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Frequently Asked Questions
Yes! Check out mapreduce events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the mapreduce events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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MapReduce Events Today
Join in-person MapReduce events happening right now
BINGO Online (Win Prizes!)
**\*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)
Introduction to Inner Engineering
## Inner Engineering is a technology for well-being derived from the science of Yoga. The objective of the program is to render you to explore your highest potential through powerful processes of self transformation, distilled essence of classical yoga, meditations to address key aspects of life and access to secrets of ancient wisdom.
https://innerengineering.sadhguru.org/maryland
Take a Hike! @ Turkey Run
**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.
Sunday Worship Service
## **Sunday Worship: Encountering God’s Word**
Join us every **Sunday at 10:45 AM** for a powerful time of worship, prayer, and deep biblical engagement. Our Sunday service is the heart of our community, where we gather to honor God and equip ourselves for the week ahead through the transformative power of the Gospel.
***
### **What to Expect**
* **Christ-Centered Worship:** We begin our time together by lifting our voices and hearts, creating a space to experience the presence of the Holy Spirit through song and prayer.
* **Exegetical Preaching:** We value the depth of Scripture. Our sermons focus on unfolding the Bible verse-by-verse, providing clear theological insights and practical applications that speak to the challenges of modern life.
* **A Welcoming Community:** At Bethel, you aren't just a face in the crowd. You’ll find a diverse family of believers dedicated to walking together in love, grace, and mutual support.
* **A Call to Action:** We believe faith should move us. Every service concludes with an encouragement to take the hope of Christ out into our neighborhoods, workplaces, and families.
### **Plan Your Visit**
Whether you are wearing your "Sunday best" or coming in casual attire, you are welcome here. We believe that no matter where you are in your spiritual journey, God has a message of grace waiting for you.
* **Location:** 9200 Edmonston Road, Greenbelt, MD 20770
* **Time:** Sundays at 10:45 AM
***
> *"For where two or three gather in my name, there am I with them."* — **Matthew 18:20**
Yoga for Everyone – Gentle Flow & Meditation
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)
AGUARDIENTE - World Premiere Musical!
Join us for the world premiere of the musical ***Aguardiente: Where Magic Transcends Borders,*** commissioned by GALA and conceived by Helen Hayes multi-award winner Luis Salgado from Puerto Rico and Colombian artist Daniel Alejandro Gutiérrez.
Blending Afro-Caribbean rhythms such as bomba, currulao, and cumbia, and Gabriel García Márquez’s magical realism, Aguardiente is a bold new musical about the messy, urgent act of making art in a world on fire. As a group of artists race to finish a new show, their rehearsal room becomes a battleground of ideas, ambition, and lived experience—especially for a composer whose undocumented status makes the dream of success anything but simple.
As the team wrestles with what story they should tell, the line between reality and imagination begins to blur, until—like two currents meeting in the same river—the artists’ own struggles spill into the story they are creating: a vibrant tale set in a river town on the brink of environmental collapse, where two young lovers must decide whether to stay and fight for their homeland or leave in pursuit of a dream, making Aguardiente a theatrical journey about migration, memory, and the complicated act of transforming real lives into art.
**PERFORMANCES:** ***Aguardiente*** is a bilingual production with surtitles in English and Spanish, and runs April 30 through May 24, 2026. Performances are Thursdays through Saturdays at 8 pm and Sundays at 2 pm. The show is approximately 160 minutes long and includes one intermission.
Community Night is Thursday, April 30.
Noche de GALA, which includes a post-performance reception with the cast and creative team, is Saturday, May 2, under the honorary patronage of His Excellency Daniel García-Peña Jaramillo, Ambassador of Colombia to the U.S.
**TICKETS:** Regular tickets for ***Aguardiente*** are $60 Premium, $55 Orchestra Standard, $45 Orchestra Value, and $35 Balcony Value; $35 Seniors (65+), Military, Teachers, and Groups (10+); $25 25 and Under; Community Night tickets are $25 each and Noche de GALA: Chosen ticket price + $5 (per person). **[GET TICKETS HERE](https://ci.ovationtix.com/35923/production/1245626)**
**CAST:** ***Aguardiente: Where Magic Transcends Borders*** features an 18-people multicultural cast that includes Samuel Garnica (Venezuela) as Alberto, Sebastián Treviño (Colombia and Mexico) as Alejandro, Vin Ramos (Puerto Rico) as Azuquita, Ana Luisa Martínez (Mexico) as Anís, Shayla Hernández (Puerto Rico) as Kiara, Emy Ramos (Dominican Republic and United States) as Beta, Eric González (Spain) as Eve, Machirán (Cuba) as Pepe/MC, and Leanna “Leah” Finol (Venezuela and Hungary) as Mamá/Mom.
