MapReduce

Learn practical strategies and tools to take control of your health. This engaging session focuses on lifestyle changes, nutrition tips, and exercise ideas to help reduce the risk of developing diabetes. Perfect for anyone looking to make informed and sustainable choices for a healthier future. Stay after the session for a free health screening! Ages 18 & up; FREE. **Peppermill Community Center** **[Register Here](https://mdpgparksweb.myvscloud.com/webtrac/web/search.html?Action=Start&SubAction=&_csrf_token=bg6R0C0Y0E6Z1F3K3D332R4L655Q584U6Z726H6N6H1E4Q3X6O4S09704V534Z186V615U6F035R3M4H536Y605X5M69066S4G6O5G1I724K5N5N085I68575B016Y4D6D&keyword=SPD-SPEC-GA-20260513&keywordoption=Match+One&dayoption=All&beginyear=&location=&display=Detail&module=global&multiselectlist_value=&globalwebsearch_buttonsearch=yes)** For fastest response to any questions, or for more information, please contact Health and Wellness directly via email [wellness@pgparks.com](wellness@pgparks.com)

🗒️ **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! **Parking info** — your best bet is the free public parking garage located next to the Whole Foods Market nearby. It's easy to find and the most convenient option. *** 📌 **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

This is a drop-in event, please note: receiving a screening is not guaranteed. Screenings will be provided as time and resources allow. Take charge of your health! Join us for a FREE comprehensive health screening with Luminis Health, where you can get your blood pressure, glucose, A1C, and cholesterol levels checked. You will get all the results of your screening the same day. Based on the screening results, you will be provided educational resources to help improve your health. Ages 18 & up; FREE. **Peppermill Community Center** For fastest response to any questions, or for more information, please contact Health and Wellness directly via email [wellness@pgparks.com](wellness@pgparks.com)

# 🤖 **Build With Me #2:** Build Your Personal AI Machine, Live 🗓 Wednesday \| 6–8 PM 📍 Venue: AWS Skills Center You’ve seen it in action… Now you want one for yourself! In this session, we’ll set up your own AI system capable of building and developing anything you can think up. *** ## ⚡ What You’ll See * Setting up your own AI system in real time to think, build, and operate any product or business * Connecting AWS, ChatGPT, OpenClaw, and Telegram into one working system * Using your phone or computer to develop ideas, research questions, discuss specs, and ship real products *** ## 🧠 What You’ll Learn * We’ll create your own personal AI assistant live together * How AI can help you keep building websites, app ideas, business tools, and other projects from anywhere *** ## 🧰 Tools We’ll Explore * OpenClaw * AWS * ChatGPT * Telegram *** ## 🎯 Who This Is For * Beginners to advanced who want a practical AI setup they can use right away for any idea * People with business ideas, app ideas, or side projects they want help moving forward * Anyone who attended Session 1 *** # What to Bring * Your laptop so we can set up the tools. \*You do not need to know AWS or the other tools before coming. \*Anyone can join even if you missed session 1. One setup. The most powerful digital machine ever known, in your pocket..

## **Mid-Week Service: Renew Your Spirit** Join us every **Wednesday evening at 6:15 PM** for our Mid-Week Service, a dedicated time to pause, pray, and recharge in the middle of a busy week. Held in an intimate and welcoming setting, this service is designed to help you reconnect with God and find peace through His Word. ### **What to Expect** * **Deep Biblical Teaching:** We move beyond the surface, engaging in verse-by-verse studies of Scripture—such as our current journey through the **Book of Acts**—to gain practical wisdom for daily life. * **Community Prayer:** We believe in the power of collective intercession. Each week, we lift up the needs of our families, our city, and the world. * **Heartfelt Worship:** A time of singing and reflection to center our hearts on the presence of the Holy Spirit. * **Authentic Fellowship:** Connect with a supportive community of believers who are walking the same path of faith. Whether you are looking for a deeper understanding of theology or simply a quiet place to sit at the feet of Jesus, our mid-week gathering offers the spiritual nourishment you need to finish your week with strength and purpose. *** > *"But in your hearts revere Christ as Lord. Always be prepared to give an answer to everyone who asks you to give the reason for the hope that you have."* — **1 Peter 3:15**

