HPC Programming

We'll use this time to meet new GRASP members and catch up with those we already know! Look for GRASP table flyers and Eli's GRASP shirt to easily find the group. This restaurant is a fast-casual format meaning it's easy to order and pay individually! Adult beverages are available and you can expect entrees in the $15 range. The [Torchy's Tacos menu is here](https://torchystacos.com/menu/) and they offer a wide variety of tacos, burritos, salads, and excellent sides. In living by their Damn Good mantra, they’re constantly innovating to ensure they’re delivering the tastiest tacos, queso, and margaritas in the game. Their Taco of the Month promotions allow them to provide unique tacos to Taco Junkies year 'round. The ingredients make the meal. That’s why they responsibly and ethically source every single ingredient, down to the jalapeño. From there, they work hard to whip up the best damn tacos, cooked to order, just the way you like 'em.

Want to mess with some electronics? Or perhaps contribute to HacDC's main group project? HacDC's latest event brings hardware projects to the community. We will focus primarily on the main project (Space Blimp!) but please feel free to bring some of your own projects to show off and work on!

Discover the power of your breath to manage your mind and experience instant peace & calm. Join a 60-minute free Workshop and get a glimpse of the Sudarshan KriyaTM- The breathing technique that is revolutionizing the lives of millions. What you’ll discover at ‘Beyond Breath’ ✔ A taste of the Sudarshan KriyaTM, a breathing technique taught in the Happiness Program ✔ An instant energy booster that awakens & relaxes your mind - Take it home and practice daily! ✔ The peace & calm of a unique guided meditation ✔ Secret keys to manage your mind ✔ The power of surrounding yourself with positive, like-minded people. You can use your breath to master your thoughts and emotions - the key to managing the quality of your day. The Happiness Program At the end of this workshop you may enroll into the Happiness Program (3 days, 3 hours each day) to learn the Sudarshan KriyaTM, a science-backed, rhythmic breathing technique through which you can: Tap into a reservoir of energy and use it as you please! Relieve deep-rooted stresses and anxieties Uplevel your productivity Overcome emotional blocks, move on from past events and shed limiting beliefs Heal your body & gain power over your mind Experience the true state of meditation Learn more about the Happiness Program & the Sudarshan KriyaTM in our introductory workshop 'Secrets to Meditation'. Instagram: artoflivingDMV aolf.live/secretstomeditation

Today we are Steve's Lab. RSVP and you'll be sent the location. It's in Silver Spring. ***Join us for an evening in an electronics lab where we will attempt to run clean scans of graphene and gold samples, and then clean up that data with post processing.*** This is a high sensitivity experiment, and we do not plan on being successful so early. But we've had promising results lately - so we will be putting in the time. We are NOT meeting at our usual location, but rather at Steve's house/lab. If you RSVP, you will get a DM with the address but it's located in Silver Spring. We will attempt full, clean lab - clean tip repeated scanning tests to see what we can learn and improve. We will experiment with online attendees, but if all possible showing up in person is strongly encouraged. Online join link is: - [https://meet.jit.si/mocomakers](https://meet.jit.si/mocomakers) Our community is building (and documenting for other teams) how to build a scanning tunneling microscope using a mix of common and 3D printed parts. This will allow us to scan and visualize a single atom - an ambitious we are doing over the course of a few months. The MoCo Makers community is one of the most innovative and competent groups in Maryland, and we've done everything from [publishing cancer research](https://pubmed.ncbi.nlm.nih.gov/38136356/), to [launching products](https://www.kickstarter.com/projects/gotim/cozy-curvy-multi-contour-pillow), [winning grants](https://covidinfocommons.datascience.columbia.edu/awards/2014255), and inspiring thousands. Now our biggest challenge yet has appeared. We are building a Scanning Tunneling Microscope, that will allow us to scan and visualize single atoms. To get a better idea of what we are doing, see our reference project here: [https://www.youtube.com/watch?v=7N3OqTEq08g](https://www.youtube.com/watch?v=7N3OqTEq08g) All starting CAD, code, and reference files should exist. However, let's be the first Maker community to document the build process and share it with learners around the world. We will be publishing our work here -[ https://hackaday.io/project/202816-qt-panda](https://hackaday.io/project/202816-qt-panda) If you need a ride, let us know.