The ensemble includes Ralphie Rivera (Puerto Rico, Dance Captain), Álvaro Medina Molina (Puerto Rico and Colombia, Alberto U/S), Santiago Ayala (Colombia, Alejandro U/S), Brianna Ríos (El Salvador and Puerto Rico, Anís U/S), Ana Daniela Pérez (Panama, Beta U/S), Bibi Sánchez (Mexico, Mamá U/S), Julia Neveu (United States, Eve U/S), Zaramaría Fas (Puerto Rico, Swing), and Rodrigo Calderón (Peru, Swing, Azuquita U/S).
**CREATIVE TEAM:** This enthralling new musical is written, directed, and choreographed by Luis Salgado, with music and music direction by Daniel A. Gutiérrez, and lyrics by both Salgado and Gutiérrez.
Scenic Design is by Clifton Chadick, Lighting Design is by Colin Bills, Projections Design is by Milton Cordero, and Madeline “Mo” Oslejsek is Sound Designer. Costume Design is by Jeannette Christensen, Properties Design is by Chelsea Dean, and Hair and Makeup Design is by Andre Hopfer. Sorany Gutiérrez is the Dramaturg, Valeria Cossu is Associate Director, and Ralphie Rivera is Associate Choreographer. Cody Von Ruden is Assistant Costume Designer and Elias Hall is Assistant Properties Designer.
The band includes Daniel Gutiérrez (Music Director, Conductor, Keys), Sebastián Natal (Assistant Music Director, Multi-instrumentalist), Juan “Juancho” Gómez (Guitar), Iván Navas (Multi-instrumentalist), Jaime Rodríguez (Percussion), Roger Torres (Trumpet), and Michael “Mike” Ventura (Saxophone).
Ester Teixeira Vianna is Stage Manager, Rbekah Nogueira is NYC Assistant Stage Manager, Brian Martínez is DC Assistant Stage Manager, Ilyana Rose-Dávila is Production Manager, Amanda Leyva is Assistant Production Manager, Anson Stevie is Technical Director, Delbis Cardona is General Manager for Rehearsal Space, and Lorena Suárez is Company Administrator. Gustavo Ott is the Producer and Rebecca Medrano is the Executive Producer.
The production is made possible in part with generous support from the National Endowment for the Arts (NEA), the DC Commission on the Arts and Humanities, the Paul Angell Foundation, the National Latinx Theater Initiative, and the Morris and Gwendolyn Cafritz Foundation. Additionally, GALA Hispanic Theatre is a recipient of the 2026 THRIVE! Grant, funded by the Mark Edelman Theater Fund and administered by Theatre Communications Group, the National organization for theatre leading for a just and thriving theatre ecology.
DC Tourist Loop -- with E-Bike Lovers
https://ridewithgps.com/routes/55123697
22 miles. Lunch/snack stop TBD.
Join us for a short and pleasant e-bike ride in and around the center of Washington, DC.
The total tour distance is some 22 miles but you can cut it short if needed. The ride is on paved bike paths, some city streets, and flat terrain.
Various monuments can be seen during this route (the Capitol, the municipal Fish Market, the White House, the Washington Monument, the Jefferson Memorial, the Lincoln Memorial, the Nationals ballpark, the Titanic Memorial, and the Frederick Douglas bridge).
Lunch: Brown bag TBD.
The group stops a few times for slower riders to catch up. The distance will be some 22 miles or shorter any time you are fully satisfied with biking for the day.
