Human Resources

Doubles Volleyball - Competitive BB-A level @Bluemont Park Let's get together to play some fun A level Doubles games at Bluemont. Format: Doubles COST: FREE Court Type: Outdoor grass Minimum Skill Requirements: A level (click [here](https://docs.google.com/document/u/2/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/mobilebasic) for details) Attention: 1. This event is not always on a first come, first served basis. Those who can bring a net and ball, may get priority over others on the waitlist. 1. Since skill levels are self-reported, some attendees may not meet the expected level in reality, so we encourage you to choose a partner you can enjoy the game with, and since this is a competitive event, it is okay if you make a strong team and win all the games. 1. Since people arrive at different times, each group of 1. Players will set up and claim a net as they arrive, and may continue playing without rotating until all nets are set. ——— Smiley Social documents: [Group Rules](https://docs.google.com/document/u/2/d/1HrG35p_0M08leRvCp8XWG3CMkr_GL928XFabl5T6Dvg/mobilebasic) [Liability Waiver](https://docs.google.com/document/u/2/d/1W2mq-7m99lmvd7gdWYaSUFtvVg4UGnzV6koafAbHmco/mobilebasic) [Volleyball Levels](https://docs.google.com/document/u/2/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/mobilebasic)

Capitol Building & Congress’ Wild, Hidden History! The Capitol Building, home of the U.S. Congress, is justly renowned for its stunning architecture and landscaping. Yet its interior and grounds have also held court to When: Monday, May 18, 10:30 am. What: A walking tour of the Capitol’s grounds that covers two centuries of scandals and brawls, and many uplifting feats as well. Where: MEET outside the Sewall-Belmont-Paul Women's Equality National Monument, 144 Constitution Ave NE, Washington, DC 20002 BONUS: We'll do a Lincoln and the Civil War tour, from the Botanical Gardens near the Capitol Building to Ford's Theater, starting at 2 pm. If you pay for either tour, you get to take the other one for free. Price: Starts at $22. Pre-register and Pre-pay via— Eventbrite: [https://www.eventbrite.com/e/capitol-building-congress-wild-hidden-history-tickets-1988691894992?aff=oddtdtcreator](https://www.eventbrite.com/e/capitol-building-congress-wild-hidden-history-tickets-1988691894992?aff=oddtdtcreator) Or PayPal, sending $23 to: [paypal.me/EMoser460](http://paypal.me/EMoser460) Or pay $22 in cash at the start of the tour. Length. About 2 hours. We'll draw from the following episodes: • When the British entered Washington, D.C.--to burn it down! • Saving Private Ryan at the Capitol • The near fatal beating of a Senator by a Congressman • The story behind the statue of Freedom • Bootlegged spirits by the legislators of Prohibition • The lovely fountain of Central Park's designer • Where Washington & Jefferson fired L'Enfant • The astonishing "autograph" on the U.S. Grant statue • The Capitol curse of its workman • Anne Frank at the Capitol • The legislators’ ladies of the evening • The Army veterans vs. Eisenhower & Patton • Thomas Jefferson's faceoff with Aaron Burr • The unusual demise of convicted spies • The bombings of the Senate • The gunfight in the House of Representatives • The Father of American architecture And more! Your guide is a former writer for the “Tonight Show”, and ex-White House speechwriter, historian and professional tour guide, and author of 14 books, such as: The Lost History of the Capitol: [https://www.amazon.com/Lost-History-Capitol-Tumultuous-Congress/dp/B09LVXZB8T/ref=tmm_aud_swatch_0](https://www.amazon.com/Lost-History-Capitol-Tumultuous-Congress/dp/B09LVXZB8T/ref=tmm_aud_swatch_0) And his latest, Femme Fatalité, a Georgetown spy thriller: [https://www.amazon.com/Femme-Fatalit](https://www.amazon.com/Femme-Fatalit)é-Lizzy-Thorne-Novel-ebook/dp/B0F4945MR5/ref=tmm_kin_swatch_0 We’re on TripAdvisor!: [https://www.tripadvisor.com/Attraction_Review-g28970-d12791843-Reviews-Lafayette_Square_Tour_of_Scandal_Assassination_Intrigue-Washington_DC_District_of.html](https://www.tripadvisor.com/Attraction_Review-g28970-d12791843-Reviews-Lafayette_Square_Tour_of_Scandal_Assassination_Intrigue-Washington_DC_District_of.html) Think history’s boring? Think again!!