**Please note that Go Gay DC is listing this exciting event as a community service, but is not running the event. Just go and have a fun time!** Important note: This particular dinner is a **casual attire** affair; formal black tie events are scheduled elsewhere. Register for this casual dress dinner on **[Eventbrite](https://www.eventbrite.com/e/1988761170196?aff=oddtdtcreator)** so we have an accurate guest count. Do you want to go to fancy places like country clubs? This casual dinner is a chance for you to meet with members of the Washington, DC area chapter of Black Tie Club to learn about upcoming formal events. Dine with other gentlemen. Casual attire is perfectly fine. This dinner is open to gentlemen interested in learning more about Black Tie Club; it's expressly not a members-only event. Black Tie is a club for gay or bisexual men who enjoy gathering periodically for upscale events. **This casual dinner is open to gentlemen interested in learning more about Black Tie Club; it's not a members-only event.** Meet with members of the Washington, DC area chapter of Black Tie Club, as well as with invited guests and friends for our dinner @ Federico Ristorante Italiano (23rd Street Crystal City). Twenty gentlemen are expected. Federico serves authentic Italian cuisine, drinks, and decadent desserts. Separate checks. See the menu: [https://www.federicoristoranteitaliano.com/menu/dinner](https://www.federicoristoranteitaliano.com/menu/dinner) Metro Directions: Be eco-friendly. Crystal City Metro is the closest Metro stop. When you arrive, go out the station, walk towards your left to 18th Street and then veer right and walk under the Route 1 overpass to Eads St. Turn left and walk to 23rd Street. Turn right. Federico is up 23rd Street just a few doors up on the right. Parking is usually available nearby on the residential side streets. There's no need to print out and show your Eventbrite ticket. Remember to bring your ID, as everyone who wishes to drink alcohol is carded of course. Black Tie Club International is a private social club for gay gentlemen. With chapters in over 15 cities, our members enjoy mixing and mingling over cocktails, exquisite dinners, and delicious wines. The events may be formal or casual. Membership is by invitation only although guests are always welcome at events. The Metropolitan Washington, District of Columbia Chapter is celebrating its third decade as the premier social organization for accomplished, professional, and distinguished men in the District of Columbia, the Northern Virginia, and the Annapolis and Baltimore, Maryland areas. The Metropolitan Washington, D.C. Chapter began with 22 Members in 1998 and has now some 40 Members. The peripatetic nature of Black Tie Club International Members is evidenced by the fact that many D.C. Chapter Members are now found in other Chapters such as Atlanta, Fort Lauderdale, Palm Beach, Palm Springs, and Rehoboth Beach-Lewes. The Metropolitan Washington, D.C. Chapter also has been enhanced by Members from other Chapters, notably, Atlanta, Dallas, Palm Beach, Palm Springs, San Antonio, San Francisco, and Toronto. Membership in Black Tie Club is by invitation only. [https://www.dcbtci.org](https://www.dcbtci.org) I [dcbtci.substack.com](https://dcbtci.substack.com) This event is being posted by Go Gay DC as a community service for those who don't know that the Black Tie Club exists. Go Gay DC is Metro 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) **[TJ Flavell](https://www.linkedin.com/in/tjflavell/)** is Go Gay DC's founder and will be at this dinner. Please be sure to tag any event photos on social with #gogaydc Go Gay DC is also on social media: 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 tags: Gay or Bisexual Men

