Load Testing and Performance

**Tuesday Night Rides (TNR) B-Group Edition with Ryan, Dave, Bruce, Ronne, & Renee** As you may have heard, our illustrious TNR leader Ryan is sporting a repaired knee and will be off the bike for a spell (wishing her a speedy recovery!) In her absence, we are recasting the TNR as a **B-ride!** (**no faster than a 15mph** pace). **++++++++++++++++++++** **The Ride: Summary** **(Must Read)** **++++++++++++++++++++** * RIDE NAME: Tuesday Night Rides (TNR) B-Group Edition - Hains Point * START LOC: Shirlington Library * START GPS: [https://goo.gl/maps/GXU2cMAG7672](https://goo.gl/maps/GXU2cMAG7672) * START PARKING: Any Garage in Shirlington * ARRIVAL: 6:00pm * SPEECH: 6:15pm * ROLLING: 6:30pm (or earlier if everyone is present) * LEVEL: \*\***Medium\*\*** * PACE: \*\***no faster than 15mph\*\*** * DISTANCE: 16mi (19mi w/loop) * TERRAIN: Trail / Street * RIDEWITHGPS ROUTE: **CBG_TNR_HAINS_2026 (Updated)** **[https://ridewithgps.com/routes/33403628](https://ridewithgps.com/routes/33403628)** **NOTES:** * Due to the Ohio Drive SW closure, we will visit Dr. MLK instead of Mr Lincoln :-) **++++++++++++++++++++** **The Ride: Detail** **++++++++++++++++++++** For your riding pleasure NoVA CBG presents: Tuesday Night Rides (TNR) B-Group Edition - Hains Point We'll start in Shirlington and head east on the Four Mile Run Trail and then head north on the Mt. Vernon trail. We cross the 14th Street bridge and head up Ohio Drive to say "Hi" to Dr. MLK. We will then run back down Ohio Drive to do a loop on Hains Point. Once done, we'll head back to Shirlington the way we came. This is a NO DROP ride so you will not be left behind but you are expected to try to keep an B-Group level pace (no faster than 15 mph). **++++++++++++++++++++** **The Meeting Spot:** **++++++++++++++++++++** Shirlington Library 4200 Campbell Ave Arlington, VA 22206 GPS: [https://goo.gl/maps/GXU2cMAG7672](https://goo.gl/maps/GXU2cMAG7672) We will meet directly in front of the library by the fountains. **++++++++++++++++++++** **The Ride After The Ride:** **++++++++++++++++++++** We’ll head to Samuel Beckett’s after the ride for a drink and food. We sit outside so we can bring our bikes and keep an eye on them. Join us if you like! **++++++++++++++++++++** **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/ Helmets are required to participate in all NOVA-CBG rides. NO exceptions. 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. Again, no exceptions.

Have you been thinking about trying self-defense training, but do not want a loud, aggressive, or overly competitive environment? This free intro class is a simple way to get started. Maryland Systema offers practical self-defense training for adults in Rockville with a focus on movement, awareness, breathing, posture, and calm under pressure. This class is designed for beginners and first-timers who want real-world self-defense training in a welcoming setting. You do not need experience. You do not need to be in top shape. You do not need a martial arts background. You just need to show up ready to learn. This is not a sport-based class built around winning points, memorizing routines, or trying to look impressive. It is a more practical approach to adult self-defense training that helps you stay balanced, aware, and functional when things feel uncertain. If you have been searching for self-defense classes in Rockville, beginner self-defense near you, or practical self-defense training for adults, this class is a good place to start. **What you will work on** * Breathing and staying calm under pressure * Movement that improves balance and mobility * Awareness and posture * Simple partner drills * Practical self-defense training for beginners **Who this class is for** * Adults new to self-defense training * Beginners looking for a low-pressure class * People who want practical self-defense instead of sport martial arts * Adults in Takoma Park, Silver Spring, Rockville, and nearby areas looking for realistic self-defense classes **What to wear** Please wear comfortable workout clothes. No uniform is required. **Why start with this class** This free intro class gives you a chance to experience the training, meet the group, and see whether Maryland Systema is the right fit for you before joining regular weekly classes. **RSVP** Reserve your spot and come try a beginner-friendly self-defense class in Rockville.