**NEW EVENT!!!** Please be sure to RSVP on **[Eventbrite](https://www.eventbrite.com/e/1988717400279?aff=oddtdtcreator)** so we have an accurate guest list. Pink Poodle Club is Spark's weekly Yappy Hour — every Monday on the back patio from 5–7pm. $1 Scooby Snacks for hoomans and $1 pup cups for the doggos. Come join us for a fun and **dog-friendly** gathering! It’s the perfect chance to meet new people, share stories, and enjoy a relaxed atmosphere with the **LGBTQ+ community**. Whether you're looking to make friends or just hang out, everyone’s welcome. Grab your favorite drink and let’s make some great memories together! This event is free to attend. We hope to see you there. In addition to coffee selections, the venue offers a good food and drinks [menu](https://spark-dc.com/pages/menu-2). We encourage you to register your attendance in advance. We hope to see you there. When you arrive with your dog, order on your own from the [menu](https://spark-dc.com/pages/menu-2). Then meet and mingle with LGBTQ+ folk and their dogs on the back patio. **Metro Directions:** Be eco-friendly. U Street Metro (Yellow/Green line) is only a few blocks away. Take the 13th Street Exit. The venue is adjacent to Crush Bar. This event is a safe space for everyone under the rainbow. Please feel free to invite all your friends to join you there! This event is hosted by **[Go Gay DC](https://www.gogaydc.com)**, Washington DC's inclusive LGBTQ+ community focused on friendship, leadership, and service. It now reaches over 10K fabulous people and is growing fast. Visit [https://www.gogaydc.com](https://www.gogaydc.com) . Go Gay DC's founder is **[TJ Flavell](https://www.linkedin.com/in/tjflavell/)**. Go Gay DC is on social media: Join the Facebook Group [https://www.facebook.com/groups/GoGayDC](https://www.facebook.com/groups/GoGayDC) Like the Facebook Page [https://www.facebook.com/GoGayDC](https://www.facebook.com/GoGayDC) Follow on Instagram [https://www.instagram.com/GoGayDC](https://www.instagram.com/GoGayDC) Follow on Threads [https://www.threads.com/@GoGayDC](https://www.threads.com/@gogaydc) Follow on Bluesky [https://gogaydc.bsky.social/](https://gogaydc.bsky.social/) Follow on X [https://www.x.com/GoGayDC](https://www.x.com/GoGayDC) Watch on YouTube [https://www.youtube.com/GoGayDC](https://www.youtube.com/GoGayDC) LinkedIn [https://www.linkedin.com/showcase/GoGayDC](https://www.linkedin.com/showcase/GoGayDC?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExZG1DTnM0VnJybG83U3FWcnNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR765Xxf5t8wFzbCac74QNX3p0Bs2oT0drXZoOmLV63J8cURMl3ta5b8iP3ztg_aem_nSdndpxd5-hXJ8myNF2_vQ) Search keywords: LGBT LGBTQ LGBTQI LQBTQIA Lesbian Gay Bisexual Transgender Queer Intersex Straight Allies Two-Spirit

