * Casual facilitated discussion after each talk. * Time to connect with other service design and adjacent practitioners in the DC area. **Evening Agenda** 6:00 P.M. - Doors Open + Socializing & Networking 6:30 P.M. - First talk highlights + conversation 7:15 P.M. - Second talk highlights + conversation 8:00 P.M. - Wrap up **Many thanks to our host and sponsor, MediaBarn!** *Mediabarn’s customer-centric philosophy defines who we are.* *In its simplest form, we are committed to applying Human-Centered Design (HCD) methods to understand customer needs, collect feedback, and use that feedback to improve services and products. Whether it’s for customers, citizens, or employees, our Experience Design Studio creates research-informed designs to improve the experience of every human involved.*

Ready to trade the pavement for some forest trails? We’re heading into the heart of DC to tackle the **Western Ridge & Valley Trail Loop**. It’s the perfect moderate hike to get the heart rate up before we refuel with some Mediterranean goodness. 📍 **The Game Plan** ***The Hike:*** We’ll meet at 8:00 AM to start the loop. It’s a beautiful 6.3km (3.9 mile) trail with enough elevation to feel like a workout, but plenty of scenery to keep it social. ***The Lunch:*** Post-hike, we’re heading over to **Rōti Mediterranean** for bowls, wraps, and some well-earned recovery food! 🗺️ **Trail Logistics** ***Distance:*** 6.3km / 3.9 miles ***Difficulty:*** Moderate (Expect some hills!) ***Duration:*** Approx. 1.5 – 2 ***Route:*** https://www.alltrails.com/explore/trail/us/washington-dc/western-ridge-and-valley-trail-loop?u=m&sh=3kaumz ***Start Point:*** https://maps.app.goo.gl/u4MfDrTJQqZ7YGLc7?g_st=ic ✅ **What to Bring** * Comfortable hiking shoes or sturdy sneakers. * A water bottle. * Some light snacks like fruits, fig bars or protein bars to keep your energy levels up * Your appetite! 🅿️ **Parking** ***Hike:*** https://maps.app.goo.gl/kBkp8jKVkMH21zeH9?g_st=ic (Note: this is a 2 minute walk from the start point)

Come exchange Asian Languages that you speak! ***GRAB A DRINK AND YOU WILL BE ALL SET TO FLEX YOUR LANGUAGE CAPACITY. YOU NEED TO GET AT LEAST A DRINK OR FOOD :) To get the event going and show support. We know that you like our events. P.S. : We have non-alcoholic drinks as well.*** We have a tiny venue and we hit capacity often and early arrival is suggested. We have the discretion to decide entry. We will assign tables for represented languages. All languages are welcome! However we don't guarantee the availability of a partner in that particular language, you would like to exchange. As you all remember well, this event used to bring out hundreds of people every week. However, it was discontinued last year for obvious reasons and we couldn't gather that many people now, because of restrictions. Hence, we are downsizing and caping the number of attendees. We have super limited spots and advance ticket purchase is required. ***AFTER THE HAPPY HOUR, WE HIT THE DANCE FLOOR! BRING YOUR DANCING SHOES, WE WILL DANCE THE NIGHT AWAY!*** HOW IT WORKS : We will try to assign tables for each represented languages and will direct attendees to their respective tables accordingly. All languages are welcome! However we don't guarantee the availability of a partner in that particular language, you would like to exchange. Rules to abide : 1. Event is free and 21+ (bring ID). 2. Be respectful to your counterparts and give them a chance to exchange with others as well. 3. We all are native speakers of one or two languages and be willing to help others and try to accommodate as much as possible. 4. If you don't speak the other person's required language, LEAVE THEM ALONE. 5. Rude or aggressive members are removed from the group at an organizers discretion. 6. This is a face-to-face language exchange event. DO NOT try to arrange an online meeting, by using the comment box or direct message. 7. Most of our members complained about people writing in the comment box. Since it sends notification to all attendees. If you have any questions, send a message to the organizers. Don't write in the comment box. 8. We have ZERO TOLERANCE for solicitation. We don't allow anyone to run their own agenda at the Event. If you are interested to promote/sponsor/collaborate; contact us via (info@merevents.com). 9. When you get there, we will greet you and take you to your respective group. 10. Don't be shy of your local languages. We have diplomates assigned to different countries, who would love to practice your languages. 11\. Be patient for the first 30 minutes\, up until we form your respective language group\. 12\. We will have a registration station and check you in\. You ought to have register on Meetup for a free entry\. Otherwise\, you will be subject to a cover charge\. 11. 13\. This is mainly a social for Intermediate/Advanced/Native Speaker\. It is not as such to learn a language\. Beginners\, if you want to learn a language\, reach out to us \(info@merevents\.com\)\. We have a school and will arrange you a class\. 12.