\-\-\-\-\-\- [REGISTER FOR THE EVENT HERE (ON LUMA)!](https://luma.com/kfs3cotc) \-\-\-\-\-\- Join us for an evening of collaborative problem-solving as we work on a variety of civic tech projects together. Project needs vary but often include brainstorming, researching, writing, coding, or analyzing data. Check out [our website](https://www.civictechdc.org/projects) for a list of projects which may make an appearance! Meet other civic tech enthusiasts. Learn new skills. Contribute to a project to improve a local civic issue. **All are welcome and collaboration is encouraged.** Laptops are recommended but not required. **Where do I register?** To better serve our growing community, we’re transitioning our event registrations to Luma! **We still love Meetup** Meetup has been an incredible platform for us to build and connect with our community. We’ll continue sharing upcoming events there so that new people can find us, but Luma will be our primary registration platform moving forward. **Why we're making the switch** Meetup’s registration system has some limitations, and we need more flexibility to manage sign-ups and engagement. \-\-\-\-\-\- [REGISTER FOR THE EVENT HERE (ON LUMA)!](https://luma.com/kfs3cotc) \-\-\-\-\-\-

Join us for our May happy hour! For those that don't drink, the bar has mocktails and sodas. **Getting there:** * Punchbowl is on the end of the building, **across from South Block** We plan to be on the first floor bar, right when you walk in. * **Metro:** PB is a block and a half away from the Ballston Metro stop * **Parking:** there is street parking and the mall also offers really cheap parking. $1 an hour for the first three hours.

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.

✍️ Event Description Connect with like-minded women. Expand your network. Elevate your vision. Join us for a curated Women’s Professional Social hosted at Precision Lash & Brow in Bethesda—a space designed for ambitious, driven women who are building careers, businesses, and brands. This isn’t your typical networking event. It’s about real conversations, meaningful connections, and being in a room with women who are actually doing the work. ⸻ What to expect: ✨ Genuine Connections Meet other women in the DMV across industries—entrepreneurs, creatives, professionals, and builders. 💬 Meaningful Conversations Skip the surface-level small talk and connect on ideas, goals, and growth. 💄 Elevated Atmosphere Hosted inside a luxury beauty space, creating a relaxed but high-end environment to connect and unwind. ⸻ Who this is for: * Women in business & entrepreneurship * Creatives & content builders * Corporate professionals & career-driven women * Anyone looking to expand their circle with intention ⸻ What to bring: * Yourself (as you are) * Business cards or social handles (optional) * An open mindset ⸻ The vibe: Supportive. Inspiring. Intentional. No pressure, no cliques—just women coming together to connect and grow. ⸻ If you’ve been wanting to meet more aligned, driven women in your area… This is your space 💫

**\*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)

Danceintime runs Cuban Salsa Classes & Social Dancing Every Saturday, all year-long. Come at 1:15 pm to sign in. Stay till 4 pm. Some of us go out for coffee or a bite to eat afterwards and everyone is welcome! $15/person. Cash, PayPal, Venmo, Apple Pay, or Card accepted. Chevy Chase Baptist Church; 5671 Western Ave. NW; Washington DC 20015. NOTE: Enter through back corner door of the church. Danceintime classes are great fun. The dance moves are beautiful, fun, and our class creates a bonded community... Check it out! Class will be held every Saturday in December....celebrate the holidays with dance! For more info: danceintime.com/classes Questions? Contact Barbbernsteintalks@gmail.com

♠️ Spades in Virginia! ♠️ Nando's Peri Peri, Mosaic District 2987 District Ave Ste 100, Fairfax, VA 22031 🌟 3rd Friday Spades in Virginia! 🕕 6:30pm to 10:30pm 😀 **Posted in multiple groups. So, expect a nice crowd.** 🚗 Parking is FREE!!! 🍷 Alcoholic beverages are available! Please support the business by purchasing food/drinks. ✅️ No partner needed! Get matched with a partner onsite. All skill levels are welcome. ❤️ Come hang out with a friendly and welcoming group. Meet new people and have a great time! 🌟 The fun starts at 7pm! RSVP today.