A Civil War & Lincoln Tour of Downtown D.C.!! Downtown D.C. from the Capitol Building to Ford’s Theater has dozens of locales relating to amazing events and personalities of the Civil War. This unique walking tour, held on the anniversary of Lincoln's tragic assassination, will touch on the startling events that occurred on these streets. BONUS: We'll do a Capitol Building & Congress history tour at 10:30 am that morning. ([https://www.meetup.com/washarea-discovery-hikes/events/314600728/?eventOrigin=group_upcoming_events](https://www.meetup.com/washarea-discovery-hikes/events/314600728/?eventOrigin=group_upcoming_events)) If you pay for either tour, you get to take the other one for free! MEET outside U.S. Botanic Garden, 100 Maryland Ave SW, Washington, DC 20001 When: Monday, May 18, 2 pm Length: About 2 hours. Fee: $22. Pre-Register and PrePay via: Paypal, sending $23 to: [paypal.me/EMoser460](http://paypal.me/EMoser460) Or Eventbrite: [https://www.eventbrite.com/e/2-for-1-the-civil-war-lincoln-tour-of-downtown-dc-may-18-2-pm-tickets-1988806833777?aff=oddtdtcreator](https://www.eventbrite.com/e/2-for-1-the-civil-war-lincoln-tour-of-downtown-dc-may-18-2-pm-tickets-1988806833777?aff=oddtdtcreator) Or, pay in cash at the start of the tour. Some of our action-packed itinerary!: • The war’s unknown great photographer • The secret grotto for Civil War veterans • The statue of the hero of Gettysburg, who ran as a pro-South presidential candidate • The man who killed John Wilkes Booth—or did he? • The place which inspired an Oscar-winning movie, and where a plot to assassinate pre-war President James Buchanan was hatched! • The Confederate soldier who revolutionized warfare • The secret society of “free men of color” • The North divided: Yankees vs. Irish • Workplace of the most famous caregiver in American history, and the astonishing task Lincoln gave her • The lodgings of the Booth conspirators • The great inventor who botched antebellum politics • The military nurse who was the country’s most eminent poet • The place of the assassination of a President & former Union general • The astonishing plot to kill Confederate President Jefferson Davis • The hulking guard whose critical absence led to Mr. Lincoln’s demise • The building where Walt Whitman and Clara Barton worked • A reenactment of Lincoln’s murder • The Lincoln conspirators’ horrific fate • A slain President’s final and noble request Your guide is a former writer for the “Tonight Show”, and ex-White House speechwriter, and author of a book on the history of presidential politics, including several chapters on Civil War era presidents: [https://www.amazon.com/Two-Term-Jinx-Presidents-Washington-Theodore-Roosevelt-ebook/dp/B01K0NT0CK/ref=tmm_kin_swatch_0](https://www.amazon.com/Two-Term-Jinx-Presidents-Washington-Theodore-Roosevelt-ebook/dp/B01K0NT0CK/ref=tmm_kin_swatch_0) And his book on the Capitol Building’s wild history: [https://www.amazon.com/Lost-History-Capital-Tumultuous-Congress/dp/1493055909](https://www.amazon.com/Lost-History-Capital-Tumultuous-Congress/dp/1493055909) Also his crime thriller drawing on Civil War lore: [https://www.amazon.com/OLD-TOWN-HORROR-Americas-Historic-ebook/dp/B0BX27RWYG](https://www.amazon.com/OLD-TOWN-HORROR-Americas-Historic-ebook/dp/B0BX27RWYG) We’re on TripAdvisor!: [https://www.tripadvisor.com/Attraction_Review-g28970-d12791843-Reviews-Lafayette_Square_Tour_of_Scandal_Assassination_Intrigue-Washington_DC_District_of.html](https://www.tripadvisor.com/Attraction_Review-g28970-d12791843-Reviews-Lafayette_Square_Tour_of_Scandal_Assassination_Intrigue-Washington_DC_District_of.html) Think history is boring? Think again! 2 tours for the price of 1!!

[Profs and Pints DC](https://www.profsandpints.com/washingtondc) presents: **“How AI Alters Thinking,”** on dealing with artificial intelligence’s capacity to change and undermine our thought processes, with Eli Alshanetsky, assistant professor of philosophy at Temple University, principal investigator at its Cognitive Integrity Lab, and author of an upcoming book on AI and freedom of thought. [Advance tickets: $13.50 plus sales tax and processing fees. Available at [https://events.ticketleap.com/tickets/profsandpints/dc-how-ai-alters-thinking](https://events.ticketleap.com/tickets/profsandpints/dc-how-ai-alters-thinking) .] Doctors who give bad advice can be sued for malpractice. Teachers belong to a profession with set standards. When artificial intelligence guides you, however, that guidance comes with a disclaimer: Use at your own risk. Every day millions of people take that risk, and usually AI seems genuinely helpful. But even if AI gives us good answers, might its use over time do bad things to how we think? Explore the relationship between AI and our own minds with Eli Alshanetsky, whose Cognitive Integrity Lab studies how artificial intelligence changes how we think, learn, and build trust. Author of *Articulating a Thought* and the upcoming book *Freedom of Thought in the Age of AI*, he’s on the cutting edge of efforts to answer AI-related questions such as: How can we tell when work is truly our own? How can technology support rather than replace authorship and reflection? What does trust mean when AI mediates our relationships with others and with our own thoughts? To set up his discussion of potential consequences of AI, he’ll describe how social media’s impact on society serves as a preview. Social media didn’t just give people what they wanted to click on, it actually changed what they regarded as click-worthy. It broke attention spans and fueled radicalization across millions of very different people. It left us with people who doom-scroll for hours, who can’t focus, who don’t know what to trust anymore. If you’d shown people this version of themselves ten years ago, would they have chosen it? Artificial intelligence is making a similar deal with us, but the stakes are higher. It isn’t chasing clicks. It’s optimized for giving you the most satisfying response to whatever is on your mind right now. The risk over time isn’t just that you’ll get lazy. More profoundly, even when you think hard, your sense of what counts as good thinking—as well as what sounds like you—will shift to match what AI has been feeding you. We’ll consider what kind of person this produces and whether this is someone we want to be or want children to become. Professor Alshanetsky will lay out a practical framework, which he calls “the interaction layer,” for using AI without letting it replace the thinking it’s supposed to support. He’ll also talk about what AI-related concerns should be the focus of parents and educators. (Doors: $17, or $15 with a student ID. Listed time is for doors. Talk starts 30 minutes later.) Image: Illustration by David S. Soriano / Creative Commons.

