Government Contractors

We'll walk about 3 miles around Capitol Hill in Washington, DC, visiting preparations for the nation's 250th anniversary, memorials to U.S. leaders, the grotto-like Summer House, the National Botanical Gardens, the Disabled Veterans Memorial, and of course the government buildings where things happen -- or not. The meeting place/start is in front the office building that houses the Sierra Club's DC Chapter, where Potomac Region Outings (PRO) leaders will meet after the hike. **Those planning to attend the potluck lunch and meeting (See separate entry for that meeting) may leave their food, papers and other things in the office.** Sunday parking is available in the area, and the Union Station Metro stop (Red Line) is nearby. Dress for the weather; boots, trekking poles, and survival gear not needed. This guided walk is free, but participants may enjoy the opportunity to donate a modest amount ($2 or so) to defray the costs of training, communications and other elements of the outings program. All hikers, including the leaders, are required to sign the Sierra Club's participation agreement.

http://photos1.meetupstatic.com/photos/event/a/b/3/8/event_83263832.jpeg (https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=ZA8SWMLWS7WHA) NOTES : 1.Les cours de conversation sont une éducation continue qui a pour but d'améliorer les compétences oral en français des étudiants. 2.Le cursus des cours est d'une durée de douze semaines. 3.L'annulation d'un cours en cas de force majeure sera rétabli à la fin du cursus. 4.Aucune nourriture et boissons n'est autorisées en classe de cours. Merci de s'y accommoder. 5.Accès par le métro: Les stations de métro les plus proches sont Farragut West and Farragut North. 6. 7. Le parking métrique est également une option. Il coûte environ $ 0.25 pour 8 minutes. 8. Le paiement pour chaque cours est de 15.00 $, de l'heure par personnes. Il sera de 20.00 $ de l'heure, par personne pour les visiteurs. Cependant cela dépendra de la disponibilité des places. 9. Les étudiants peuvent solliciter des amis à venir assister aux cours pour 20 $ de l'heure pour deux personnes. Mais le règlement doit se faire en avance. Svp, n'hésitez pas à contacter les organisateurs, si vous avez des questions.

Join our ASL Brunch on Sundays in Greenbelt! All ASL users and learners are welcome. Brunches are alternately held at two restaurants in Greenbelt, both in the same town plaza. ODD WEEKS: 1st, 3rd, and 5th Sundays, we meet at Cedars of Lebanon, 103 Centerway. EVEN WEEKS: 2nd and 4th Sundays, we meet at New Deal Café,113 Centerway. We are the Greenbelt ASL Community, a group of both Deaf and hearing people who hang out, chat about everyday goings on, trade stories, get to know each other better, and of course, enjoy food together. Many members use ASL as their primary language, several are interpreters or other fluent ASL users, while others are ASL learners who wish to improve their skills while making new friends. Before or after brunch, you can visit the farmer's market and small coop grocery store in the plaza. Please RSVP so we can contact you via email if needed. Our group is on Facebook as Greenbelt ASL Community. Some longtime Brunch attendees don't mark their attendance here, so feel free to stop by even if you don't see others who have RSVP'd on Meet-up.