LOCATION CHANGE: In May we are back at Pump House in Rockville! \*\*\* The community-singing event where where everything's made up and the point — to sing for our lives — matters. Our leaders will teach you parts to sing for spontaneously-composed choral pieces. We play a variety of listening/music/singing games, and create safe opportunities for participants to improvise as little or as much as they might like. Good for all skill levels, shower-singers to seasoned pros, no sheet-music-reading required. \*\*\* We usually meet on the second Sunday of the month, and will continue to meet in-person as long as it makes sense. We encourage and provide masks. We will also plan on continuing our Zoom circles from time to time. So please check the day before/day of the meetup each month to confirm date & details. This world needs more song; join in the fun, and be the music you want to hear in the world. Hope to see you there! \~\~\~\~\~\~\~\~\~\~ L❤️ving this? Donate! : ) Your donations help keep our mission alive! We love doing this with you. Thank you to all who support us. Suggested donation is $15-20. Please include "VX" in the memo/notes! Via paypal: [ParisKern@comcast.net](https://paypal.me/Pariskern) Via Venmo: [@Pariskern](https://account.venmo.com/u/Pariskern) Check? Email: [ParisKern@comcast.net](mailto:ParisKern@comcast.net) IMAGE RIGHTS: We may take pictures and record videos of our in-person events, and record our Zoom meetings online. This material will be available for us to use to publicize upcoming circles and workshops and performances. By attending our events, you are agreeing with the image rights agreement. \~\~

To secure your spot, purchase your ticket from the Eventbrite link (https://www.eventbrite.com/e/cinco-de-mayo-rooftop-fiesta-and-salsa-tickets-151844943313). RSVPing only on the Meetup Page doesn't allow you to attend the Event. ADVANCE TICKET PURCHASE IS REQUIRED TO RESERVE YOUR SEAT. DUE TO COVID. ABOUT THE EVENT Let us put our Sombreros on and party like everyone watching. But don't let the Cerveza go to your Cabeza:) Dress code : We encourage you to wear huipil, quechquémitl, rebozo, enredo, chincuete, posahuanco, refajo, enagua for Women AND sarape, charro suit, sombrero, guayabero, baja jacket, and poncho for Men. ¡Vamos! Half way into the event, we will give lessons of Salsa, Bachata, Kizomba and Cha Cha. Ticket price includes Canned Cocktail/ Canned Beer/Canned Wine. We only serve Canned Beverages to minimize contact/contamination. Cash Bar afterwards. As per DC Government guidelines, this is a sit down experience. Maximum of six people will be seated per table. We have super limited spots! Get your tickets soon and in advance. So that we reserve your seat. ADVANCE TICKET PURCHASE IS REQUIRED. After first formal session, we will rotate attendees from table to table. So that everyone meets everyone. You would get to meet your future friends/acquaintances/buddies/pals /partner-in-crimes or may be more:) To hang out/go out or do things together. Also, this is an ideal event if you are new in town or not! MASKS ARE MANDATORY FOR ENTRY AND SHOULD BE WORN AT ALL TIMES EXCEPT EATING AND DRINKING. DOUBLE MASK IS THE NEW MASK! THE VIRUS IS STILL AROUND, WITH DIFFERENT VARIANTS AND LET US NOT LOWER DOWN OUR SHIELDS. EVEN THOUGH, WE ARE VACCINATED. * Come one, come all; YOU CAN FLY SOLO TOO:) This is the most friendliest event you have ever attended! * Feel free to invite your friends. They don't necessarily have to be a member * Celebrate your birthdays or your moments in life with us. * For bottle/table service email (info@merevents.com) or text at (202) 368-1878. * Event is 21+ We are at 50% capacity. So, please drink for two:) As we all know, the hospitality industry is badly hit by the crisis and be generous to your bartenders and waitresses. Due to the pandemic the entire set up of this event is changed: * We will be complying with all CDC, state, and local guidelines. * Occupancy never exceeds 50%. * All patrons must wear masks. If you don't wear a mask, we don't allow you to enter and you won't be refunded. * A thorough cleaning and disinfection of frequently contacted surfaces will be done during the event and please bear with us. * Temperature check for staff and patrons. Refund and Ticket Resell Policy All sales are final. We only refund the full amount, if the event is canceled. If it is rescheduled, we will send an email to ticket holders advising that. A full refund will be given to those that let us know within 2 calendar days of the update email, if you are unable to make it on the new date. No refunds will be given after that time. However, you can sell your ticket to someone else if you are unable to attend. Please, feel free to post in the comment box for the event, that you have a ticket for sale. Work out payment between yourselves, and have the seller only send the organizer a message letting us know the full name of the person taking your spot. You must let us know two hours before the RSVP close time, on the day of the event. PARKING INFO Parking might be a challenge and the event involves drinking. We highly encourage you to take a ride share or taxi service. DRINK RESPONSIBLY.