[Book Your Ticket Here on our Website](https://crowndancestudio.com/group-classes/). This Class is for anyone who's taking some beginner classes and is considering leveling up. When?: Tuesday Level 2 Salsa Group Classes 7:00PM to 8:30PM. Do I need Partner? NO Is it a Series? No. But we review similar materials on the consistent basic. So having a good basic foundation in those dances will go a long way for you here. Cost: $25 Per Person for 90 minutes class Can I drop-in? Yes. Membership & Class pass available for your better growth and progress. www.crowndancestudio.com

**Tony Matarazzi** will teach an easy intermediate Waltz lesson at 7:00, then we'll dance to a delightful music mix for a variety of dancing (Waltz, Foxtrot, Rumba, Cha Cha, East and West Coast Swing, Two-Step, Hustle, and more) starting at 8:00 pm. **Ed and Gail's Tuesday Night Dance for Everyone** **With Guest Instructor Tony Matarazzi** **Tuesday, May 12** 7:00-8:00 Waltz Lesson 8:00-10:00 Dance (Variety) $15 No partner necessary!

**How does a TennisMoCo Season / League run?** The league advertises the season dates and builds a queue of committed players for the season. **Kickoff Day - May 12th** The start day of the season, players are sent a kickoff email that contains important information about the league, the link where your league standings and players contact information. We guarantee 6 playing partners at your playing level, but have been averaging closer to 15+ partners in most cities. The number of different levels we run is solely based upon the number of players enrolled for the league kickoff. Typically we are running a Skilled-3.0, Competitive-3.5 and Advanced-4.0 in most cities. **Your Task - "Flexible Scheduling"** After this kickoff email is sent, it is the **player's task to communicate with other players**. Players should work with their partners to find an agreeable time and location to play the match. While TennisMoCo.com doesn't mandate your playing schedule, it is recommended that players schedule at least one match per week. By request of the players, we started to allow players to play 1 rematch per season. The regular season is all about playing as much as you can. As of Feb. 10, 2026 we've had an amazing 2,017 players play more than [20 matches in a season](https://www.tennismoco.com/info/MatchesInSeason). **Where to Play?** Play at your local free tennis courts, tennis parks, condo courts or tennis clubs. The league strongly suggests that players jointly try to pick a tennis court location convenient to both. We provide an extensive list of [tennis courts](https://www.tennismoco.com/TennisCourts), including # of courts, lighting, hitting walls, etc. We strive to keep this list up-to-date. TennisMoCo.com sets up a must play dates to push players out on the courts. The final deadline is the date marking the end of the season, at which point players with 3-5 wins (Actually total is specified on the division page) will qualify for a post-season playoff to determine the league champion. **How to Play?** Players can use three mostly standard playing formats: 2 out of 3 sets, 2 sets with 10 point super tie-breaker or the 10-game pro set (First to 10, used when court time is limited). On Feb. 2018, we added Fast Tennis 4 game pro set format as a valid format. **Playoffs** Each season concludes with a playoffs where players with anywhere from 3 to 5 season wins qualifies for a single elimination tourney. The champion is awarded based upon the league [Prize Pool](https://www.tennismoco.com/info/prize_pool3). Each singles league champion also receives a playing entry into one of two national championships we run. **[JOIN TODAY](https://www.tennismoco.com/join)** Full price is $$39.95 to play in a season. The earlier you sign up we typically offer discounts during these tough economic times. Just go to the [Join Page](https://www.tennismoco.com/join) and complete the short form. We'd be happy to find you dedicated tennis playing partners.