**Please remember to charge your bike, check your tires and brakes, and consider packing an extra tube.**
**We recommend downloading the Ride with GPS route map to enhance your independence.**
https://ridewithgps.com/routes/55123697
**Free Ride With GPS for E-Bike Lovers**
The Ride With GPS E-bike Lovers club membership is now free as [www.ebikelovers.com](http://www.ebikelovers.com/) generates 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)
**More information about using GPS files:**
[https://ebikelovers.com/2021/03/15/download-our-trails-and-never-get-lost/](https://ebikelovers.com/2021/03/15/download-our-trails-and-never-get-lost/)
**More information about e-bike ranges:**
[https://ebikelovers.com/2020/12/31/e-bike-longer-and-happier-15-smart-strategies-to-reduce-your-e-bike-range-anxiety/](https://ebikelovers.com/2020/12/31/e-bike-longer-and-happier-15-smart-strategies-to-reduce-your-e-bike-range-anxiety/)
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, 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**
MapReduce Events This Week
Discover what is happening in the next few days
SSB- Presents: Learn & Play Rummikub with SS&B
Social Sips & Bites family - ready for something new, fun, and a little competitive?
We’re bringing you a Rummikub Social Gathering - a relaxed night of games, laughs, and great company.
Never played before? Perfect.
Miriam will be there to teach us step-by-step, so no experience needed at all. Just come ready to learn, play, and connect.
What to expect
• Easy-to-learn, addictive game
• Plenty of laughs and friendly competition
• A great way to meet new people and bond with our SSB crew
Whether you’re a game night pro or just curious to try something new, this is your night.
https://dunnloring.thecasualpint.com/
SOLD OUT-Profs & Pints Northern Virginia: How AI Alters Thinking
**This talk has completely sold out in advance and no additional tickets will be sold at the door. A repeat of the talk at Penn Social in DC on Monday, May 18 still has tickets available.**
[Profs and Pints Northern Virginia](https://www.profsandpints.com/washingtondc) presents: **“How AI Alters Thinking,”** on dealing with artificial intelligence’s capacity to change and undermine our thought processes, with Eli Alshanetsky, assistant professor of philosophy at Temple University, principal investigator at its Cognitive Integrity Lab, and author of an upcoming book on AI and freedom of thought.
[Advance tickets: $13.50 plus sales tax and processing fees. Available at [https://events.ticketleap.com/tickets/profsandpints/nv-how-ai-alters](https://events.ticketleap.com/tickets/profsandpints/nv-how-ai-alters) .]
Doctors who give bad advice can be sued for malpractice. Teachers belong to a profession with set standards. When artificial intelligence guides you, however, that guidance comes with a disclaimer: Use at your own risk.
Every day millions of people take that risk, and usually AI seems genuinely helpful. But even if AI gives us good answers, might its use over time do bad things to how we think?
Explore the relationship between AI and our own minds with Eli Alshanetsky, whose Cognitive Integrity Lab studies how artificial intelligence changes how we think, learn, and build trust. Author of *Articulating a Thought* and the upcoming book F*reedom of Thought in the Age of AI*, he’s on the cutting edge of efforts to answer AI-related questions such as: How can we tell when work is truly our own? How can technology support rather than replace authorship and reflection? What does trust mean when AI mediates our relationships with others and with our own thoughts?
To set up his discussion of potential consequences of AI, he’ll describe how social media’s impact on society serves as a preview.
Social media didn’t just give people what they wanted to click on, it actually changed what they regarded as click-worthy. It broke attention spans and fueled radicalization across millions of very different people. It left us with people who doom-scroll for hours, who can’t focus, who don’t know what to trust anymore.
If you’d shown people this version of themselves ten years ago, would they have chosen it?
Artificial intelligence is making a similar deal with us, but the stakes are higher. It isn’t chasing clicks. It’s optimized for giving you the most satisfying response to whatever is on your mind right now.
The risk over time isn’t just that you’ll get lazy. More profoundly, even when you think hard, your sense of what counts as good thinking—as well as what sounds like you—will shift to match what AI has been feeding you.
We’ll consider what kind of person this produces and whether this is someone we want to be or want children to become. Professor Alshanetsky will lay out a practical framework, which he calls “the interaction layer,” for using AI without letting it replace the thinking it’s supposed to support. He’ll also talk about what AI-related concerns should be the focus of parents and educators. (Doors: $17, or $15 with a student ID. Listed time is for doors. Talk starts 30 minutes later.)
Image: Illustration by David S. Soriano / Creative Commons.
