ESRI
Meet other local people interested in ESRI: share experiences, inspire and encourage each other! Join a ESRI group.
15,932
members
21
groups
Largest ESRI groups
Newest ESRI groups
Frequently Asked Questions
Yes! Check out esri events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the esri events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find esri events near your location here. Connect with your local community and discover events within your area.
ESRI Events Today
Join in-person ESRI events happening right now
Bikablo Basics - Day 2
**Take your skills to the next level!**
Maybe you’re feeling ready to jump into Day 2. How are you feeling about the speed with which you draw icons, symbols, and figures? How do you introduce emotions into your posters? Would you like to improve your handwriting and lettering skills? Have you worked with mobile elements? Step into the opportunity to capture live conversations using a simple, elegant technique for creating visually appealing charts
There’s so much to learn and integrate into your repertoire.
***NB: bikablo Day 1 training is a prerequisite for this program, as we will complete one review exercise of learning from Day 1, and then we will move into new territory!***
**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!**
😀 3rd Friday Spades in VA@Nando's in the Mosaic District-Posted in 10+ Groups
♠️ 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.
ServiceNow Professional
collaborative community for ServiceNow specialists and IT professionals to connect, share knowledge, and grow together. This group focuses on real-world use cases, best practices in ITSM, emerging technologies, and career development. Whether you're a beginner or an experienced professional, join us to exchange ideas, improve communication skills, and build meaningful industry relationships.
MP(FRI)-Sand Volleyball: BB - Crystal City
***Please read all and make sure you agree before you sign up.***
**Court Type:** Outdoor Sand
**Level:** intermediate (BB)
**Transportation:** Parking will be right by the sand courts, behind the courts, and there is garage parking close to the courts. Metro is the Blue and Yellow line.
**What to bring:** at least 3 bottles of water and a ball if you have one.
**MAX:** 10 players per net. (1 Net-small court)
**Restroom:** Restrooms are across the street in the restaurants.
**Host's Philosophy on This Event:**
The purpose of this meetup is to create a fun and supportive environment where we can improve our skills, enjoy competitive games, and connect socially. While we do aim to play seriously and challenge ourselves, the focus is more on growth and enjoyment than simply winning at all costs. That’s why the title doesn’t include “competitive” or “social”—we want a healthy mix of both. This is a space where you won’t be judged for making mistakes, ***but we do expect you to listen to the organizer if they make suggestions or adjustments***. We also expect a mindset geared toward learning and getting better over time. That said, this event isn’t intended for beginners; an understanding of the game is expected so that everyone can contribute to meaningful and engaging matches. The host holds the right to remove you from the game if they believe that you are at a C level.
**Skill Level:**
1. **If you want to know your level, please see the link below:**
[Smiley Social Volleyball Levels](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/edit)
**YouTube:**
The games may be recorded and uploaded to our channel here:
Let the host know if you have issues with this ahead of the event.
[https://www.youtube.com/@mp02626](https://www.youtube.com/@mp02626)
**ATTENDANCE:**
**Player Selection:** Regulars > Your Vibe > Smiley Flaky Ratio\* > Skills > New Members > New Member with a +1.
The host takes attendance very seriously. Please remove yourself from the event (if you can't make it) as early as possible to allow others to join. You will be marked as a ***no-show*** if you don't show up to the event.
One no-show means you will be removed from the group. See the rules below.
**\*The organizers can see the number of times you have attended events vs the times you have dropped out. If your drop rate is more than 50%, you may not be accepted to the going list.**
[Smiley Social Rules](https://docs.google.com/document/d/1HrG35p_0M08leRvCp8XWG3CMkr_GL928XFabl5T6Dvg/edit)
**Q&A**
* Bringing your **dog** is welcome and encouraged.
* *Can I come if I don't know how to play?* No, you may not.
* *Can I be late or leave early?* The host expects you to be there **on time** and leave on time. If you need to arrive late or leave early, please let the host know in advance.
* *Can I come even if I am not on the going list?* No, sorry
* Why max the players at 10 when you can do 6v6? This court is already for 2v2; getting 6 players on each side is overkill.
* How can I become a regular if I don't ever get to attend? You can attend my other events on weekdays/weekends. Show me you have good skills and bring good vibes!
**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. [Smiley Social Volleyball Levels](https://docs.google.com/document/d/1PojSi4qdlRsv1msCHhvpQ43iDc4FfzQwpWCc3kafVMY/edit)
blue
Volunteer at Velocity's Bike to Work Day Pit Stop
Bike to Work Day is almost here and Vélocity is once again hosting a stop at Colasanto Park!
Join us to welcome cyclists, hand out the official Bike to Work Day t-shirt, and maybe fix a flat or two. It's a great time and other local businesses will be there.
