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Frequently Asked Questions
Yes! Check out mapping events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the mapping events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find mapping events near your location here. Connect with your local community and discover events within your area.
Mapping Events Today
Join in-person Mapping events happening right now
From S Friedrichshagen to U Hönow (16 km; fast speed: 5.5 km/h)
During this hike, we’ll take a look at what has changed over the winter (in case you joined us on this hike last year on 3 October). As in autumn, we will meet at Friedrichshagen S-Bahn station (on the platform, east exit) and start the event with an ice cream from a famous ice cream place on Bölschestraße. Then we will hike through the Erpetal, across woods and fields, into the outer districts of Berlin (https://www.komoot.com/tour/2936165603).
If you don't like ice cream, please arrive at the S-Bahn station Friedrichshagen at 13:30 am instead. We will pick you up at the corner of Fürstenwalder Damm and Dahlwitzer Landstraße. To the north-east of the station, there is an area with benches and a toilet. On Google Maps, the toilet is indicated as 'Berliner Toilette S-Bahn'. We will pick you up at this spot.
If you need to contact other participants during the hike (for example, to find out where to meet us if you are running late), please use the Signal group link that I will send to all participants via private message three hours before the hike. This timing is intended to prevent non-participants from misusing the link for unwanted advertising, which has happened in the past. Signal allows us to share our locations during the hike without involuntarily forwarding this information to the intelligence services of authoritarian or non-authoritarian states, but unfortunately the location sharing function does not include tracking, i.e. no continuous updates.
For all other purposes, especially socialising and posting photos, please use the Telegram subgroup 'Event Chat & Photos': https://t.me/addlist/KAOk2PA4BDE0ZTY8 .
The hike will take place if at least 6 people sign up. As long as there are more than 6 people, you can sign up and cancel as many times as you like. If there are 6 or less people, please avoid cancelling, as this might make the other participants feel insecure about whether the hike will take place (or whether there is something wrong with the hike and they should cancel as well --> Matthew effect - Wikipedia). If there are less than 6 participants, the hike will also take place unless the majority of the participants are in favor of canceling the hike.
Pictoplasma Visitor Day: Character Market + Screening Animation Selection
This year we have our very own big covered tent on the silent green lawn from 13–15h on Sunday May 10. To gather, chat with each other and have a nice day together!
It’s public open day, completely free
APART FROM THE SCREENINGS, WHICH COST
6€/hourlong screening (not related to our group of course)
There’s a character art market, an art exhibition, collage workshop, picture book readings, and 6 screenings plus a Kids Kino.
Chitta Walks - Awareness in Motion
Chitta Walks is for people whose days move fast, while the mind never fully lands. Thoughts keep looping even when nothing is urgent. The body moves, but attention is elsewhere. Over time, this disconnect drains clarity and ease.
This walk is a simple reset.
We meet in Berlin’s Tiergarten and walk at a gentle pace. Parts of the walk are in silence, with light guidance and a few short prompts. The walk itself is the practice, bringing body and mind back into the same moment.
No apps. No performance. Just a clear space to slow down and notice what is happening.
If you want to slow down without withdrawing from life, join a Chitta Walk.
✨ **What to expect (approx. 90 minutes):**
* A short arrival and orientation
* A guided silent walk (phones off, no conversation)
* One concise science-based impulse on attention or stress
* Optional reflection in pairs or small groups
* A simple takeaway or experiment for daily life
🚶**Who this is for:**
* Professionals, creatives, and people in transition.
* People who feel mentally busy and want more clarity and balance.
* Those curious about mindfulness, but grounded and practical.
* Anyone comfortable with silence and gentle self observation.
🔔 **Practical notes:**
* Duration: 60-90 minutes
* Wear comfortable shoes and weather-appropriate clothing
* No prior experience needed
* Group size is limited to keep the space quiet and focused
🧭 **Facilitator:**
My name is Partha Sarathi, you can call me PS. I have lived in Berlin for over 12 years. With a background in physics and materials science, my interest in mindfulness grew through personal experience with stress and health challenges. I facilitate the space and structure of the walk, inviting shared exploration rather than instruction.