Volleyball - B/BB - Holmes Run
If you’ve already learned the basics of volleyball and want to keep improving your skills while having fun, this event is for you!
**Skill Level:** Advanced Beginner (click [here](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/mobilebasic) for details).
**Reminders**
1. Attendance: We’ve noticed that the waitlist is growing, so please make sure your name is on the Going list if you plan to play. Our number of nets is limited so this helps avoid too many rotations. If your name is on the list but you don’t show up, it will count as an absence according to Smiley Social rules. Please update your RSVP at least 12 hours in advance if your plans change.
2. Waitlist: The waitlist is not first come first serve. We prioritize regular attendees, and will fill empty spots with new faces closer to the event date.
3. Injuries: Play safely and be mindful of others on the court. Respect positions and avoid risky moves that could lead to injury. If you’re not sure the ball is yours, call it before going for it to avoid collisions.
4. Game Rules: Let’s follow the basic volleyball rules, especially the three-touch rule so we can play properly and improve as a team!
**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/)
Doubles Volleyball - Competitive BB/A
Let's get together to play some competitive coed doubles volleyball.
**COST**: FREE
**Court Type**: Outdoor grass
**Minimum Skill Requirements**: Solid BB (click [here](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/mobilebasic) for details)
Attention:
1. This event is **not always on a first come, first served basis**. [Good doubles partner](https://docs.google.com/document/d/14weEw-P52XKx0P8K2l-ZOFtYU61wmfdkSkopbG5avro/) and those who can bring a net and ball, may get priority over others on the waitlist.
2. Since skill levels are **self-reported**, some attendees may not meet the expected level in reality, so we encourage you to choose a partner you can enjoy the game with, and since this is a **competitive** event, it is okay if you make a strong team and win all the games.
3. Each person must help set up and take down one net, leaving some nets unset for latecomers.
**Smiley Social documents:**
1. [Group Rules](https://docs.google.com/document/d/1HrG35p_0M08leRvCp8XWG3CMkr_GL928XFabl5T6Dvg)
2. [Smiley Social Volleyball Levels](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/edit)
3. [Good doubles partner](https://docs.google.com/document/d/14weEw-P52XKx0P8K2l-ZOFtYU61wmfdkSkopbG5avro/)
4. [Liability Waiver](https://docs.google.com/document/d/1W2mq-7m99lmvd7gdWYaSUFtvVg4UGnzV6koafAbHmco)
Share a book, meet a friend
We are going to talk about the books we read—any books, from any genre. Whether it’s fiction or nonfiction, classic literature or something modern, everyone is welcome to share their thoughts, impressions, and favorite passages. It’s a relaxed and friendly conversation where we can discover new ideas and enjoy each other’s perspectives.
ASL Brunch on Sundays in Greenbelt
Join our ASL Brunch on Sundays in Greenbelt! All ASL users and learners are welcome.
Brunches are alternately held at two restaurants in Greenbelt, both in the same town plaza.
ODD WEEKS: 1st, 3rd, and 5th Sundays, we meet at Cedars of Lebanon, 103 Centerway.
EVEN WEEKS: 2nd and 4th Sundays, we meet at New Deal Café,113 Centerway.
We are the Greenbelt ASL Community, a group of both Deaf and hearing people who hang out, chat about everyday goings on, trade stories, get to know each other better, and of course, enjoy food together. Many members use ASL as their primary language, several are interpreters or other fluent ASL users, while others are ASL learners who wish to improve their skills while making new friends.
Before or after brunch, you can visit the farmer's market and small coop grocery store in the plaza.
Please RSVP so we can contact you via email if needed.
Our group is on Facebook as Greenbelt ASL Community. Some longtime Brunch attendees don't mark their attendance here, so feel free to stop by even if you don't see others who have RSVP'd on Meet-up.
MapReduce Events Near You
Connect with your local MapReduce community
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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
Omnipresent Atheists Weekly Meetup (4th Tues)
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.
TBD
**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
In-Person Event: The Answers to Depression & Anxiety
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.
COhPy Monthly Meeting
**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
Building Momentum: From Ambiguity to Execution
**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.
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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.
Quarterly Community Gathering
Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space.
No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving.
If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share.
Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus.
Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/)
Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)






