Sleep in on Sundays. When you've had your fill of pajama-time, roll out and have some tasty brunch with your fellow Humanists!

**TBA**

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: We’ll plan for a 7pm-ish showing of both films and will meet inside the theater lobby about 20 minutes before showtime. If the showtimes work out, we’ll try to get both groups together for a bite before the shows! Complete details and showtime will be confirmed/announced as the date gets closer. Look forward to seeing you there, Dan

## Candle Making Night at The Arcane Foundry \| Design Your Own Custom Candle **SPECIAL PROMOTION**: Buy 3 and get 1 Free! Step into The Arcane Foundry and create your own custom candle from start to finish. This is a laid back, hands-on experience where **you’ll blend fragrances, choose your vessel, and pour your own candle using 100% soy wax**. Whether you’re coming solo or with friends, it’s designed to be simple, creative, and a good time. We’ll walk you through the entire process, from picking your scents to choosing between a traditional cotton wick or a crackling wood wick. You can go with one fragrance or mix your own blend to create something completely unique**. No experience needed**, just show up and we’ll handle the rest. While your candle sets, feel free to hang out, play a game, explore the shop, or just relax and talk. Drinks and snacks are available, and the atmosphere leans into the **fantasy**, **dark academia**, and **gothic horror** vibe The Arcane Foundry is known for. Learn More: [Candle Making in Columbus, Ohio at The Arcane Foundry](https://thearcanefoundry.com/candle-making/) *** ### What to Expect: * Guided candle making experience * Choose your own vessel, wax, wick, and fragrance * 100% soy wax candles * Optional drinks and snacks * Time to relax while your candle cools *** ### Important Notes: * Please arrive on time so we can start together * Candles will need time to set before taking home * This is a beginner-friendly event *** ### RSVP Required Reserve your spot on Meetup to lock in your seat. **Candle Making** (includes vessel, your choice of wick, wax, scented oil, labels and lids) 5oz Glass Jars $15 8oz Candle Tins $25 12oz Glass Candles $35 12oz Amber Jars $40 16 oz Skull or Jack o Lantern Candle Mugs $65 (Limited Edition!) **All materials included. You just bring yourself (and your drink of choice).** **Payments accepted:** * Credit Card * Venmo: @Daclaud-Lee * Cashapp: $DaclaudL

**TBA**

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