Bike to Work Day is a great day to start volunteering too!
More info on Bike to Work Day can be found here:
https://www.biketoworkmetrodc.org/
ESRI Events This Week
Discover what is happening in the next few days
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**
The Great Rock Creek/Capital Crescent Loop -- with E-Bike Lovers
https://ridewithgps.com/routes/54635719
20.6 miles; mostly paved trail; some designated bike lanes and relatively calm neighborhood streets. Toilet facilities at beginning and middle of the ride. Lunch at Fletcher's Cove, 13 miles into the ride.
On this ride we explore two local gems: Rock Creek Trail/Beach Drive and the Capital Crescent Trail. Rock Creek Park is a national treasure and affords magnificent nature views. We'll ride on the trail and on sections of Beach Drive that have been closed to motor vehicle traffic. Feel free to stop for photos at Peirce Mill and the adjacent waterfall. We continue south past the National Zoo on the Zoo Loop and down into Georgetown.
At the Georgetown waterfront, we'll make an optional stop at mile 0 of the C&O Canal. You may also choose to stop and explore the Georgetown Waterfront Park and its terrific views of the Potomac.
From Georgetown we go west on the Capital Crescent Trail. After our lunch stop at Fletcher's Cove, we head further north to Bethesda then east through well-sculpted Chevy Chase neighborhoods before finishing the ride.
**Please charge your battery, pump your tires, and check your brakes. Consider packing a spare tire tube. The ride is on paved trail and asphalt roads, but there are a few hilly segments. As usual, analog bike riders are most welcome.**
**We highly recommend that you download the Ride With GPS route map.**
https://ridewithgps.com/routes/54635719
**About Peirce Mill**
Peirce Mill was built on Rock Creek in 1829 at the behest of Isaac Peirce. Using the moving water as a power source, the mill ground corn, wheat, and rye. Succeeding generations further developed the mill, sawmill, orchard, and tree nursery. In 1890, an act of Congress incorporated the mill and 350 acres of the property into Rock Creek Park.
**About Fletcher's Cove**
Fletcher's Cove, called by many customers "Fletcher's Boathouse," has been in this location since the 1850s and is renowned as a fishing and recreational area.
The nearby Abner Cloud House is the oldest building on the canal, dating back to 1802. After 145 years of business, the fourth generation of the Fletcher family retired in 2004, and a National Park Service concessionaire assumed responsibility for the operation of the boat rental and fishing tackle/bait operation. The area surrounding the boathouse was then officially named Fletcher's Cove, though most people still call it Fletcher's Boat House.
**About the C&O Canal**
The Chesapeake and Ohio Canal operated from 1831 until 1924 along the Potomac River from Washington, D.C., to Cumberland, Maryland. The canal's principal cargo was coal from the Allegheny Mountains.
The canal’s roots begin with George Washington’s dream of a waterway trade route. 74 locks were built. The full canal towpath is 184 miles long. See our September calendar for 4-day adventure on the towpath.
**About the Capital Crescent Trail**
The Capital Crescent Trail follows an abandoned Georgetown Branch railroad right of way and extends 11 miles from Georgetown, in the District of Columbia, to Bethesda, MD. It will eventually link to Silver Spring.
The trail, one of 500 rail-to-trail projects in the nation, traverses’ park land and neighborhoods and includes stretches along the Potomac River. We'll cross a railroad trestle at Arizona Avenue and ride through the Dalecarlia Tunnel near the DC/MD border.
**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/)
Did you know that E-bike Lovers is an Amazon Affiliate?
[https://ebikelovers.com/reviews](https://ebikelovers.com/reviews)
For the E-Bike Lovers group to be successful, we need to grow our membership carefully. Please feel free to invite other E-Bike lovers spread the word, and let’s have fun!
**When you register for this ride, you are agreeing to the terms of the disclaimer below.**
**DISCLAIMER**
LIMITATION OF LIABILITY: TO THE FULLEST EXTENT PERMISSIBLE PURSUANT TO APPLICABLE LAW, NEITHER GREGORY MAASSEN, NATHAN MERRIS, RICHARD CAMER, TRIP COORDINATORS, THEIR AFFILIATES, FAMILY AND FORMER AND CURRENT EMPLOYERS NOR ANY OTHER PARTY INVOLVED IN CREATING, PRODUCING, OR DELIVERING E-BIKE LOVERS GUIDES, OUR MEETUP EVENTS, AND THE GPS E-TRAILS IS LIABLE FOR ANY DIRECT, INCIDENTAL, CONSEQUENTIAL, INDIRECT, EXEMPLARY, OR PUNITIVE DAMAGES ARISING OUT OF A USER’S ACCESS TO, OR USE OF THE E-BIKE LOVERS GUIDES, OUR MEETUP EVENTS, AND THE GPS E-TRAILS.