Hi everyone! Tuesday Night Skates are in full effect! Meet every Tuesday outside of the NOMA-Galladudet U Station at the North entrance (1305 2nd St NE). We will head out at 7pm sharp for an 8 mile skate followed by pizza! We'll skate up the Metropolitan Branch Trail to the Ft. Totten Metro station and back down the trail to M St NE for pizza at Andy's. See ya there! This skate is led by Asher and myself. 🛼 This ride is BEGINNER FRIENDLY! While the full ride is 8 miles long, you have the option to tap out at one of the three red line metro stations along the route in both directions. You'll also have an opportunity to learn new skills and practice drills with the skate leaders at our regroupping spots along the route. The tap out points are as follows: 2 miles: Rhode Island Ave Metro 2.5 miles: Brookland Metro 4 miles: Ft Totten Metro 6 miles: Brookland Metro (on the way back) 7 miles: Rhode Island Ave Metro (on the way back) 8 miles: Andy's Pizza This is a great way to test and build up your endurance while skating! At least one of the skate leaders will skate at your pace, so you'll never be left behind. Join us at Andy's Pizza afterwards for a FREE slice of pizza with the purchase of any alcoholic beverage or N/A lemonade! Route Map: https://www.gmap-pedometer.com/?r=7752153 If we need to cancel one week due to weather or other reasons, we'll update the event page in advance.

**Welcome Marius Back from Rehab!!!** **THIS HAS THE NEW START LOCATION AT THE SOUTH END OF BLUEMONT PARK** **++++++++++++++++++++** **The Ride: Summary** **(Must Read)** **++++++++++++++++++++** * RIDE NAME: The Koffee Klatch Ride: Gustave's * START LOC: **[Bluemont Park Playground](https://www.google.com/maps/place/38%C2%B052'07.6%22N+77%C2%B007'55.7%22W/@38.868786,-77.132133,17z/data=!3m1!4b1!4m4!3m3!8m2!3d38.868786!4d-77.132133!5m1!1e3?entry=ttu&g_ep=EgoyMDI2MDMwOS4wIKXMDSoASAFQAw%3D%3D)** * **BEST ACCESS FROM RTE 50** * Start GPS: [38°52'07.6"N 77°07'55.7"W](https://www.google.com/maps/place/South+Bluemont+Parking+Area/@38.868907,-77.1342983,16z/data=!3m1!4b1!4m6!3m5!1s0x89b7b50016fd88fd:0x8afb6bdf9318a324!8m2!3d38.8689029!4d-77.1317234!16s%2Fg%2F11xgvpr5kw!5m1!1e3?entry=ttu&g_ep=EgoyMDI2MDMxMS4wIKXMDSoASAFQAw%3D%3D) ARRIVAL: 12:00pm * SPEECH: 12:10pm * ROLLING: 12:15pm * LEVEL: Medium * DISTANCE: 15.1 mi * PACE: 11-13 mph (Social Pace) * TERRAIN: Trail / Street / Cycle path * RIDEWITHGPS ROUTE: **CBG_KOFFEEK_GUSTAV_2026** [https://ridewithgps.com/routes/55001233](https://ridewithgps.com/routes/55001233) **Notes:** **This ride incorporates the Mt Vernon St Bridge detours from the trail** * This ride is organized "lean" * Pump your tires on the morning of the ride, please. * It is strongly suggested that you become a NoVA CBG RidewithGPS club member and download the route posted for each "Klatch". * Loading the route onto your Garmin (or other Nav device) is also acceptable. * **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: Detail** **++++++++++++++++++++** Welcome to The Koffee Klatch! These rides are normally based off the Arlington Loop, where we visit different area coffee shops or bakeries for a cup and/or treat if desired but you don't have to drink or even like coffee to participate. This week we will again do a loop to Del Ray Alexandria to celebrate the Marius's successful reab! The ride is a 15.1 mile flatish medium level ridden at a social pace (11-13 mph). We will get on the W&OD from the Bluemont **SOUTH** Parking Area down the W&OD/4MRT to the Potomac Yard Trail. We will cross over at Monroe St to Gustav's in Del Ray at mile 8.1. On the way back we ride up the Mt Jefferson Park Trail at Stewart St to Commonwealth and up to Four Mile Run and the the W&OD. **+++++++++++++++++++++** **The Meeting Spot:** **+++++++++++++++++++++** **South** Bluemont Parking 329 N Manchester St Arlington, VA 22203 GPS: [38°52'07.6"N 77°07'55.7"W](https://www.google.com/maps/place/38%C2%B052'07.6%22N+77%C2%B007'55.7%22W/@38.868786,-77.132133,17z/data=!3m1!4b1!4m4!3m3!8m2!3d38.868786!4d-77.132133!5m1!1e3?entry=ttu&g_ep=EgoyMDI2MDMwOS4wIKXMDSoASAFQAw%3D%3D) We will meet in the parking lot. * This location has Restrooms * Next to the Playground and Disc Golf Course **+++++++++++++++++++++** **The Koffee Within The Ride:** **+++++++++++++++++++++** **[Gustave Boulangerie & Brasserie](https://gustaveboulangerie.com/)** 2213 Mt Vernon Ave, Alexandria, VA 22301 **+++++++++++++++++++++** **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](http://meetup.com/)'s: * "Terms of Service : Section 6. Release" found at [https://www.meetup.com/terms/](https://www.meetup.com/terms/) * NOVA-CBG's "Assumption of Risk Agreement" found @ [https://www.meetup.com/novacbg/pages/1942951/NOVA-CBG_Waiver/](https://www.meetup.com/novacbg/pages/1942951/NOVA-CBG_Waiver/) * NoVA CBG's "COVID Policy" found @ [http://bit.ly/2021_NoVACBG_COVID19_POLICY](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.