**Join us in Falls Church for conversations that go beyond small talk.** Higher Grounds – Falls Church is where this growing network of gatherings began: a space for thoughtful, authentic dialogue about what matters most. Whether we’re exploring the nature of happiness, the challenges and possibilities of midlife, spirituality, culture, capitalism, parenting, or the role of art and travel in a meaningful life, every conversation is shaped by the people in the room. There’s no set leader or rigid agenda—just a shared commitment to listen as much as we speak. We start with brief introductions focused on what makes you *you* (not your LinkedIn bio), then dive straight into whatever is on people’s minds. The direction of each meetup emerges organically, making every event unique. MANDATORY: PLEASE REVIEW OUR COMMUNITY GUIDELINES IN THE GROUP DESCRIPTION. Everyone is expected to engage in respectful conversations and listen deeply as well as share. We have a zero tolerance policy of sexual harassment and hate speech. Come ready to share, reflect, and connect with others in Falls Church who are also seeking deeper conversations. **Suggested Questions: Life Stages & Transitions** 1. What did you think you'd have figured out by now that you're still completely winging? 2. When did you realize your parents' advice was for a world that no longer exists? 3. What are you finally old enough to stop pretending to care about? **Suggested Questions: Identity After the Roles** 1. Who are you when nobody needs anything from you? 2. What dream keeps resurfacing even though the "practical" time has passed? 3. How do you handle having the freedom you always said you wanted? **Suggested Questions: AI & Being Human** 1. What human experiences will AI never truly understand? 2. If machines handled all your have-to's, what would you actually do? 3. What becomes more precious as everything becomes automated? **Suggested Questions: Belief & Meaning** 1. What certainties have you given up, and what rushed in to fill that space? 2. How has knowing someone who died changed how you live? 3. What do you believe now that would shock your younger self? **Suggested Questions: The Modern Psyche** 1. What anxiety do you carry that previous generations didn't have? 2. Which of your survival strategies are you ready to retire? 3. What uncomfortable truth about happiness did it take you years to accept? **Suggested Questions: Work & Purpose** 1. When did you stop believing that your job would complete you? 2. What would you do for work if money and status weren't factors? 3. How has your definition of "making it" changed over the years? **Suggested Questions: Relationships & Connection** 1. What relationship dynamic do you keep recreating, and why? 2. When did you realize your parents were just people trying their best? 3. What kind of loneliness doesn't go away even when you're with others? **Suggested Questions: Time & Mortality** 1. What are you running out of time to say or do? 2. How differently do you spend your time knowing it's finite? 3. What will you regret not trying, even if you fail? **Suggested Questions: Society & Culture** 1. What social convention do you follow even though it makes no sense? 2. Which generation do you understand least, and what might you be missing? 3. What aspect of how we live now will seem insane in 20 years? **Suggested Questions: Personal Philosophy** 1. What rule for life did you create after learning something the hard way? 2. When did you stop believing that everyone else had it figured out 3. What paradox about life have you learned to live with?

MoCo Code and Coffee is an inclusive, informal, co-working session. We're community-led and community-run by devs, for devs. People of all skill levels are invited. Especially new devs! Bring a laptop, ideas, and we'll provide the coffee and snacks. **Here's how it works** At 2:30pm, everyone introduces themselves and briefly mention what brought them to Code & Coffee today (project, homework, networking, etc.) Round 1: 1. Your name 2. What you're working on 3. What you can help others with Round 2: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. Round 3: * Community events you wanna plug. If none, that's cool too. **After the introduction circle, everything is self-organized!** 1. For the rest of the day, folks work on their projects, providing one another with help, and/or socialize. It's fully up to you. **Location** We will be at the cafeteria of the County Executive Office Building in Rockville. 101 Monroe Street, Rockville, MD 20850 The event will be held in a spacious cafeteria with plenty of tables and chairs. Light refreshments (coffee and tea) and snacks will be provided. **Parking** * Visitor Parking is available at the First Level of the Council Office Building Parking Garage. Entrance only from East Jefferson and Monroe Street intersection. More information is here: https://www.montgomerycountymd.gov/mcg/direction-to-eob.html * PLEASE NOTE: The garage referenced above is ACROSS THE STREET from the Executive Office Building. This is NOT the garage at the base of the Executive Office Building structure - that one is for employee and permit parking only. * If that garage is not available, there may be street parking available. The Rockville Town Square garages have up to 90 minutes of free parking are not too far away. Parking at the Rockville Metro station would be free on weekends. **Public transit** * Located near near the **Rockville** metro station (Red Line).

Join us for conversations that go beyond small talk, diving into topics like the shifting nature of spirituality, the challenges and joys of midlife transitions, the impact of culture and capitalism, and the search for meaning in art, travel, and daily life. Our gatherings are about genuine, thought-provoking dialogue, with no set leader or strict agenda—just an open space to share ideas, perspectives, and experiences that matter to us. The direction of the discussion is shaped by everyone who shows up, making each event unique and enriching. Come ready to share, reflect, and connect with others who are also seeking deeper conversations. Let the conversation flow from topic to topic. Optional questions are listed below.

