ESRI

Let's get together to play some fun BB level Quads games at Bluemont. **Format**: Doubles **COST**: FREE **Court Type**: Outdoor grass **Minimum Skill Requirements**: Intermediate-BB (click [here](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/mobilebasic) for details) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Smiley Social documents:** 1. [Group Rules ](https://docs.google.com/document/d/1HrG35p_0M08leRvCp8XWG3CMkr_GL928XFabl5T6Dvg) 2. [Liability Waiver ](https://docs.google.com/document/d/1W2mq-7m99lmvd7gdWYaSUFtvVg4UGnzV6koafAbHmco) 3. [Volleyball Levels](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/)

**NoVA CBG has a turn by turn RideWithGPS club account that's free. [https://www.meetup.com/novacbg/events/271742916/](https://www.meetup.com/novacbg/events/271742916/)** **+++++++++++++++++++++** **The Ride: Summary** **(Must Read)** **+++++++++++++++++++++** * RIDE NAME: Thirsty Thursday ("B" group) * START LOC: Jones Point Park (under the bridge) * START GPS: [https://goo.gl/maps/kZ3zjBHHcQF2](https://goo.gl/maps/kZ3zjBHHcQF2) * START PARKING: Parking lot, if full park in the cul-de-sac * ARRIVAL: 6:30pm * SPEECH: 6:35pm * ROLLING: 6:45pm * LEVEL: Medium ("B" group) * PACE: NMT 16mph * DISTANCE: 14.5 miles * TERRAIN: Trail / Street * RIDEWITHGPS ROUTE: CBG_THIRSTY_THURSDAY_2026 [https://ridewithgps.com/routes/40081486](https://ridewithgps.com/routes/40081486) **NOTES:** * Try out a Medium Level ("B" group) ride in an encouraging, structured environment (No Drop). * **Bike navigation computer (Garmin, Wahoo, Etc...) or RidewithGPS app on your phone will be required as the season progresses.** * All road riding safety rules, and CBG Good Guy rules WILL BE followed * Heading to Southside 815 afterwards for the "Thirsty" part of the ride (cold beverages and hot food). **+++++++++++++++++++++** **The Ride : Detail** **+++++++++++++++++++++** For your riding pleasure NoVA CBG presents Thirsty Thursday. Thirsty Thursday is about trying a solid Medium Level ("B" group) ride in an encouraging, structured environment. We welcome strong Beginner Level riders that are willing to push themselves to become better cyclists. This is a NO DROP ride so you will not be left behind but you are expected to really try to keep pace. The lead will go no more than 16mph and other organizers/helpers will attempt to "fill the gaps" as we ride. This is a mostly flat ride from Jones Point to Fort Hunt. Of course the "price of admission" for this ride is a hill that presents itself as soon as we enter the neighborhood across the GW Parkway... we have named it "The PUNISHER". If you successfully climb that hill, you are officially a CBG "B" group rider. Once we get to Fort Hunt we will do laps (or you can rest) for a bit before heading back the way we came. If you normally ride faster than 15mph you are welcome to practice your "keeping pace" skills. If you've done this ride at least once before and have the route loaded on a Bike navigation computer (Garmin, Wahoo, Etc...) or the RidewithGPS app there is also an "A" group version that you can sign up for (aka Very Thirsty Thursday) that rides independently and faster. **+++++++++++++++++++++** **The Meeting Spot:** **+++++++++++++++++++++** Jones Point Park Jones Point Dr. Alexandria , VA 22314 GPS: [https://goo.gl/maps/kZ3zjBHHcQF2](https://goo.gl/maps/kZ3zjBHHcQF2) Gather under the bridge by the restrooms. **+++++++++++++++++++++** **The Ride After The Ride:** ***(This is the "Thirsty" part of the ride)*** **+++++++++++++++++++++** Southside 815 815 South Washington St. Alexandria, VA 22314 703.836.6222 [http://www.southside815.com/](http://www.southside815.com/) **+++++++++++++++++++++** **Ride Level Chart** **+++++++++++++++++++++** NoVA CBG tries to accommodate all levels of cyclists by offering different types/levels of rides. We just ask that you come to the ride that suits your current riding ability the best. * Introductory Level: If you haven't ridden a bike in a number of years (or are uncertain of your abilities on a bicycle). * Beginner Level: You can ride for 10+ miles at a pace of 10+ to 12+ mph with potentially minor hills involved. * Medium Level: You can ride for 20+ miles at a pace of 13+ to 15+ mph with potentially moderate hills involved. * Advanced Level: You can ride for 20++ miles at a pace of 15+ mph with potentially major hills involved. Both Medium and Advanced Levels might require handling various challenges such as reading cue sheets, using a Garmin or navigation app, night riding, out of town travel, or any other odd cycling situations. **+++++++++++++++++++++** **The Fine Print:** **+++++++++++++++++++++** An RSVP of 'YES' is your digital signature and means you have read and understood MEETUP.com's: * "Terms of Service : Section 6. Release" found at https://www.meetup.com/terms/ * NOVA-CBG's "Assumption of Risk Agreement" found @ https://www.meetup.com/novacbg/pages/1942951/NOVA-CBG_Waiver/ * NoVA CBG's "COVID Policy" found @ http://bit.ly/2021_NoVACBG_COVID19_POLICY Helmets are required to participate in all NOVA-CBG rides. All riders ride at their own risk and with the understanding that cycling is an inherently dangerous activity. When coming to the meetup you do so voluntarily and are ready and able to participate in the ride as described under the conditions of the day. Be on time for the "pre-ride" preparation. If you do not attend the pre-ride preparation you will not be allowed to participate on the ride. There are NO exceptions to the above.