See for full disclaimer: [https://ebikelovers.com/disclaimer](https://ebikelovers.com/disclaimer)
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)
Easy Hike: 2-3 miles Lake Artemesia
**Lake Artemesia Walk – College Park**
Join us for a relaxed, easy-paced walk around beautiful Lake Artemesia. A chance to unwind, enjoy nature, and connect with others in a calm, welcoming setting.
We’ll walk the scenic loop, take in the lake views, and enjoy light conversation along the way. All fitness levels are welcome.
**Main parking lot:**
**55th Ave & Berwyn Rd**
College Park, MD 20740
Bring plenty of water, whatever you need for your hike, and your awesome authentic self. Keep it easygoing.
RELEASE OF LIABILITY & ASSUMPTION OF RISK AGREEMENT:
By being a member of this Group, RSVPing to any Activity, or participating in any Activity, You accept and agree to the terms and conditions described below:
1. You acknowledge that hiking in nature carries the risk of potential harm to yourself, including the risk of injuries such as broken bones or muscle/tendon injuries, illness, disability, or death.
2. You agree that You will at all times be responsible for Yourself and Your own safety.
3. You release and hold harmless with respect to all injury, disability, death, or loss of property, whether caused by negligence or otherwise, this group's leadership and members for the hikes that you participate in.
4. You acknowledge and agree that this Group is merely a collection of friends or potential friends who enjoy doing activities, and that in no event does any Organizer or Other Member assume any responsibility or liability for You.
5\. You agree not to sue and to release\, discharge\, waive and hold harmless all organizers and other members from and against all liabilities\, claims\, demands\, losses\, damages\, suits and proceedings\, for negligence\, carelessness or any other cause which you may have or that hereafter may accrue arising\, resulting from or related to your membership in this group or participation in any activity\.
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.
MoCo Code & Coffee May (@ EOB Cafeteria)
MoCo Code and Coffee is an inclusive, informal, co-working session. We're community-led and community-run by devs, for devs. People of all skill levels are invited. Especially new devs!
Bring a laptop, ideas, and we'll provide the coffee and snacks.
**Here's how it works**
At 2:30pm, everyone introduces themselves and briefly mention what brought them to Code & Coffee today (project, homework, networking, etc.)
Round 1:
1. Your name
2. What you're working on
3. What you can help others with
Round 2:
* Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool.
Round 3:
* Community events you wanna plug. If none, that's cool too.
**After the introduction circle, everything is self-organized!**
1. For the rest of the day, folks work on their projects, providing one another with help, and/or socialize. It's fully up to you.
**Location**
We will be at the cafeteria of the County Executive Office Building in Rockville.
101 Monroe Street, Rockville, MD 20850
The event will be held in a spacious cafeteria with plenty of tables and chairs. Light refreshments (coffee and tea) and snacks will be provided.
**Parking**
* Visitor Parking is available at the First Level of the Council Office Building Parking Garage. Entrance only from East Jefferson and Monroe Street intersection.
More information is here: https://www.montgomerycountymd.gov/mcg/direction-to-eob.html
* PLEASE NOTE: The garage referenced above is ACROSS THE STREET from the Executive Office Building. This is NOT the garage at the base of the Executive Office Building structure - that one is for employee and permit parking only.
* If that garage is not available, there may be street parking available. The Rockville Town Square garages have up to 90 minutes of free parking are not too far away. Parking at the Rockville Metro station would be free on weekends.
**Public transit**
* Located near near the **Rockville** metro station (Red Line).
Doubles Volleyball, BB+ Level @ Bluemont
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/)
ESRI Events Near You
Connect with your local ESRI 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
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
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
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)
Three Creeks Metro Park
We'll get in around 4 miles at Three Creeks Metro Parks, primarily natural trails. 17-18 minute miles, no one left behind, and faster walkers are free to lead out.
Optional lunch after!
If you're joining for hiking all the metro parks, this is the sixth one!
Building Agents with Microsoft Agent Framework
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.
Trails & Ales! Blendon Woods Metro Park / Forbidden Root Restaurant & Brewery
**History**
The history of [Blendon Woods Metro Park](https://www.metroparks.net/parks-and-trails/blendon-woods/) began long before its 1951 opening, rooted in a landscape of rugged ridges and deep ravines that made the land unsuitable for traditional farming. In 1945, a report proposing a metropolitan park system for Franklin County specifically highlighted these cliffs of Bedford Shale as some of the "wildest land in the vicinity". Following this recommendation, the recently formed park district purchased the first 229 acres in early 1949. Because the terrain was so uneven, developers had to cut a mile-and-a-half-long roadway through dense woods just to bring in heavy equipment. This initial preservation effort ensured that the mature second-growth hardwood forests remained largely untouched by the urban expansion spreading toward Westerville.