🤔 **Why Chitta Walks?**
Chitta is a Sanskrit word referring to the mind or field of awareness, used here in a practical, non-religious sense.
Chitta Walks is about noticing how the mind works by slowing down and walking together. Mindful walking makes thought patterns visible in real time, while moving and sensing in the world.
The name points to a simple capacity: noticing what is happening in the mind without immediately trying to fix, judge, or optimize it.
🌿 **Possible effects:**
A calmer nervous system.
Clearer attention.
A felt sense of being more present in your body.
Subtle insights into how your mind reacts under everyday conditions.
A quieter, more grounded way of moving through the city.
**Come as you are. Walk. Notice. Leave with a little more space inside.**
Mapping Events This Week
Discover what is happening in the next few days
Bouldering Session
Have you always wanted to learn bouldering but never had the right company? Or are you an experienced boulderer who just wants to find boulder-buddies? If yes, this is the right event for you.
We are going to meet inside "urban apes Basement Boulderstudio", close to S Anhalter Bahnhof, also not far from Potsdamer Platz. If you have never been there, you will need to sign up with them, which will take a bit of time. After that, **you can find us on the couches near the lockers (not in front of the reception), next to a red smiley**. When you enter the actual gym, enter the hall by turning left immediately - you are walking towards them. We will start warming up around 11:10, so everyone has enough time to arrive and get changed before that.
***\*\*\**** *Spots are limited, so please update your RSVP at least 24 hours in advance if you won't be joining. **NO-SHOWs ARE NOT COOL \*\*\****
We enter the gym at 11:00, if you are late, you will need to look for us inside.
IMPORTANT: they only accept cards as a payment method. No cash. One day ticket will cost you 13,90 EUR (10,90 EUR if you are a student, free if Urban Sports Club).
**What to bring: well, first of all, a good mood.**
But you could also bring
* climbing shoes if you have any. If not, you can rent them there, no worries. They cost 3,50 EUR.
* a lock (for the locker).
* chalk. You won't need that if you are a beginner. Renting is possible.
* water.
* extra clothes. It's quite chalky there and humans sweat, not the best mix, don't you think? :D
Please, note: the organizer is not responsible for anything, including injuries. A basic introduction will be provided.
Biesenthaler Becken: Hike through Glacial Lands Carved in Ice Age
***Discover a diverse landscape of open fields, lakes, forests & creeks while listening to the birds singing and the water murmuring.***
Check this Reels [Click here](https://www.instagram.com/reel/Cw8Fb3MI0Bj/?igshid=MzRlODBiNWFlZA%3D%3D)
**HOW DO I JOIN THIS EVENT?**
Click on link below to get complete info and to sign up for this event by getting your ticket.
[https://urbanaturetravel.com/event/biesenthaler-becken-hike2026](https://urbanaturetravel.com/event/biesenthaler-becken-hike2026)
**SPECIAL OFFER FOR NEW USERS**
* 10% New User Discount using promo code: **MEETUP10**
* Valid for this trip or any other trips available on our website.
**WHY GO?**
Join us as we explore the ancient landscape of Biesenthaler Becken, a region well-known for its rich biodiversity and breathtaking scenery. Take a break from the humdrum of city life and immerse yourself into the serenity of sprawling forests, meadows with wildflowers, and the company of little forest animals and migratory birds.
The trail starts from the former agricultural town of Biesenthal where you will meander through beautiful open fields with views of the Streesee lake before stopping for a picnic lunch break. Then, you will continue on towards the Biesenthaler basin to explore its glacial landscape dating back to the Ice Age. Enjoy a photo stop at the stunning Lake Hellsee and finally, toast to a great hike at a beer garden on the banks of the Obersee Lake.