7:30- 8 AM: Networking and Chit Chat 8 AM - 9 AM: Presentation and Q/A **Topic:** Do you know if your next major technology initiative will succeed? **Presenter**: Lokesh Kumar **Description:** Most diligence tools read documents. Groundworx builds understanding. We believe every industry has an underlying knowledge graph — how things actually work: the players, workflows, risks, and hidden dependencies. Groundworx starts there. Then each company brings its own reality: decks, contracts, data, transcripts — we turn that into a company graph. And the magic happens when the two connect. That’s how you go from: “What does this document say?” to “What does this company actually look like in its industry?” The result: Gaps you wouldn’t see in isolation Risks hiding between systems, teams, and assumptions And insights that normally take months of expert diligence Compressed into days. This isn’t just document analysis. It’s graph-native diligence.

**NoVA CBG has a turn by turn RideWithGPS club account that's free. [https://www.meetup.com/novacbg/events/271742916/](https://www.meetup.com/novacbg/events/271742916/)** **+++++++++++++++++++++** **The Ride: Summary** **(Must Read)** **+++++++++++++++++++++** * RIDE NAME: Very Thirsty Thursday ("A" group) * START LOC: Jones Point Park (under the bridge) * START GPS: [https://goo.gl/maps/kZ3zjBHHcQF2](https://goo.gl/maps/kZ3zjBHHcQF2) * START PARKING: Parking lot, if full park in the cul-de-sac * ARRIVAL: 6:30pm * SPEECH: 6:35pm * ROLLING: 6:45pm * LEVEL: Advanced (A group) * PACE: Above 16mph * DISTANCE: 14.5 miles * TERRAIN: Trail / Street * RIDEWITHGPS ROUTE: CBG_THIRSTY_THURSDAY_2026 [https://ridewithgps.com/routes/40081486](https://ridewithgps.com/routes/40081486) **NOTES:** * To do this "A" version participation in a PREVIOUS Medium Level Thirsty Thursday ride is required. * Same RIDEWITHGPS ROUTE (the addition of the Evil Twin is Approved). * **Knowing the route is on you as there is no leader so having the route loaded on your bike navigation computer (Garmin, Wahoo, Etc...) or RidewithGPS app on your phone will be required.** * Only regroup is Fort Hunt (wait for Medium riders to fully arrive). * Ultimately the Medium Sweeper will be along if there are any issues. * All route, road riding safety rules, and CBG Good Guy rules WILL BE followed. **This is a ONE STRIKE statement.** * Heading to Southside 815 afterwards for the "Thirsty" part of the ride (cold beverages and hot food). **+++++++++++++++++++++** **The Ride : Detail** **+++++++++++++++++++++** For your riding pleasure NoVA CBG presents Very Thirsty Thursday. This is the Advanced Version ("A" group) of our traditional Thirsty Thursday ride. Same route, just faster, and without a lead or sweep. To qualify for this "A" group you must have participated in the Medium Level Thirsty Thursday. "A" group riders are expected to do the same route as the "B" group riders. You are welcome to do the Evil Twin hill as an added bonus. The only "stop" you need to make is at Fort Hunt. When at Fort Hunt you will wait for the "B" group to fully arrive. As part of the "A" group you will be expected to know the route or have it loaded on your bicycle navigation computer or RidewithGPS phone app. At some point, the "B" group riders will be coming up behind you so if there is a problem someone from CBG can/will assist. Most importantly: All route details, road riding safety rules, as well as CBG Good Guy rules WILL BE followed. Any evidence to the contrary will have repercussions. **This is a ONE STRIKE statement.