**RSVP DOES NOT GUARANTEE YOUR SPOT. You must register via our website:** [https://www.katiereifertvbcamps.com/krvc-adult-volleyball-camps.cfm](https://www.katiereifertvbcamps.com/krvc-adult-volleyball-camps.cfm) **Serve & Pass Skills Camp** This camp is designed for **adult volleyball players (ages 20 & above)** looking to improve their serve & pass skills. Ideal for **all skill levels**, this camp offers an opportunity to receive skill instruction from George Washington's coaching staff. Serve & Pass Skills Camp is designed to help players elevate their serving and first-contact passing through focused, high-repetition training. **What to Expect:** Athletes will work on developing consistent, effective serves while also refining platform control, footwork, and reading skills in serve-receive. The session emphasizes quality reps, technical detail, and game-like scenarios to build confidence and reliability in two of the most critical skills in volleyball. We will spend the first hour & a half on skill instruction & the last 30 minutes playing competitive 6v6. 6v6 play will be recorded & distributed to participants so you can track your progress! **Camp Schedule:** 🗓️ *Thursday, May 7th* * 6:45 PM – Doors Open, Check-in begins at the Charles E. Smith Center * 7:00 PM – Camp Begins * 9:00 PM – Camp Ends **Important Info:** * **You must register via our website:** [https://www.katiereifertvbcamps.com/krvc-adult-volleyball-camps.cfm](https://www.katiereifertvbcamps.com/krvc-adult-volleyball-camps.cfm) * This camp is for **adults only** – you must be **above the age of 20 or have exhausted your NCAA eligibility.** * You will enter the Charles E. Smith Center at the **Ticket Office Entrance**, located on 22nd St. * **Please do not arrive early; basketball will be finishing up their practice at this time & we cannot accommodate your arrival earlier.** * Payment is due at the time of signup. * If you have questions, please contact us at katiereifertvolleyballcamps@gmail.com * *By registering, you agree that we may use your photo for marketing.* We can’t wait to see you there!

Discover the power of your breath to manage your mind and experience instant peace & calm. Join a 60-minute free Workshop and get a glimpse of the Sudarshan KriyaTM- The breathing technique that is revolutionizing the lives of millions. What you’ll discover at ‘Beyond Breath’ ✔ A taste of the Sudarshan KriyaTM, a breathing technique taught in the Happiness Program ✔ An instant energy booster that awakens & relaxes your mind - Take it home and practice daily! ✔ The peace & calm of a unique guided meditation ✔ Secret keys to manage your mind ✔ The power of surrounding yourself with positive, like-minded people. You can use your breath to master your thoughts and emotions - the key to managing the quality of your day. The Happiness Program At the end of this workshop you may enroll into the Happiness Program (3 days, 3 hours each day) to learn the Sudarshan KriyaTM, a science-backed, rhythmic breathing technique through which you can: Tap into a reservoir of energy and use it as you please! Relieve deep-rooted stresses and anxieties Uplevel your productivity Overcome emotional blocks, move on from past events and shed limiting beliefs Heal your body & gain power over your mind Experience the true state of meditation Learn more about the Happiness Program & the Sudarshan KriyaTM in our introductory workshop 'Secrets to Meditation'. register: http://aolf.live/introSKY

THIS CLASS IS OFFERED THROUGH CAPITAL PHOTOGRAPHY CENTER **PLEASE REGISTER WITH CAPITAL PHOTOGRAPHY CENTER, NOT MEETUP!** https://capitalphotographycenter.com/classes/class/2026-05-09-exploring-street-photography Street photography is very popular now more than ever because photographers have access to high quality cameras in mobile phones and smaller high resolution digital cameras. A camera’s ease of access and proliferation raises the issues of ethics and privacy in public places and the difference between a snapshot and a street photograph. This hands-on class will explore the unique aspects of the street photography genre. Michael Koren will be your guide as you create compelling photographs that go beyond the ordinary snapshot. First, you’ll learn pro level tips and techniques and discuss privacy issues associated with street photography. Then, with Michael’s guidance and direction, the group will head out to photograph near the White House in Lafayette Square. You’ll create photographs that demonstrate your personal vision while using your own gear optimized for street photography. We'll then head back to the classroom for image reviews and feedback. Topics include: -Proper techniques and settings for street photography -Pro tips and techniques for capturing compelling images -Create captivating images using anticipation, patience, composition and visualization -Hands-on image capture -Privacy and ethics concerning street photography -Image review and feedback Recommended gear: -Although any camera will do, for best results we recommend a DSLR or mirrorless camera with manual exposure controls -Lenses in the range of 28mm - 70mm (zoom or prime) -Fully charged camera battery with an optional spare -Camera instruction manual (paper or electronic) -No tripod, no flash Class size is very limited *** • Important to know **THIS CLASS IS OFFERED THROUGH CAPITAL PHOTOGRAPHY CENTER** https://capitalphotographycenter.com/classes/class/2026-05-09-exploring-street-photography