**TRIP DETAILS**
**Meeting Location & Time:**
* Option A: Berlin Central Train Station (Berlin Hbf) at 9:30 am
* Option B: Biesenthal Bahnhof[ ](http://%5Bhttps//maps.app.goo.gl/BP6msv5NN99yBNva8%5D(https://maps.app.goo.gl/BP6msv5NN99yBNva8) "\[https://maps.app.goo.gl/BP6msv5NN99yBNva8\](https://maps.app.goo.gl/BP6msv5NN99yBNva8)")at 10:45 am
**Finishing Location & Time:**
* Option A: Berlin Central Train Station (Berlin Hbf) at 5:30pm
* Option B: Bus stop Lanke, Dorf at 4pm
**Hiking Distance:** 13 km walking, 5 hours from start to closing, multiple break times
**Hiking Difficulty:** Easy – Walking on marked paths / dirt roads, mostly flat terrain, relaxed pace
**Kid Friendly:** Yes
**What is Included?**
* Community Leader & Guide for the entire duration.
* Transportation to and from Berlin (based on the ticket option selected).
* Access to Google photos album dedicated for this trip for sharing all your amazing pics & videos from the trip.
* Access to a WhatsApp group for confirmed participants.
**Note:** Please contact us immediately if you do not have WhatsApp & we can make alternate arrangements from our end to ensure you do not miss out on any communication.
**FOR FUTURE TRIP UPDATES:**
Please do join our WhatsApp/ Telegram channel for updates about our future trips including possible early bird discounts, contests etc.
1. [WhatsApp Channel](https://go.unt.global/travelgroup)
2. [Telegram Channel](https://t.me/urbanaturetravel)
Drawing Cafe [#19] Coffee & Sketching in Berlin
We meet and sketch each other in Berlin. This is just an art gym that we also exercise our social skills. Afterwards usually we go for lunch as a group.
**How Does It Work?**
This event is simple, we meet and sketch each other doing portraits. Most of the participants use pencils or watercolors. Main aim is to socialize while we draw. There will be plenty of time to talk and get to know each other. We have to mention that this event is suitable for all levels. Many have started to draw in our event actually.
**Structure**
A. Warmup Phase: We pose to each other for 1 minute.
B. Main Phase: We pose to each other for 10 minutes.
C. Showcase Phase: We show some of the drawings we did to each other.
**Who We Are**
Creative Sessions is an art events group located in Berlin.
**Is it Free?**
The event is free of charge.
It is advisable to get a drink though. This is a cafe, we need to have at least half of the people on each table with a drink. They accept only cash and most hot drinks cost from 2.50 to 3.50.
**How to help or donate?**
The event is provided for free but many people help this be a regular thing. We also need people to volunteer and help for minor tasks like the serving of the drinks or cleaning up. Just send us a message.
If you want to donate and keep this event from happening, via Paypal to the host (Miltos) :
https://ko-fi.com/miltosthings/
**Art Materials?**
Bring your own art materials.
**Our Instagram Profile**
Follow us on instagram @icreativesessions
Use the hashtag #icreativesessions on your post description there to find out drawings from the event!
Portrait Drawing on Sunday Afternoon
This group is for everyone who is interested in drawing portraits!
For me, drawing has been a wonderful way to gain a new perspective on the world and the people within it.
Whether you are just starting out or have been drawing for ages — all levels are welcome :)
How it works:
1\. We meet at The Castle pub in Mitte and do short sittings of 15 minutes for each other\. The first sitting is divided into 3 warm\-up sketches\, 5 minutes each\.
2\. Before we start\, everybody writes their name on a blank card \(provided by the organizer\); these cards are then used to randomly pick the model every 15 minutes\.
3\. Usually we do 8 sittings\, with a 15\-minute break in the middle \(so after 4 sittings\, or 1 hour\)\.