** **+++++++++++++++++++++** **The Meeting Spot:** **+++++++++++++++++++++** Jones Point Park Jones Point Dr. Alexandria , VA 22314 GPS: [https://goo.gl/maps/kZ3zjBHHcQF2](https://goo.gl/maps/kZ3zjBHHcQF2) Gather under the bridge by the restrooms. **+++++++++++++++++++++** **The Ride After The Ride:** ***(This is the "Thirsty" part of the ride)*** **+++++++++++++++++++++** Southside 815 815 South Washington St. Alexandria, VA 22314 703.836.6222 [http://www.southside815.com/](http://www.southside815.com/) **+++++++++++++++++++++** **Ride Level Chart** **+++++++++++++++++++++** NoVA CBG tries to accommodate all levels of cyclists by offering different types/levels of rides. We just ask that you come to the ride that suits your current riding ability the best. * Introductory Level: If you haven't ridden a bike in a number of years (or are uncertain of your abilities on a bicycle). * Beginner Level: You can ride for 10+ miles at a pace of 10+ to 12+ mph with potentially minor hills involved. * Medium Level: You can ride for 20+ miles at a pace of 13+ to 15+ mph with potentially moderate hills involved. * Advanced Level: You can ride for 20++ miles at a pace of 15+ mph with potentially major hills involved. Both Medium and Advanced Levels might require handling various challenges such as reading cue sheets, using a Garmin or navigation app, night riding, out of town travel, or any other odd cycling situations. **+++++++++++++++++++++** **The Fine Print:** **+++++++++++++++++++++** An RSVP of 'YES' is your digital signature and means you have read and understood MEETUP.com's: * "Terms of Service : Section 6. Release" found at https://www.meetup.com/terms/ * NOVA-CBG's "Assumption of Risk Agreement" found @ https://www.meetup.com/novacbg/pages/1942951/NOVA-CBG_Waiver/ * NoVA CBG's "COVID Policy" found @ http://bit.ly/2021_NoVACBG_COVID19_POLICY Helmets are required to participate in all NOVA-CBG rides. All riders ride at their own risk and with the understanding that cycling is an inherently dangerous activity. When coming to the meetup you do so voluntarily and are ready and able to participate in the ride as described under the conditions of the day. Be on time for the "pre-ride" preparation. If you do not attend the pre-ride preparation you will not be allowed to participate on the ride. There are NO exceptions to the above.

**Looking for a change of scenery from your home office? Join us for a productive coworking session followed by a casual group lunch! Whether you’re crunching numbers, clearing out your inbox, or finally finishing that project, come hang out in a comfy setting with some great company.** **The Game Plan** **• 11:00 AM – 1:30 PM: Coworking @ For Five Coffee** **We’ll grab some tables and get into the zone. Feel free to be as social or focused as you want. For Five has great coffee and pastries (and plenty of outlets) to keep us going.** **• 1:30 PM: Optional Lunch @ AN Asian Kitchen** **At 1:30 pm, we’ll head right across the street to refuel with some vietnamese comfort food and fellowship.** **📍 Location & Logistics** **• Rosslyn Metro Friendly: Both spots are just a 2-minute walk from the Rosslyn Metro Station (Orange, Blue, and Silver lines)** **What to bring: Your laptop, chargers, and an appetite! 🍜** **If you can’t make the whole time block, just come and go at the times that work for you!** **Can't wait to see you there!**

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.