From the parking lot, the Group heads to the Great Falls Tavern Visitor Center and crosses the bridge over the C&O Canal in a northerly direction toward the Washington Aqueduct Observation Deck overlook. The Group heads south down the trail to the Great Falls Overlook on Olmsted Island Overlook to photograph the Potomac River waterfalls, kayakers, great blue herons, and other birds. That trail takes the Group across a couple of waterfalls, where great shots are taken. The estimated full walk is two miles (3.2 kilometers). At the end of this field trip, the Group typically has breakfast at the Tally Ho Restaurant, 9923 Falls Rd, Potomac, MD 20854 - tallyhorestaurant.com. Bring water, a tripod, comfortable shoes, fully charged batteries, and empty memory cards By sending in an RSVP and joining this meetup event hosted by the Virginia Beltway Photography Meetup, I agree to abide by the rules and regulations (where applicable) of the event location, and I am also agreeing to the terms of the following release and waiver of liability, which shall be binding on my heirs, executors, administrators, successors, and assigns. In consideration of my (and my child’s) participation in the Virginia Beltway Photography Meetup, I do hereby release, discharge, and hold harmless the Organizer, its members, officers, directors, employees, and the leader(s) of this event from any and all liability by reason of any damage, loss, expenses, or injury arising from my (and my child’s) participation in this event, including that caused solely or in part by the fault of any and all of the above-named parties.

What does it look like when ideas come to life? Join NOVA Scribes and MAFN for a full-day, in-person open house where the public is invited to step inside the world of facilitation. This is a come-and-go experience designed for curiosity, exploration, and conversation. Whether you are new to facilitation groups, you are welcome. The space will be set up as a "theater in the round," (see the image) with facilitators working live around the room. Throughout the day, you will see different techniques, styles, and modalities demonstrated in real time, from visual templates, facilitation tools, and decision-support methods. You can observe, ask questions, and engage directly with the practitioners as the work unfolds. **What you can expect** * Live demonstrations of facilitation techniques * Multiple practitioners working simultaneously, each with their own approach and style * Short, informal demos and tiny teaches that explain how and why specific techniques are used * Opportunities to talk one-on-one with experienced facilitators * A chance to see how facilitation can support sensemaking, alignment, and group dialogue **What you might explore** * Methods and templates for planning, strategy, and reflection * Facilitation methods that support participation and decision making * Tools, materials, and setup considerations for live work This open house is designed to be accessible, hands-on, and inspiring. You do not need to stay all day. Come for 20 minutes or stay for hours. Watch ideas take shape. Notice how facilitation can change the energy in the room. Ask the questions you have always wanted to ask. If you have ever been curious about how facilitation works and supports groups, this is your chance to experience it up close. **Open to the general public. No prior experience required.** We’re not charging for this workshop, but we will be asking for donations!

This meetup is designed to be an open forum amongst our community. We intend for it to be an opportunity for members to showcase what projects we've been working on this year related to Linux and AWS. If you are a current (or aspiring) professional looking for a practical way to build your experience with Linux and cloud computing, this event is for you! About us: Respect The Tech is an organization focused on information technology education and innovation. Our mission is to innovate technology education through virtual labs and gamified training. All of our team members are experienced professionals in the cybersecurity and cloud computing field. We are based out of the DMV and aim to serve the DMV with the same tools that enabled us to be successful with technology. ______________________________ Requirements: A functional laptop AWS account created and ready to use (free tier recommended)