-> The participation is free, but it is expected that everybody orders something from the bar to support the lovely location.
Get out your pencils and let's start!
Please bring your own art supplies!
Building Stories: Industrial Memory Walk – Schöneweide
**If the event is fully booked, feel free to message me or join us at the meeting point in case spots open up.**
🇬🇧
Discover Berlin’s industrial architecture on our 2-hour photo walk through **Schöneweide**! Explore old factory halls, workshops, turbine halls, and hidden courtyards – capturing both the architecture and its story.
Bring your camera or smartphone and develop your own perspective on urban spaces. No experience needed – we’ll experiment together with angles, light, and composition.
**Date:** May 10, 2026
**Time:** 12:00 – 14:00
**Meeting Point:** Platz am Kaisersteg
**Participation & Contribution:** Everyone is welcome to join. I appreciate a voluntary donation to support future workshops and photo walks. Suggested contribution: €5–15, any support is welcome!
**Suggested contribution:** €10 (optional)
**Route & Highlights (2 hours):**
* Industriesalon Schöneweide – old factory halls
* Former turbine halls & workshops – industrial details
* Courtyards with brick facades – small structures & textures
* Photo breaks with short explanations about construction phases & materials
**Focus:** Industrial architecture, light, composition, and personal perspective
**About Me:**
Hi, I’m Julia ([@worldflaneur](https://www.instagram.com/worldflaneur)). With a background in architecture and photo editing, I help participants see and photograph urban spaces in new ways—capturing not just buildings, but the stories they tell.
🇩🇪
Entdecke die Industriearchitektur Berlins auf unserem 2-stündigen Foto-Walk durch **Schöneweide**! Wir erkunden alte Fabrikhallen, Werkstätten, Turbinenhallen und versteckte Hinterhöfe – und halten sowohl die Architektur als auch ihre Geschichte fotografisch fest.
Bring deine Kamera oder dein Smartphone und entwickle deinen eigenen Blick auf urbane Räume. Keine Vorerfahrung nötig – wir experimentieren gemeinsam mit Perspektiven, Licht und Komposition.
**Datum:** 10\. Mai 2026
**Zeit:** 12:00 – 14:00 Uhr
**Treffpunkt:** Platz am Kaisersteg
**Teilnahme & Beitrag:** Die Teilnahme ist offen für alle. Wer möchte, kann die Walks mit einer freiwilligen Spende (5–15 €) unterstützen. Alles ist willkommen!
**Empfohlener Beitrag:** 10 € (optional)
**Route & Highlights (2 Stunden):**
* Industriesalon Schöneweide – alte Fabrikhallen
* Ehemalige Turbinenhallen & Werkstätten – industrielle Details
* Hinterhöfe mit Backsteinfassaden – kleine Strukturen & Architektur
* Fotopausen mit kurzen Erklärungen zu Bauphasen & Materialien
**Fokus:** Industriearchitektur, Licht, Komposition & persönliche Perspektive
**Über mich:** Hi, ich bin Julia ([@worldflaneur)](https://www.instagram.com/worldflaneur). Mit Hintergrund in Architektur und Bildredaktion zeige ich, wie man urbane Räume auf neue Weise sieht und fotografiert – nicht nur Gebäude, sondern auch die Geschichten, die sie erzählen.
Chill Beach Volley 🏐 Beach Mitte
**17:00**. Join us for chill outdoor beach volley! 🏐 ☀️ 🏖️ 🍻
This event is for everyone who enjoys chill games and is not a *complete* beginner (A1.5+). We play 3v3 (or 4v4) with beach rules. There are no trainers at this event. Register via [the simultaneous event](https://www.meetup.com/berlin-volley/events/) for higher-level 2v2 matches (F1+).
After playing, you can join us for socials with drinks and snacks at the bar area. We often play a social deduction game, which you're also welcome to join.
It's recommended that you come 10 minutes early so you have time to change and find the fields. If it is your first time, 15 minutes might be even better.