Healthcare organizations are increasingly using cloud-based real-world evidence (RWE) platforms to power clinical research, population health analytics, and AI-driven insights. However, building these systems on AWS introduces complex governance challenges around privacy, compliance, and multi-institution collaboration. This session explores how to architect data governance into healthcare analytics platforms on AWS, focusing on practical design patterns rather than policy theory. We examine how ethical data stewardship principles such as consent, accountability, and responsible data use, can be implemented using cloud-native controls and services. The presentation walks through key architectural considerations for secure RWE platforms on AWS, including role-based access control, auditability, data minimization, and encryption, and how these capabilities support compliance requirements such as HIPAA and GDPR. Attendees will learn how federated, multi-account AWS architectures enable collaboration across institutions while preserving local data ownership and control. We will also discuss privacy-preserving analytics patterns on AWS, including approaches that support federated learning, differential privacy, and secure computation to enable AI-driven insights without exposing raw patient data. Practical implementation trade-offs such as performance, scalability, and operational complexity will be highlighted using real-world platform scenarios. Attendees will leave with actionable AWS architecture patterns and governance strategies for building secure, compliant, and scalable real-world evidence platforms that unlock innovation while maintaining patient trust.

TICKETS: https://bit.ly/bluenotemay2026-meetup A *blue note* is a musical moment that doesn’t quite land where you expect. And that's the spirit behind this burlesque revue from DMVariety! Start your weekend early with ***Blue Note Burlesque***, a night of vintage tease and thrilling variety acts that'll leave you exclaiming "I can't believe I found this in an alley!" Join Ringling Bros. and Barnum & Bailey alum **Jim Dandy**, award-winning burlesque performer **Delilah Dentata**, and guest artists **Lotte Von Bismarck, Jungle Julia,** and **Sage** for a night of performances that are a little off-key in all the best ways. We invite you to stick around after the show - Sid Gold's piano karaoke begins right where we leave off. Start your evening with our sensationally skilled performers, end it trying to convince the audience that no, a piano-backed karaoke rendition of "The Wreck of the Edmund Fitzgerald" does NOT "ruin the vibe" or whatever.

**\*TO ATTEND GET TICKET At** [https://www.socialevents123.com/event-details.aspx?id=13397#tix](https://www.socialevents123.com/event-details.aspx?id=13397#tix) (Multiple Meetup groups are co-organizing so the RSVP's shown are just a very small portion attending. We'll have at least 20 registered.) Our last online Bingo Night Party was such a BIG hit, we're doing it again! Do you like to play BINGO or want to just do something different?! Then you will LOVE this event! Here is your opportunity to have some fun playing our Live "Bingo" game. You will also get to socialize and make other friends from the comfort of your home. Prizes included Amazon gift cards, free future events and more! This completely online event will be LIVE and you will be able to see and hear the other participants while playing. You will either need to print or draw out your bingo cards. We will email you with how to get it after registering. You can have more than 1 person on your team as long as they're from your house and use same device. Friends/family around the country can also play. They would just need to also register for a ticket. This event will be held on Zoom which you would access through your computer/webcam, or via your phone/tablet. On day of the event, you will get a secured Zoom link and link to print out Bingo cards. \*RSVPS ON HERE ARE NOT REFLECTIVE OF ACTUAL ATTENDANCE as this is a multi group event. Cost: $15-$20 depending on how early you register. **\*TO ATTEND GET TICKET AT -** [https://www.socialevents123.com/event-details.aspx?id=13397#tix](https://www.socialevents123.com/event-details.aspx?id=13397#tix)