Optional Questions: Life Stages & Transitions

1. What did you think you'd have figured out by now that you're still completely winging?
2. When did you realize your parents' advice was for a world that no longer exists?
3. What are you finally old enough to stop pretending to care about?

Optional Questions: Identity After the Roles

4. Who are you when nobody needs anything from you?
5. What dream keeps resurfacing even though the "practical" time has passed?
6. How do you handle having the freedom you always said you wanted?

Optional Questions: AI & Being Human

7. What human experiences will AI never truly understand?
8. If machines handled all your have-to's, what would you actually do?
9. What becomes more precious as everything becomes automated?

Optional Questions: Belief & Meaning

10. What certainties have you given up, and what rushed in to fill that space?
11. How has knowing someone who died changed how you live?
12. What do you believe now that would shock your younger self?

Optional Questions: The Modern Psyche

13. What anxiety do you carry that previous generations didn't have?
14. Which of your survival strategies are you ready to retire?
15. What uncomfortable truth about happiness did it take you years to accept?

Optional Questions: Work & Purpose

16. When did you stop believing that your job would complete you?
17. What would you do for work if money and status weren't factors?
18. How has your definition of "making it" changed over the years?

Optional Questions: Relationships & Connection

19. What relationship dynamic do you keep recreating, and why?
20. When did you realize your parents were just people trying their best?
21. What kind of loneliness doesn't go away even when you're with others?

Optional Questions: Time & Mortality

22. What are you running out of time to say or do?
23. How differently do you spend your time knowing it's finite?
24. What will you regret not trying, even if you fail?

Optional Questions: Society & Culture

25. What social convention do you follow even though it makes no sense?
26. Which generation do you understand least, and what might you be missing?
27. What aspect of how we live now will seem insane in 20 years?

Optional Questions: Personal Philosophy

28. What rule for life did you create after learning something the hard way?
29. When did you stop believing that everyone else had it figured out
30. What paradox about life have you learned to live with?

April showers bring May flowers! We are NPS Weed Warriors and Arlington Regional Master Naturalists and you should volunteer with us on Sunday, May 17 to learn about nature and remove invasive plants from everyone's favorite urban island. Meet us at the entrance to the bridge (on the parking lot side, look for the sign) at 10:00 and bring your garden gloves and loppers/pruners if you have them. If not, we can provide gloves and tools. Wear long sleeves and pants and don't forget a water bottle. We will have tasks ranging from easy (cutting English ivy and honeysuckle vines from trees) to hard (sawing down bush honeysuckle). Parking at TRI can be tight if it's a pretty day. When the parking lot is full, you can park in Rosslyn and take the trail down. If you can bike or walk or take public transit, that's wonderful. We'll see you there! Erica, Stephanie, and Heidi P.S. If you can't wait until then to RIP (Remove Invasive Plants!), go here to find more volunteer opportunities in Arlington parks: [Volunteer to Restore Native Habitat – Arlington Regional Master Naturalists (armn.org)](https://armn.org/volunteer-opportunities/)

This is a level 1-4 scenario connected to the Season 7 Pathfinder Society meta-plot involving hostilities between Cheliax and Andoran. Scenario is not marked as repeatable by Paizo, however, replayers are welcome to join in for another go. Hope to see you join us as we get a Pathfinder scene going at Game Kastle! Tensions are high following the Battle of Hellknight Hill, and while Cheliax hasn't taken any direct action, they've encouraged privateers to attack Andoran shipping. One of these pirates is especially overconfident, and believes she can win more favor with a more direct attack–one on the Augustana shipyards. Coincidentally, the Pathfinder Society is in the market for a new ship, and the heads of Supplies and Procurement are touring some that are available when the attack begins. As the escorts to Nairaba and Kitsch, the two aforementioned heads of their divisions, it's up to you to keep your charges safe while dealing with the chaos. Written by Hilary Moon Murphy. **Scenario tags**: Hellfire Crisis