You can join whatever court you like and move between courts during the event. We self-organize, so once you finish a game, you can start a rematch, mix with another court, or take a break as you see fit. Upon arrival, join the warmup happening on one of the courts.
Join our WhatsApp community via [https://volley.berlin/WhatsApp](https://volley.berlin/WhatsApp) ([QR code](https://secure.meetupstatic.com/photos/event/b/f/d/5/highres_532249109.webp))
Follow us on Insta at [https://www.instagram.com/berlinvolleyball](https://www.instagram.com/berlinvolleyball)
**Rules**: Do not join if you have an infectious disease. For everyone's safety, we do not allow kicking the ball during games with beginners. Be respectful of your fellow players.
**Venue**: We play at BeachMitte. There are changing rooms, toilets, and hot water showers that cost 1 EUR. There are no lockers. There is a bar that sells drinks and snacks.
**Payment**: You pay in advance via Meetup. Payment via PayPal or Urban Sports Club is not possible.
**Refunds**: The venue does not provide refunds. Thus, we cannot refund you either, even if the event is canceled due to bad weather. If you know you can't make it in advance, you can try selling your spot to someone else via WhatsApp or the comment section. In the rare cases that we cancel an event due to poor attendance, everyone gets a full refund.
Pictures might be taken and shared publicly, such as on Meetup or Instagram. You can opt out by letting the organizer know you do not wish to be photographed.
By RSVP'ing to this event, you acknowledge and agree to the following: Participation in this volleyball event is at your own risk. The organizer is not responsible for any injury, loss, or damage sustained during the event, whether caused by negligence or otherwise. You are aware of the inherent risks involved in beach volleyball and voluntarily assume these risks. You agree to hold the organizer harmless from any claims, liabilities, or expenses arising from your participation, including any medical costs.
Share anonymous feedback with the organizer via [https://www.admonymous.co/entropy](https://www.admonymous.co/entropy)
Sunday Silent Reading at Monbijou Park
Regisration also available using Luma: https://luma.com/ou2ld1od
Silent Book Club is a group of book lovers who enjoy reading together in public. All books and all readers are welcome.
This page-turning party will unfold in Monbijoupark. We'll meet close to Monbijoubrunnen, the funky looking fountain thing near the entrance from Oranienburger Strasse.
Use [Google Maps](https://maps.app.goo.gl/ZkG3cq62PuErwoKDA) for a more precise location.
There's no entrance fee, and no food served, because it's a park. So bring your own food and blankets and stuff along with your books and let's have a little picnic.
Grab your favorite book, snag a beverage and/or a snack, and dive into the quietude with us. No quizzes, no pressure, no assigned books - just a group of book-loving souls basking in the beauty of silent reading.
**Our agenda:**
10:30 am - 11 am - Arrivals, setting up blanket, social time
11:00 pm - 12:00 pm - The Great Quiet Reading Hour
12:00 pm- 12:30 pm - Share your reading adventures or just keep exploring the pages
After that, we have the option of going for lunch together.
See you there ;)
——————————————————————
Keep an eye on the updates since if there weather turns bad we will move the event indoors in the Bode Museum.
Mapping Events Near You
Connect with your local Mapping community
Data & Analytics Wednesday - Mapping and Dashboards
**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)
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.
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
Cocoaheads
Come out to Improving for our monthly iOS and Mac meetings.
This Month's Presentation:
Nothing yet. (You should volunteer).
What is Cocoaheads (http://cocoaheads.org/)?
CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics.
What is BuckeyeCocoa (http://buckeyecocoa.org/)?
BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend.
Presentations!
Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website.
To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter.
Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/














![Drawing Cafe [#19] Coffee & Sketching in Berlin](https://secure.meetupstatic.com/photos/event/1/0/1/e/highres_512884126.webp?w=640)