An open space for real conversation about how technology is shaping our world, and how we can respond with wisdom, purpose, and values. ## COMING UP: ## Life with Augmented Intelligence **Shaping how we live, work, and build in an AI-driven world** From assistants → to collaboration → to autonomous systems *** **A different way of thinking, working, building.** Most people are still using AI at the surface. Answers. Shortcuts. Quick help. But underneath, work is starting to look different: * systems instead of tasks * collaboration instead of commands * design instead of effort This is a space to step into that. Not a workshop. Not a panel. A place to see what’s emerging, hear how others are thinking, and explore what it means for your own life and work. *** ## Tech & Truth Café 📍 Greencourt Innovation Center 🗓️ May 10 & 17 🕐 1:30 – 5:00 PM 1:30 → arrive and connect 2:00 → ideas and conversation 3:00 → demos and exploration 4:30 → wrap up *** **WHO:** If you’ve been experimenting with something interesting, building something, or thinking differently about AI… reach out. We’d love to include you in the conversation. *** **Bring a laptop.** *** For people who feel like: “there’s more to this than what I’m currently doing with AI.” **Come be part of it.** **WHO** **For people who feel like:** "There's more to this than what I'm currently doing with AI." Come be part of it. **WHAT TO EXPECT**

Laura Hamilton, a long-time recruiter who truly cares for Job Seekers will be speaking. Her topic is TBD. Laura speaks on our first video ever. [https://www.youtube.com/watch?v=R20iMmWWsas](https://www.youtube.com/watch?v=R20iMmWWsas) At the end of this seminar/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. \-\-\-\-\-\- Career-Confidence.org, Laura Hamilton and Robert Brandau both long-time recruiters give you an overview. [https://www.youtube.com/watch?v=R20iMmWWsas](https://www.youtube.com/watch?v=R20iMmWWsas) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Bruce, Silvia, and Mary Beth talk about the impact of Career-Confidence.org on their job search. [https://www.youtube.com/watch?v=EYtFRWzhKLo](https://www.youtube.com/watch?v=EYtFRWzhKLo) \-\-\-\-\-\- Tim Jack, one of our current volunteers and attendees [https://www.youtube.com/watch?v=uq-qfaDVDMU](https://www.youtube.com/watch?v=uq-qfaDVDMU) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Doris McMillon of our Board of Directors [https://www.youtube.com/watch?v=JNmOi9TsYGs&t=10s](https://www.youtube.com/watch?v=JNmOi9TsYGs&t=10s) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Kim DeWitt Succinctly Talks about our Team [https://www.youtube.com/watch?v=SSHCEK11jD0](https://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](https://www.youtube.com/watch?v=uNstYHVnfAA) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Sara's Experience with Career-Confidence.org - Surprise Ending – Pre-Covid [https://www.youtube.com/watch?v=fEuKuvZyEYE&t=51s](https://www.youtube.com/watch?v=fEuKuvZyEYE&t=51s)

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.

**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

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

We connect you with up to 30 Men or Women tennis partners close to your PLAYING REGION and skill level. This program is less competitive, no champions crowned, no league standings just dedicated tennis partners who want to meet up with you on the courts. Players will meet up to play a tennis match or just to hit around. Just go through the [Join Page](https://www.tenniscolumbus.com/partner-program) to enter this program. [https://www.tenniscolumbus.com/partner-program](https://www.tenniscolumbus.com/partner-program)

FREE event [https://www.ccad.edu/chroma](https://www.ccad.edu/chroma) Friday, May 15, 3–7 p.m. CCAD campus, 60 Cleveland Ave, Columbus, OH Join Columbus College of Art & Design for *2025* *Chroma: Best of CCAD*, our annual campuswide exhibition showcasing outstanding student work from across the college’s academic programs. This faculty-juried show features select work from CCAD students of all class years, and is a can’t-miss end-of-year campus celebration recognizing their tremendous achievements. It’ll be a night of fun and entertainment, with interactive games, animation and film screenings, art symposiums, poetry and prose readings, and more (along with some of the best local food trucks). *Chroma* is free and open to all. Many exhibitions including... **Game Art & Design:** **DSB, first floor, Welcome Center lobby and Room 115**

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