Whether you're attending DynamicsCon in Las Vegas or simply want to get to know fellow users of the Dynamics & Power Platform tools, you are cordially invited to join us on Friday, May 8th for an informal meet & greet! Get to know Lenore & Meron (and other attendees) in an informal and friendly environment. This is a great opportunity for anyone who interested in learning more about the panoply of tools that fall under the Dynamics User Group.

**We will honor the birthday of Param Guru ji with an in-person service with kirtan chanting and meditation. All are welcome. 🙏🏼 🙏🏼**

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!

Discover DC Boundary Stones in Maryland - NW Stone 4 (Delcarlia Reservoir Grounds) to North corner stone (Silver Spring). This is the third hike along the original boundary line between the nation's capital, Virginia, and Maryland. See stones placed every mile along the boundary survey line in 1792. These stones are the first federal monuments in the nation's capital. Initially, we will hike a short distance along the Capital Crescent Trail to view NW Stone 4, which is on Delcarlia Reservoir grounds. We will come back to our meeting location and hike north along Norton Street and Loughboro Road (restroom opportunity at Sibley Hospital) to Delcarlia Parkway. We will hike a short distance along Delcarlia Parkway and then on Spring Valley neighborhood streets to Warren Place and Delcarlia Parkway, where we will get you as close as we can to the location of NW Stone 5, which is also on Delcarlia Reservoir grounds. We will hike Spring Valley neighborhood streets to Massachusetts Avenue and Western Avenue at Westmorland Circle, and then on sidewalks along Western Avenue (NW stones 6, 7, and 8 are in front yards along Western Avenue), on trails through the northern portion of Rock Creek Park (NW 9 is adjacent to the park), and on sidewalks along streets in Silver Spring (North corner stone is just south of East-West Highway, west of 16th Street) to the Silver Spring Metro Station. Total distance is approximately 10.5 miles. We will meet 9:00 am, Friday, May 9, 2026, at the connector trail to the Capital Crescent Trail (intersection of Norton Street and Potomac Avenue NW). Parking is available along Potomac Ave. Public transportation to and from the hike also works. If you drive, you can take Metro and a bus back to your vehicle. Occasional restroom opportunities are available along the route. All participants must sign a liability waiver at the start. SCPRO requests a voluntary donation of $2 per person to help support our all-volunteer program. Leaders are Russ Norfleet & Gary Kosciusko. You need not be a Sierra Club member to participate, but if you'd like to join, go to: http://www.sierraclub.org/virginia.

**This will be a moderate \~5 mile loop in Rock Creek Park. We will start at Meadowbrook Local Park in Chevy Chase, MD and proceed to the Boundary Bridge and into DC on the Valley Trail, cross Beach Dr to the Pinehurst Branch Trail, and loop back to our starting point on the Western Ridge Trail. It’s a beautiful walk with some ups and downs and a few stream crossings.** **Meeting Point:** **Meadowbrook Local park can be reached via Meadowbrook Lane and has space for about 30 cars. There are usually a variety of kids sports happening in the park so arrive early to find parking. There is another small lot accessible via Beach Dr. that fits about 6 cars. Cross the bridge to reach the park. Meet at the basketball courts, which are behind the stone pavilion and next to the tennis courts.** **Meeting Time:** **Plan to arrive at 9:15am so you will be able to meet everyone and sign the PATC waiver. Once the waiver is signed, we will begin the hike, targeting a 9:30am departure. We will leave on time.** **Route:** **Here is an AllTrails route in case you want to import this into a navigation device.** **https://www.alltrails.com/explore/custom-routes/rock-creek-meadowbrook-boundary-bridge-may-9-6e0b9a3?u=i&sh=fuqxr6** **Contact Info:** **Please use the comments feature for routine comments and questions, and to arrange carpools. Call/text the hike leader—Allison—if urgent for day-of** **questions or issues 202-320-6103** **Notes:** **RSVP here by 6pm the evening before. If you need to cancel, please change your RSVP by 6pm to allow others to move off the waiting list. Cancelling after 6pm may result in being designated a “no-show” which may affect your ability to sign up for future PATC hikes.** **Consider becoming a member of PATC to both enjoy the trails and support their maintenance. www.patc.net**