Use Promo code SPRINGME to receive $5.00 off! Purchase tickets here: [https://www.prosinthecity.com/event/speed-dating-washington-dc-16093](https://www.prosinthecity.com/event/speed-dating-washington-dc-15395) Singles speed dating events take away the pressure and nerves involved in the dating scene. Our Speed Dating Washington DC events bring intimacy and romance back to the art of speed dating. Although this combination may at first sound improbable, once you get involved you will understand why this event is so highly anticipated! Our speed dating events are carefully designed to showcase as many potential partners to you as possible. During Speed Dating Washington DC, you'll date for approximately one hour, meeting smart and intriguing members of the opposite sex as you spend a few minutes with each new acquaintance. Meet singles and know right away whom you mutually match with. After the speed dating, join us for a night of socializing and more interactions. You’ll also be able to spend time with someone you felt you clicked with during one of your speed dates. There will be a cash bar for this eventful evening, so come and meet other single professionals like yourself and have the time of your life! Then, after the event, use our exclusive online system from home to choose your matches from the people you met at the event. Without disclosing your email address, you'll be able to send messages through our system to anyone who attended. So come to Speed Dating Washington DC and meet that special someone you’ve been looking for. Check in is at 7:00 and the dating begins at 7:20. Please check in at 7:00 so you have a chance to mix and mingle before the dating begins. Numbers are limited at this event so sign up soon!

Sign up to help with customer service at our Del Ray shop! **If this is your first time doing customer service at our shop**, **please direct message Elizabeth here via MeetUp** so she can ensure someone can be there to orient you. **What you'll do:** * greet customers * manage customer traffic * help customers find basic bike parts in our store * direct customers to the mechanics if they need a bike repair * help customers find a bike that fits them * set customers up to test ride bikes * work the register to conduct customer payments **Qualities of a good volunteer for this role:** * customer service oriented * willing to work outside most of the shift * able to work on their feet most of the shift * comfortable working in a faced-paced environment * open to a steep learning curve with a rewarding experience the more times you volunteer * excited to learn about Velocity Bicycle Cooperative and become part of our volunteer team that keeps our wheels turning! **What to Bring/Attire** * A water bottle & snack * Wear comfortable shoes and clothes appropriate for the day's weather * Sunscreen and a baseball hat if it is sunny **Age Requirements:** If you are under 18, you must bring a parent/guardian with you to the orientation to sign the waiver.

Sign up to help with customer service at our Del Ray shop! **If this is your first time doing customer service at our shop**, **please direct message Elizabeth here via MeetUp** so she can ensure someone can be there to orient you. **What you'll do:** * greet customers * manage customer traffic * help customers find basic bike parts in our store * direct customers to the mechanics if they need a bike repair * help customers find a bike that fits them * set customers up to test ride bikes * work the register to conduct customer payments **Qualities of a good volunteer for this role:** * customer service oriented * willing to work outside most of the shift * able to work on their feet most of the shift * comfortable working in a faced-paced environment * open to a steep learning curve with a rewarding experience the more times you volunteer * excited to learn about Velocity Bicycle Cooperative and become part of our volunteer team that keeps our wheels turning! **What to Bring/Attire** * A water bottle & snack * Wear comfortable shoes and clothes appropriate for the day's weather * Sunscreen and a baseball hat if it is sunny **Age Requirements:** If you are under 18, you must bring a parent/guardian with you to the orientation to sign the waiver.

Sign up to help with customer service at our Arlington shop! **If this is your first time doing customer service at our shop**, **please direct message Elizabeth here via MeetUp** so she can ensure someone can be there to orient you. **What you'll do:** * greet customers * manage customer traffic * help customers find basic bike parts in our store * direct customers to the mechanics if they need a bike repair * help customers find a bike that fits them * set customers up to test ride bikes * work the register to conduct customer payments **Qualities of a good volunteer for this role:** * customer service oriented * willing to work outside most of the shift * able to work on their feet most of the shift * comfortable working in a faced-paced environment * open to a steep learning curve with a rewarding experience the more times you volunteer * excited to learn about Velocity Bicycle Cooperative and become part of our volunteer team that keeps our wheels turning! **What to Bring/Attire** * A water bottle & snack * Wear comfortable shoes and clothes appropriate for the day's weather * Sunscreen and a baseball hat if it is sunny **Age Requirements:** If you are under 18, you must bring a parent/guardian with you to the orientation to sign the waiver.