This is not your ordinary hip-hop dance class. Get moving and grooving to upbeat music while your fitness level improves. It's all fun and all good in this energetic workout. Level: All. Ages 13 & up Fitness in the Parks is a FREE program that brings a variety of fitness opportunities to parks and natural areas across Prince George’s County, MD! We invite you to find the class that best suits your fitness goals and to come discover the benefits of exercising in nature. Ages 13 & up. Register at pgparksdirect.com. No classes on federal holidays (Memorial Day 5/25). Classes may be canceled due to inclement weather or wet grounds. Call 301-927-0822 for weather-related cancellations. **Register Here:** [pgparksdirect.com](https://mdpgparksweb.myvscloud.com/webtrac/web/iteminfo.html?Module=AR&FMID=532319886) Activity Code: 17681-279B For fastest response to any questions, or for more information, please contact Health and Wellness directly via email wellness@pgparks.com **Westphalia Community Center (located on tennis courts)** **8900 Westphalia Road** **Upper Marlboro 20774**

Sean Jackson a recruiter with General Dynamics will be speaking on a wide range of subjects that will help MOTIVATED job seekers streamline their job search. He will answer many questions that MOTIVATED job seekers have. ## At the end of this webinar, there will be a brief Christian story.-------------------IF YOU ARE NEW TO Career-Confidence.org and want to learn about us via our team, here are some videos that we have done. PLEASE SUBSCRIBE to our channel and LIKE our videos. Laura Hamilton and Robert Brandau both long-time recruiters give you an overview.https://www.youtube.com/watch?v=R20iMmWWsas Doris McMillon of our Board of Directorshttps://www.youtube.com/watch?v=JNmOi9TsYGs&t=10s --Bruce, Silvia, and Mary Beth talk about the impact of Career-Confidence.org on their job search.https://www.youtube.com/watch?v=EYtFRWzhKLo --Kim DeWitt Succinctly Talks about our Teamhttps://www.youtube.com/watch?v=SSHCEK11jD0 \-\-\-Cecilia and Nate – 2 of our Alumni give an overview of Career\-Confidence\.org\. perspective\.https://www\.youtube\.com/watch?v=uNstYHVnfAA --Sara's Experience with Career-Confidence.org - Surprise Ending – Pre-Covidhttps://www.youtube.com/watch?v=fEuKuvZyEYE&t=51s

Learn to manage stress and achieve self-growth through simple relaxation and Meditation. Heartfulness Meditation is a simple, modern, methodical approach to meditation. Rather than homing in on your breath or repeating a mantra, you simply focus inward, on your heart, to cultivate inner strength and serenity. Heartfulness meditation is gaining traction in recent years. It focuses on the heart, allowing individuals to connect with themselves on a deeper level, and ultimately achieve peace, relaxation, and clarity. It is a practice that encourages patience, self-compassion, and acceptance, helping cultivate a deeper appreciation for the present moment. This practice is offered with love and at no cost