[https://ridewithgps.com/routes/38382930](https://ridewithgps.com/routes/38382930) 24.1 miles. Picnic at Beltsville Community Center, 14 miles into the trail. Restrooms are available at the beginning, the middle, and the end of the event. This is an easy ride on relatively flat terrain and should be appropriate for all bikers and all bikes. The route is 24 miles and about 800 feet elevation gain. It should be a beautiful day. **WHERE AND WHEN WE MEET:** Bladensburg Waterfront Park, 4601 Annapolis Rd, Bladensburg, MD 20710. We meet at 10:00 and ride at 10:15am **ROUTE:** MD-Trail 1 - can be downloaded from Ride with GPS here: [https://ridewithgps.com/routes/38382930](https://ridewithgps.com/routes/38382930) We'll take the Anacostia River Trail north to the Northeast Branch Trail through Riverdale Park, around the College Park Airport to Lake Artemesia. The Paint Branch Trail takes you through the University of Maryland campus, alongside USDA research fields to Cherry Hill Rd., where we can stop and reverse the route back to Bladensburg. Mileage round trip is 24 +/- but there's more trail at either end of the ride for those who want to put in more miles. **RESTROOMS** Restrooms are available at the beginning, the middle, and the end of the event. **WHAT TO BRING:** Our bikes will always be in our sight. No additional locks are required to keep your bike safe on this trip. Bring snacks and a light lunch if you want to eat on the journey. Don't forget to bring plenty of water to stay hydrated. **OTHER INFORMATION:** FYI: membership of the Ride With GPS E-bike Lovers club is now free as [www.ebikelovers.com](http://www.ebikelovers.com/) is generating sufficient income from ads to cover the costs. Here is the link to activate your free membership: [https://ridewithgps.com/auto_approve/Club/6746/Zwa5jhttF5mJrFbN](https://ridewithgps.com/auto_approve/Club/6746/Zwa5jhttF5mJrFbN) You will have access to over 2,000 miles of curated e-bike routes. With free membership, we hope everyone will download trails before we e-bike. This is the link to the EBL Ride With GPS page: [https://ridewithgps.com/organizations/6746-e-bike-lovers](https://ridewithgps.com/organizations/6746-e-bike-lovers) For the E-bike Lovers group to be successful, we need to grow our membership carefully. Please feel free to invite other E-bike lovers, spread the word and let's have fun. Please only RSVP if you are coming, so we know how many E-bike Lovers will participate. We enjoy a nearly 100% RSVP success rate. Thank you so much for your help! As usual, non-assisted bikers are most welcome. **Your registration for this ride signifies your agreement with the terms of the disclaimer below.** **DISCLAIMER** **LIMITATION OF LIABILITY: TO THE FULLEST EXTENT PERMISSIBLE PURSUANT TO APPLICABLE LAW, NEITHER GREGORY MAASSEN, NATHAN MERRIS, RICHARD CAMER, TRIP COORDINATORS, THEIR AFFILIATES, FAMILY AND FORMER AND CURRENT EMPLOYERS NOR ANY OTHER PARTY INVOLVED IN CREATING, PRODUCING, OR DELIVERING E-BIKE LOVERS GUIDES, OUR MEETUP EVENTS, AND THE GPS E-TRAILS IS LIABLE FOR ANY DIRECT, INCIDENTAL, CONSEQUENTIAL, INDIRECT, EXEMPLARY, OR PUNITIVE DAMAGES ARISING OUT OF A USER’S ACCESS TO, OR USE OF THE E-BIKE LOVERS GUIDES, OUR MEETUP EVENTS, AND THE GPS E-TRAILS.** **See for the full disclaimer: https://ebikelovers.com/disclaimer**

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

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

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

**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

Join us for 2 loops of the 1.1 mile trail surrounding Civic Park In Reynoldsburg this Thursday (5/7) at 6:30 pm. This is a fully paved trail so no worries about mud after a rainy week. Just come and get some exercise while connecting with others.

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.

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**