MapReduce

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.

501 Watkins Park Drive, Largo, MD 20774 Meetup 5:30pm; Ride off 6:00pm SHARP Route = https://ridewithgps.com/routes/54566338 The loop is approximately 7 miles; the goal is to complete 3 loops before sundown. As daylight is extended, we could try to get a 4th loop in. A Group average moving speed = 20+ mph B Group average moving speed = 17-19 mph C Group average moving speed = 14-16 mph D Group average moving speed = < 13 mph Ride marshals maybe assigned to groups on ride day. This is a self-supported ride. No SAG. No Sweepers. Group Ride Guidelines: 1\. Safety first is the primary tenet of DMVCR\! 2\. Bicyclists who participate on DMVCR club rides are required to wear a properly fastened helmet\. 3\. Bicyclists may not ride more than two \(2\) abreast and may not impede traffic\. 4\. Bicyclists must come to a complete stop at all stop signs and traffic lights displaying a red signal\. 5\. Bicyclists are expected to have their bikes in proper working order\. 6\. Bicyclists are expected to ride with repair equipment in the event for flat tire\, etc\. 7\. Bicyclists should bring adequate nutrition to include enough hydration and snacks\. 8\. At night\, bicycles must be equipped with a front white light and a rear red reflector or red light visible\, both visible from 600 feet away\. Disclaimer: \*\*\*Please note DMVCR is not responsible for any accidents, injuries and/or damages or any combination thereof, which may occur to you and/or your bike. If you decide to participate on the ride, it means that you have read, understood and agreed that you are riding at your own risk and you waive all claims against all other riders who participate or organize the group ride.\*\*\*

​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/)

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

**Begin your bikablo journey!** In this very full training day, you will learn and practice how to do all of the following and walk out the door with skills you can use at work (or play) the very next day! * Learn to hold the pen, draw clean lines, and structure your space on the flip chart * Create graphics and text containers/geometric shapes, objects and symbols * Discover the easy ways the bikablo® method provides to draw people, roles, groups, and situations * Use simple and fast options to color elements and spaces to support the graphic structure * Improve your handwriting—make it more legible and attractive—on flip charts… and more! **Location:** **IN PERSON** at Brian's Lizard Brain Studio in Herndon, Virginia. Exact address to be shared with registered participants. **Cost:** $600, payable to Jill Greenbaum. Go to Jill's calendar [here](www.jillgreenbaum.com/calendar), to choose and register for this course. **You MUST register with Jill to attend!**

Note: This is an RSVP with Prepay only event. Coaches have the right to deny your participation if you haven't prepaid for the event. MAKE SURE YOU CAN RECEIVE MESSAGES AND NOTIFICATIONS WITH UPDATES FROM THE LESSONS. Profile->settings->manage notifications. **3.0 – Match Makers** Players can consistently rally at a higher pace and maintain depth closer to the baseline. They are developing offensive tools, including more aggressive groundstrokes and put-away volleys, and show improved ability to handle deeper, faster shots. They started developing a faster kick serve but are still working to increase its speed. The lesson will start with rally drills, then play games to reinforce them. Finally, we will finish up with service games. Players will constantly hit and move with minimal breaks. All lessons are different. 1. RSVP "YES" Then PREPAY if you are coming to secure your spot in the lesson. Update RSVP to "NO" if you are not attending before the RSVP deadline. **COACH TO PLAYER RATIO:** 1\. Maximum 1/6 for Coach/Player ratio for a 90\-minute session\. 2\. Make sure you RSVP to the lesson according to your level\. If we notice your level doesn't fit in the lesson you RSVP for\, we will ask you to RSVP for a different session that matches your level\. I hope everyone understands\. **Cancellation Policy:** *If only two or fewer people RSVP for a group lesson, the lesson will be canceled. The minimum requirement for a group is three participants. - If the host cancels a session, you get an option for a refund or credit for the next session. *The prepaid fee is non-refundable and cannot be transferred to another session when participants cancel on the same day. **Your contribution:** - Annual membetship for $20 to support our tennis equipment expenses. - Single session: $35 - Four sessions package to use within five weeks: 112 **PAYMENTS METHODS:** 1-VENMO APP: joseph_awadalla 2.Zelle:202-746-1094,joseph.awadalla@gmail.com 3\. PayPal: joseph\.awadalla@gmail\.com Thank you for your support.

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/)

✍️ 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.

This Saturday, we celebrate more than a film premiere. We celebrate the power of storytelling, the strength of family bonds, and the love that connects us all. GYPASO. May 16th. 1:00 PM. Greenbelt Cinema. See you on the red carpet.

**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.

Theme: Gentle Flow Yoga & Meditation Level: Beginner to Intermediate Time: Sunday 9:00 – 10:00 AM Location: Bluemont park Cost: Free What to bring: Yoga mat, water, comfortable clothing Location: Basketball court of Bluemont park, google map 38°52'06.2"N 77°07'52.0"W Parking: South Bluemont Parking Area About the session *A gentle flow-based yoga session to move, stretch, and reconnect with your body. We may include simple breathing techniques and a short meditation session. - This is not a high-intensity class. You are welcome to go at your own pace and take breaks anytime. *Suitable for beginners and regular practitioners. Notes - Light food is recommended before practice *Outdoor session: feel free to bring sunscreen, towel, or anything you need - Please be mindful of your own body and practice within your limits By joining, you acknowledge that you are responsible for your own health and well-being during the session. About the host 200h Yoga Teacher Training (2019) Long-term yoga practitioner and part-time teacher 🌿 May you find a moment of ease and connection in your practice. **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)

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.

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.

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.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

**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.

**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