The Silver Spring D&D Group is BACK! They are reforged and ready for adventure! Join our Maryland partners for their very special return event D&D Meet-Up: Reforged Realms on Sunday, May 17 from 1pm-6pm at our brand new home base: Third Hill Brewing Company in downtown Silver Spring. After a short hiatus, we’re kicking off D&D 2.0 with a fresh venue, new energy, and an expanded volunteer team🤩 ready to bring even more stories to life. (And also the first event since our group’s founders tied the knot! ❤️) What better way to celebrate this amazingness by raising toasts to all of this, then rolling dice together again? [Join the Silver Spring D&D Group Here](https://www.facebook.com/events/s/dd-meet-up-reforged-realms/939505765504076/?mibextid=wwXIfr&rdid=Hq5d5utG0YMRYA0q&share_url=https%3A%2F%2Fwww.facebook.com%2Fshare%2F17KSztGiRp%2F%3Fmibextid%3DwwXIfr#) **Can't make any of the events? Want to stay in the loop? No worries! Join the [DMV D&D Group](https://discord.gg/bDvGRtKfhR) to stay aware of all future events!**

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

Do you want more motivation and confidence to build Lasting Relationships? This is a free, in-person meeting on the subject of betrayals, losses and how to get over them so you can build lasting relationships. Are you burdened by a stressful relationship? Unhealthy relationships can trigger feelings of anger, despair or self-doubt. They can create dwindling spirals of fights and seeking to make-up, or trying to “pin the blame” on someone or something. If you don’t find the RIGHT reasons, or select the correct sources of the problem, the problem can just get worse and worse. Whether in love or personal ties, with friends or at work, our life really IS affected by the quality of our relationships. Good ones can promote pleasure and survival, while less optimum ones can lead to annoyance, anger, self-doubt, stress, or even affect our health and ability to survive well. Whether you are suffering from a divorce, or a painful break-up, don’t know who to trust (or who to CHOOSE) as a partner, friend, boss or employee - the anxiety of relationship troubles can really make a mess of things. Maybe you’ve suffered a betrayal, or are dealing with hostility or criticalness or invalidation. Dwindling relationships can involve destructive behavior, where we hurt those we love, or start succumbing to self-destructive thoughts, attitudes or behaviors that spiral out of control and affect much more than our immediate relationship. Past losses in love or life can affect how we act or react to new people and situations and hold us back from even starting to create new, possibly great relationships! How can one get back onto a saner course of action? Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life: human relationships! Break free from self imposed limitations Here we will discuss: • How to “erase” the trauma of past hurts and betrayals so that one isn’t always repeating past mistakes. • Why and how do the negative emotions of others affect you? • Why is my partner withdrawing and what can I do about it? • Why do we sometimes feel compelled to hurt the ones we love? • Fights & arguments - what's really behind them? • What underlies “corrosive criticism” or the need to invalidate self or others? • How one can stably change one’s outlook on life so they can affect positive change? • Where do compulsive destructive behaviors come from and what can be done about them? • How to form closer bonds & keep growing the relationships with the people you care about? • How to enhance one’s own ability to survive and create positive healthy relationships whether in love, family & friendships or in work, business or one’s career? Relationships can be hard and life itself IS challenging. Why not arm yourself with the knowledge and breakthroughs that have been made about the mind, mental reactions & interpersonal relationships, so that one has better awareness and control over themselves and life in general. Learn where painful experiences are “stored” and how they can unknowingly affect us. You will also find out how one can “erase” those past painful experiences so that one is free to move forward without being tripped up by the past. Learn too, about what can lead some people to become “toxic” personalities and how to identify those traits in others so you won’t be tripped up trusting the wrong person. Our free Meet-ups occur in a safe environment where one can learn, without fear of judgment or criticism, and without the recommendation of harmful mental techniques or therapies, just how YOU can get yourself onto a happier & more successful path: in love & in life. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This class is held at the Dianetics and Scientology Life Improvement Center.