Join the DC Creative Collective for a premier of our short film in the 48 Hour Film Challenge titled, ‘Seasoning King.’

🗒️ **Details** Grafana 13 just dropped at GrafanaCON 2026 and we're not wasting any time. Join us at Clare & Don's Beach Shack in Falls Church, VA for a free meetup where we dig into what's actually new, what it means for your stack, and where observability is heading. If you work in DevOps, SRE, or platform engineering in the DMV, this is your people. Whether you've been running Grafana for years or you're just getting started, you'll leave with something useful. 📋 **Agenda** 🎉 **5:30 – 6:00 — Kick-Off & Check-In** Grab a plate of food, meet the people around you, and get settled in. We're at Clare & Don's so the vibes are already taken care of! 🎙️ **6:00 – 6:30 — Rob Santos: Grafana 13 & AI in Observability** Grafana Assistant is now baked into the platform and it changes a lot. Rob breaks down what's new in Grafana 13, how AI is reshaping the way teams monitor and troubleshoot, and what it actually looks like in practice. No sales pitch, just real talk. [Rob Santos, Senior Solutions Engineer @ Grafana Labs](https://www.linkedin.com/in/robert-j-santos/) 🎙️ **6:30 – 7:00 — Christopher Field: Building ML-Powered Apps with Grafana** Christopher shares how Theia Scientific built a custom application platform that combines Grafana, machine learning, and Jupyter notebooks to power materials research and non-destructive testing workflows. A cool real-world example of Grafana being used way outside the typical use case. *[Christopher Field, Co-Founder, President & Principal Investigator @ Theia Scientific](https://www.linkedin.com/in/chrisrfield/)* 💬 **7:00 – 7:45 — Networking & Open Q&A** Bring your questions, your war stories, and your opinions. This is where the good conversations happen. 🔚 **7:45 – 8:00 — Wrap Up** *** **Spots are free but limited — grab yours before they're gone.** We look forward to seeing you there! *** 📌 **P.S.** Stick around until the end — we're raffling off two things: 🎁 A Grafana swag bundle 🔧 A $100 gift card to Craftsman Autoshop in Vienna, VA with a goodie basket

# Sunday Morning Roll: Capitol Hill & Southwest Loop! 🛼 Oil those bearings and get ready for a scenic cruise through the heart of the District! This Sunday, **Big Mike** leads the **Washington Area Roadskaters** on a high-energy loop featuring some of DC’s most iconic skate-able terrain. From the historic greenery of **Stanton and Lincoln Parks** to the wide-open stretches of the **RFK Campus**, this route is packed with smooth pavement and great vibes. We’ll swing through the **Southwest Waterfront**, pass the stadiums, and cap it all off with a fast finish through the **12th Street Tunnel**—always a group favorite for that smooth, underground glide! *** ### 📍 Meeting Details * **WHERE:** Pershing Park (Corner of 14th St & Pennsylvania Ave NW). * **NOTE:** We are meeting here while Freedom Plaza is still under renovation! * **WHEN:** Sunday, May 17th * **MEET TIME:** 10:00 AM * **ROLL TIME:** 10:10 AM sharp! * **DISTANCE:** \~13 miles *** ### 🗺️ The Route **Route Map:** [https://onthegomap.com/s/dk1kq25o](https://onthegomap.com/s/dk1kq25o) * **Capitol Hill Classics:** We’ll roll through the beautiful neighborhoods and parks of the Hill. * **The RFK Stretch:** Plenty of room to open up the stride. * **Southwest Waterfront & Navy Yard:** Catch the river breeze as we skate past the Wharf and Nats Park. * **The 12th Street Tunnel:** We wrap things up with a run through this fan-favorite tunnel back to the Mall! *** ### ⚠️ Vital Info * **Skill Level:** This is a street skate. Skaters should be comfortable with urban obstacles, navigating traffic, and maintaining a steady pace. * **Safety First:** Helmets are strongly encouraged! Wrist guards and pads are always a smart move. * **Stay Hydrated:** Bring water and maybe a snack for the mid-point breather. Let’s make it a great roll! Tag your skate buddies and we'll see you at Pershing Park! 🏁 **#WAR #WashingtonAreaRoadskaters #WeAreSkateDC #DCSkate #InlineSkating #Rollerblading #SundaySkate #StreetSkating #DCFitness #ExploreDC** For up to the minute details, check Facebook and Instagram. Facebook: https://www.facebook.com/groups/WashingtonAreaRoadskaters/events Instagram: https://www.instagram.com/weareskatedc/ We hope to see you Sunday!