To secure your spot, purchase your ticket from the Eventbrite link ([https://www.eventbrite.com/e/international-devt-affairs-and-ngos-hh-with-teetotalersstudents-pass-tickets-880368996367](https://www.eventbrite.com/e/international-devt-affairs-and-ngos-hh-with-teetotalersstudents-pass-tickets-880368996367)). RSVPing only on the Meetup Page doesn't allow you to attend the Event. ADVANCE TICKET PURCHASE IS REQUIRED. ABOUT THE EVENT This Happy Hour is devoted to professionals in the International Affairs and Development community, to grow, interact, and learn from each other. It is designed to provide a professional environment to meet other International Affairs professionals to broaden one's career. It is also for those interested in International Affairs and Development careers and are studying or intend to enter the dynamic world of global development. METRO & PARKING INFO : The closest metro station is Woodley Park/Adams Morgan. Please check Metro's weekend truck work (https://www.wmata.com/) and plan accordingly. Street Parking might be a challenge. But if you plan to drive, try your luck on Champlain Street. Otherwise, there is a parking garage around. We highly recommend a shared ride or taxi service.

Enjoy a lively German convo! Hoffentlich werden wir euch dort sehen! ***GRAB A DRINK AND YOU ARE 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. HOW IT WORKS : We will try to assign tables for each represented languages and will direct attendees to their respective tables accordingly. Rules to abide : 1\. Event is 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\. 13\. This is mainly a social for Intermediate/Advanced/Native Speakers\. 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\. ***AFTER THE EXCHANGE, WE HIT THE DANCE FLOOR! BRING YOUR DANCING SHOES, WE WILL DANCE THE NIGHT AWAY!***

collaborative community for ServiceNow specialists and IT professionals to connect, share knowledge, and grow together. This group focuses on real-world use cases, best practices in ITSM, emerging technologies, and career development. Whether you're a beginner or an experienced professional, join us to exchange ideas, improve communication skills, and build meaningful industry relationships.

It is irresistible, to enjoy a GERMAN convo with drinks. ***GRAB A DRINK AND YOU ARE 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. HOW IT WORKS : We will try to assign tables for each represented languages and will direct attendees to their respective tables accordingly. Rules to abide : 1\. Event is 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\. 13\. This is mainly a social for Intermediate/Advanced/Native Speakers\. 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\. ***AFTER THE EXCHANGE, WE HIT THE DANCE FLOOR! BRING YOUR DANCING SHOES, WE WILL DANCE THE NIGHT AWAY!***

[RSVP on Partiful](https://partiful.com/e/UCYdKHbiXcyGLGai3KJf?c=jn9txKC1) Join Network of South Asian Professionals at our monthly Third Thursday series on Thur, May 21, 6-9. Come to connect over careers or interests or just make some new friends. We ask guests to cover their own tab and we may continue the night with a walk to the wharf after the event. RSVP at our partful link to see who is coming. See you soon!

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!

Main Library, Meeting Room 2B Join us for a welcoming evening of reflection, gentle music, and meaningful conversation. We’ll begin with a short grounding moment, followed by a brief reading from spiritual or philosophical traditions, and an open reflection circle where participants can share (or simply listen). Libera Animae is an interfaith community focused on inner growth, creativity, and authentic connection. All backgrounds are welcome.

No appointment needed - just support from a real, live person. Access services offered through the Ohio Department of Development The Department of Development Minority Business Development Division supports the growth and sustainability of small, minority-owned, and disadvantaged businesses in Ohio. Supporting these businesses means providing them with resources that include technical and professional assistance, access to capital, surety bonding, and connection to business opportunities through the assistance of the Minority Business Assistance Centers (MBAC). The Division leverages these resources to support the achievement of the state's 15% Minority Business Enterprise (MBE) set-aside requirement. The Division works with entrepreneurs and emerging business enterprises to help them achieve scale and market success. The overarching goal is to help small, minority-owned, and disadvantaged businesses contribute to job creation and economic growth in Ohio. The Centers provide the following services: * Accounting assistance * Business management counseling * Completing federal, state, and local certification applications * Contract procurement assistance * Estimating/bidding assistance * Identifying local resources * Loan packaging assistance * Marketing plan development * Referrals to financial assistance program *

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. Viva Dance Columbus 2809 Festival Lane Dublin OH 43017

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

ASH is Atheists, Skeptics and Humanists of First Unitarian Universalists of Columbus Ohio TBD Snacks are usually available, and you are welcome to bringing something to share!

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com