Interested? Contact Preston Moore k.preston.moore@gmail.com 614-300-5989 ———————————— Engaging in men’s work is the new way to forge friendships while being open-minded to personal growth. Many men experience healthier relationships, personally and professionally, by engaging in this work. Open Men’s Group is a container for men to share vulnerably without receiving judgment or feedback. We believe that emotionally mature, powerful, compassionate, and purpose-driven men will help heal some of society’s deepest wounds. We support the powerful brilliance of men and we are willing to look at, and take full responsibility for, the pain we are also capable of creating – and suffering. We care deeply about men, our families, communities, and the planet. Visit ManKind Project USA to discover more. https://mkpusa.org/

Join us for this free, in person meeting on the subject of betrayals, losses and how to get over them so you can build lasting relationships. Do you want more motivation and confidence to build lasting relationships? Are you burdened by a stressful relationship? Unhealthy relationships can trigger feelings of anger, despair or self-doubt. They can create dwindling spirals of fights and seeking to make-up, or trying to “pin the blame” on someone or something. If you don’t find the RIGHT reasons, or select the correct sources of the problem, the problem can just get worse and worse. Whether in love or personal ties, with friends or at work, our life really IS affected by the quality of our relationships. Good ones can promote pleasure and survival, while less optimum ones can lead to annoyance, anger, self-doubt, stress, or even affect our health and ability to survive well. Whether you are suffering from a divorce, or a painful break-up, don’t know who to trust (or who to CHOOSE) as a partner, friend, boss or employee - the anxiety of relationship troubles can really make a mess of things. Maybe you’ve suffered a betrayal, or are dealing with hostility or criticalness or invalidation. Dwindling relationships can involve destructive behavior, where we hurt those we love, or start succumbing to self-destructive thoughts, attitudes or behaviors that spiral out of control and affect much more than our immediate relationship. Past losses in love or life can affect how we act or react to new people and situations and hold us back from even starting to create new, possibly great relationships! How can one get back onto a saner course of action? Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life: human relationships! Break free from self imposed limitations Here we will discuss: • How to “erase” the trauma of past hurts and betrayals so that one isn’t always repeating past mistakes. • Why and how do the negative emotions of others affect you? • Why is my partner withdrawing and what can I do about it? • Why do we sometimes feel compelled to hurt the ones we love? • Fights & arguments - what's really behind them? • What underlies “corrosive criticism” or the need to invalidate self or others? • How one can stably change one’s outlook on life so they can affect positive change? • Where do compulsive destructive behaviors come from and what can be done about them? • How to form closer bonds & keep growing the relationships with the people you care about? • How to enhance one’s own ability to survive and create positive healthy relationships whether in love, family & friendships or in work, business or one’s career? Relationships can be hard and life itself IS challenging. Why not arm yourself with the knowledge and breakthroughs that have been made about the mind, mental reactions & interpersonal relationships, so that one has better awareness and control over themselves and life in general. Learn where painful experiences are “stored” and how they can unknowingly affect us. You will also find out how one can “erase” those past painful experiences so that one is free to move forward without being tripped up by the past. Learn too, about what can lead some people to become “toxic” personalities and how to identify those traits in others so you won’t be tripped up trusting the wrong person. Our free Meet-ups occur in a safe environment where one can learn, without fear of judgment or criticism, and without the recommendation of harmful mental techniques or therapies, just how YOU can get yourself onto a happier & more successful path: in love & in life. We look forward to having you join us! This class is held at the Dianetics and Scientology Life Improvement Center of Central Ohio.

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Who else is ready to sit outside? Join us for a casual chat over coffee & tea at Grandview Grind! Come out and meet some new people, enjoy your favorite drink, and make some new friends!

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