​Join Data Visualization DC for a meetup to learn about generative UI with Prefect's Jeremiah Lowin! Doors 5:30 Presentation starts 6:15 Please RSVP on luma ([https://luma.com/b4qfsjpl](https://luma.com/b4qfsjpl)) for building security. #=#=#=#=#=#=#=# Got Data Viz? Sign up for a viz and tell and share your work for a few minutes. All are welcome! [https://forms.gle/9a3ssbVbwQFjpWdY8](https://forms.gle/9a3ssbVbwQFjpWdY8) Data Viz DC is a member of Data Community DC, a nonprofit dedicated to data education in the nation's capital. Learn more at [www.dc2.org](http://www.dc2.org/)

**NOTE: THIS IS NOT RECOMMENDED FOR INEXPERIENCED HIKERS.** **Details** Get ready to hit the trails at Turkey Run - this is a 5.38 mile hike at Turkey Run. This hike is a bit challenging, with a couple of **stream crossings**, and a couple of **significant elevation gains** (a total of 456 feet of elevation gain). Ideal for **intermediate to advanced hikers**. The trail includes shallow stream crossings, adding some fun technical elements along the way. We’ll take regular breaks to regroup, hydrate, and enjoy the scenery. **Hiking shoes are a must -** the trail is slippery, and the extra grip of hiking shoes is essential for safety. Also, don’t forget your **hiking poles**; they’ll be helpful at the stream crossings. After the hike, join us for a social gathering at \*\**Chiang Mai Thai Cookhouse [(6828 Old Dominion Dr., McLean)](https://www.bing.com/ck/a?!&&p=4250880837db9923fe99316769050373b426a317e7bdf43931605d5b92eba921JmltdHM9MTc3NDkxNTIwMA&ptn=3&ver=2&hsh=4&fclid=108cd8d6-7e8f-6b13-174d-ce097fb86ad8&u=a1L21hcHM_Jm1lcGk9NTZ-fkVtYmVkZGVkfkFkZHJlc3NfTGluayZ0eT0xOCZxPUNoaWFuZyUyME1haSUyMFRoYWklMjBDb29raG91c2Umc3M9eXBpZC5ZTjg0NDI0Nzc2MDUyNTc5NzcmcHBvaXM9MzguOTM0NzY4Njc2NzU3ODFfLTc3LjE3OTQzNTcyOTk4MDQ3X0NoaWFuZyUyME1haSUyMFRoYWklMjBDb29raG91c2VfWU44NDQyNDc3NjA1MjU3OTc3fiZjcD0zOC45MzQ3Njl-LTc3LjE3OTQzNiZ2PTImc1Y9MSZGT1JNPU1QU1JQTA)* to unwind, grab a bite, and enjoy time with fellow hikers. **Meeting Time & Location** Meet at 9:30 AM at Turkey Run’s Parking Lot C-1. **Distance:** 5.38 miles **Elevation Gain:** 456 feet **Difficulty Level:** Intermediate Hike (challenging stream crossings) This hike features moderate inclines and **challenging stream crossings** over slippery rocks. Hiking poles are recommended for added balance and stability. **Estimated Duration:** 3 hours This hike is expected to take approximately **3 hours**, which accounts for breaks, stream crossings, and group pace. **Pace:** Moderate Pace A steady, comfortable pace that’s manageable for most hikers with a reasonable fitness level. Breaks are regular but not overly frequent, allowing for a balanced experience of exercise and enjoyment. **Parking** Park in Turkey Run’s **Lot C-1,** where there's plenty of room for all. Grab a spot, lace up, and get ready to hit the trail! **Trail Map (AllTrails):** [Take a Hike! @ Turkey Run](https://www.alltrails.com/explore/custom-routes/custom-route-367d794?u=i&sh=mdqqtd) **Bathrooms** There are no bathrooms available on this hike. Please plan accordingly. **Age Requirement:** Children under 18 are not permitted. Thank you for your understanding and cooperation. **Dog Attendance** For everyone’s comfort and enjoyment, we kindly ask that you leave your dogs at home for this hike. Thank you for understanding! **Lunch After the Hike** Join us for a casual lunch at **Chiang Mai Thai Cookhouse (6828 Old Dominion Dr., McLean)**. Free parking is available in the garage off Beverly Rd.

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

Jimmy V's Grill & Pub in Grandview Heights. You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room. This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us. COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant.

**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)

This is an in-person meeting. At this meeting you will get answers to depression and anxiety. Find out the source of them and how to get rid of them. Did you know that unwanted emotions like anxiety, depression, unhappiness, loneliness, hopelessness, anger, fear, 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 due to a chemical imbalance in your brain from some nebulous chemical reaction "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. 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 Hubbard Dianetics Foundation of Central Ohio and Church of Scientology of Central Ohio.

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.

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

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.