Opening day arrived on Labor Day, September 3, 1951, marking Blendon Woods as the second park in the Columbus and Franklin County Metro Parks system. The final push to open was a frantic race; the State Highway Department only finished the primary gravel access road four days before the gates opened. Early staff members, consisting of just four full-time employees, had to hand-dig pit toilets and learn construction skills on the fly to build the first picnic shelters. Despite the dusty conditions and limited facilities, the park was an immediate success, drawing massive crowds from across Central Ohio. By the end of the 1950s, annual visitation had already climbed to over 190,000 people.
As the surrounding suburbs grew in the 1960s, the park faced severe overcrowding that threatened its natural habitats. In response, Franklin County voters passed the first Metro Parks levy in 1960, providing the funds necessary for a decade of steady expansion. During this era, the park nearly doubled in size, growing from 264 acres to over 570 acres by 1968. Planners also addressed a critical water shortage by collaborating with the U.S. Soil and Conservation Service to build a lake in 1964. This body of water originally served as a temporary reservoir before its role shifted toward conservation and wildlife support.
The 1970s marked a transition toward the specialized wildlife and educational focus for which the park is known today. In 1971, the Walden Waterfowl Refuge was established around the 11-acre Thoreau Lake, creating a sanctuary that remains restricted to provide a quiet habitat for migratory birds. A formal nature center was also developed during this period, expanding on the guided Sunday walks that had been a park staple since the early 1950s. The park’s famous "Monarch Mansion" also became a prominent fixture, starting a long tradition of raising and releasing thousands of monarch butterflies each September. These initiatives cemented the park’s reputation as a premier destination for birders and nature enthusiasts.
In more recent decades, Blendon Woods has continued to modernize while maintaining its wilderness character. The 10-acre Natural Play Area was added in 2017, encouraging kids to explore the ravines and woods off-trail. This was followed by the opening of a $1.5 million inclusive playground in April 2025, designed to accommodate children of all physical abilities. The nature center also underwent major renovations to include immersive, three-dimensional exhibits and a new butterfly house. Today, the park encompasses 653 acres, preserving a unique geologic and biological corridor amidst the bustling Westerville and Northeast Columbus area.
**Map of the Park**
Here is a map of [Blendon Woods](https://www.metroparks.net/wp-content/uploads/2025/05/BLN_map_Inclusive-Playground-and-Butterfly-Trail_May-2025_1980px.png).
**Summary**
For this event, we will hike the Lake View, Hickory Ridge, Ripple Rock, Overlook, Brookside, and Sugarbush Trails. This sounds like a lot, but it will really be only a little over five miles. Blendon Woods has a few hills here and there, but it's not one of the more strenuous metro parks.
**Where We'll Meet**
We'll meet just in front of the Nature Center. This is about a mile into the park from the main entrance. You have to go past the Ranger Station and the Shadblow Reservable Area to get to it, so don't stop too early at the Ranger Station and get it confused with the Nature Center.
**After the Hike**
Afterward, we will head over to [Forbidden Root Restaurant & Brewery](https://forbiddenroot.com/restaurants/columbus-ohio/) at Easton for [drinks](https://forbiddenroot.com/restaurants/columbus-ohio/#dinner-menu) and [food](https://forbiddenroot.com/wp-content/uploads/Cbus-Food.pdf). We should be there by 5 if you can't make the hike and just want to join us for drinks.
The brewery's actual address is [4080 Worth Ave, Columbus, OH 43219](https://www.google.com/maps/place/4080+Worth+Ave,+Columbus,+OH+43219/data=!4m2!3m1!1s0x88388a86d10b6619:0x4d42b470a5cf11d3?sa=X&ved=1t:242&ictx=111); however, I recommend pointing your GPS to the [Worth Garage](https://www.google.com/maps/place/Worth+Garage/@40.0542293,-82.9137962,17z/data=!3m1!4b1!4m6!3m5!1s0x88388b4df6082825:0x17582f0eccd9dda1!8m2!3d40.0542293!4d-82.9137962!16s%2Fg%2F11rzfvvv8b?entry=ttu&g_ep=EgoyMDI2MDQxNS4wIKXMDSoASAFQAw%3D%3D) across the street. Parking in this garage is free as long as you're not on the first floor, and it is literally right next to the brewery.





