[Book Your Classes by Clicking This Link! ](https://crowndancestudio.com/group-classes/) Friday: Advanced Expression End the work week with high-energy **Advanced Rhythm** from **7:00 PM to 8:30 PM**. This session dives deep into the technicalities of Latin and Ballroom styles like Rumba, Samba, or Mambo, designed for dancers who value precision and artistic expression. For $25, you'll receive intensive instruction that pushes your physical boundaries and refines your competitive or performance edge in a high-vibe atmosphere. **When: Every Friday** **Time: 7:00 pm to 8:30 pm.** **1 Dances per month:** **\*Please check the flyer on the group class page for the dance of the month. Or contact us to find out.** **Cost:$25 per person for 90 min.**

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

This is an in-person meeting. Did you know that unwanted emotions like loneliness, sadness, hopelessness, anger, fear, anxiety, or feelings of irritation don’t just fall on you for no reason. They are not random occurrences that simply happen to people's minds. They are definitely not chemical imbalance in your brain due to some nebulous chemical reactions by chance. Your negative emotions are the symptoms of the painful experiences that you have which are not healed, and which are still affecting you. The effects of these painful experiences are exacerbated by the pressures or difficulties of the other problems in your life. For instance, let's say you are already carrying a huge load on your back, then you cannot take on much more, but, let's say something else happens to you, such as the difficulties from the Pandemic, then the resultant combined weight on you can take you over the edge, kind of like the straw that break the camel's back. When this happens, people's attention usually goes to the straw that was added, but actually the majority of the weight had come from the huge load that were already there, holding a person down and causing a person issues. So how do you remove the huge load that was already there? How do you lighten them up? Is it possible to get rid of them? That is what this meeting will be all about. 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. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Dianetics and Scientology Life Improvement Center of Central Ohio.

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

Whether you've never done improv before, or you've done it for so long you knew Del Close on a personal level, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup** for some fun and games! The idea behind improv is to create entire scenes from scratch based on a suggestion from the audience. This can be done in game form, like *Whose Line Is It Anyway*, *ComedySportz*, or *Wild 'n Out*; it could also be done to tell stories, like *Middleditch and Schwartz*. Our meetup, which is central Ohio's longest running (and free!) weekly comedy event, brings the games (and occasionally different forms) for you to play in a safe, supportive, and compassionate environment. Not only is it a lot of fun, but you get to work on thinking faster on your feet, plus it's an excellent way to meet new people and make friendships that'll last a lifetime! **AND TODAY IS OUR THIRTEENTH ANNIVERSARY!!!** So be ready for a celebration of everything that's made Improv Meetup wonderful: you, the amazing performers! Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "Yes, And" that you'll have fun!

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm

How do we recover from having had a toxic or narcissistic ex? How do we move on from the past, especially something as traumatic as a divorce or breakup? How do we avoid anxiety and depression? How do we have more self esteem? In this meeting, you will learn the mental health secrets to help you quickly get over the past and heal your mind. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Dianetics & Scientology life improvement center.

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.