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Frequently Asked Questions
Yes! Check out mongodb events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the mongodb events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find mongodb events near your location here. Connect with your local community and discover events within your area.
MongoDB Events Today
Join in-person MongoDB events happening right now
Creative Writing & Wine
## DNA. presents: "CREATIVE WRITING & WINE"
\- A space where creativity flows and every sip inspires\.
Settle into Your Wednesday evening with a glass of wine in hand and step into a cozy, inspiring atmosphere made for sharing stories, listening deeply, and letting Your own voice come alive. Our storytelling and poetry evenings are open to everyone — whether You're just beginning to explore spoken word or You’ve been writing for years. No pressure, just presence.
##### *With gentle, uplifting prompts and space to express Yourself, You’ll create, share, or simply enjoy the power of words in a warm, welcoming circle.*
Whether You’re planning a soulful midweek date, coming alone to unwind, or meeting friends for something different, this is Your moment to connect, reflect, and celebrate the beauty of language.
##### *Each gathering offers something new: fresh themes, meaningful conversations, unexpected moments of truth, and a community that listens with its whole heart.*
#####
See Us Soon :)
Love.
Garen & DNA.
***
For more insights, follow us on IG: [@nightart.club](https://www.instagram.com/nightart.club)
\*Members of Dair Night Art e.V. and Subscribers of DNA. Art GbR.
[HYBRID] [May] Golang Meetup
Hello Gophers,
Welcome back for another year of Go talks and networking!
Would your company like to host our meetup? Let us know!
If you'd like to give a talk - submit your proposals here: http://goo.gl/forms/54YvJT223F
All talk formats work: short talks (5-10 min) as well as regular length (25 min).
If you have more ideas - talk to us at the Gophers slack: https://invite.slack.gobridge.org/ in the #berlin channel, and follow us on twitter: https://twitter.com/gdgberlingo
**Speakers**:
*Simon Schulte* is a Tech Lead with nearly a decade of experience building scalable backend systems across fast-paced product companies. With a background in business informatics and a passion for Golang, cloud infrastructure, and DevOps, he has spent his career solving complex engineering challenges. He is particularly excited about leveraging AI and LLM workflows to eliminate the tedious, repetitive work that slows developers down — think tech debt, boilerplate, and documentation — so engineers can spend their energy on what actually moves the needle. For Simon, AI isn't about replacing developers; it's about giving them back their time.
*Daniel Peralta Madriz* is a backend engineer from Costa Rica with around 6 years of experience working with Golang, although, sadly, he's been spending most of his time lately working with Node.js :(. He is interested in distributed systems, scalability, and developer experience, and is currently experimenting with how to leverage LLMs to safely and autonomously execute repetitive tasks.
*Michael Morgen* is a Platform/infra engineer by day, runtime and network optimizations by night.
Join in person at:
**Talon.One**
Talon.One is the incentives engine behind 300 of the world’s most-loved brands, unifying loyalty and promotions on a single flexible platform. Their customers run millions of real-time incentive decisions across markets, channels, and use [cases.As](http://cases.as/) incentives become more strategic than ever, they are continuing to raise the bar for what businesses can build and how fast they can build it
Wiener Str. 10, 10999 Berlin
https://maps.app.goo.gl/8eMjgWes1E4TBA3c7
or virtually at: https://www.youtube.com/live/qh__TQ1bMF0?is=hw21pk0ZE3HGyaaT
***
Agenda
10:49 PM: Networking
Networking over drinks and food
7:30 PM: Welcome
Welcome words from the organizers
7:35 PM: Talk 1: Go-ing Against the Chaos: Deterministic LLM Workflows / Daniel Peralta Madriz (Backend developer) & Simon Schulte (Techlead of Webhooks and Notifications) @ Talon.One
LLMs are powerful, but “it works most of the time” isn’t good enough for production. In this talk, we’ll walk through how to design deterministic workflows around non-deterministic models using Go. From structured iteration loops to validation steps and guardrails, you’ll learn how to move beyond prompting and start engineering reliable LLM-powered systems
8:10 PM: Announcements and break
Announcements, HR lost & found, open mic
8:30 PM: Talk 2: About Go Memory Allocator / Michael Morgen, Platform/infra engineer @ Mirantis
A short talk about how Go gives memory to your program. We will look at the main allocator parts, why small allocations are usually fast, when Go asks the OS for more memory, and a couple of simple examples where this knowledge helps performance.
9:05 PM: Networking
Networking over drinks and food
***
Hosted By
Natalie Pistunovich, Organizer
Ole Bulbuk, Organizer
Tim Scheuermann, Organizer
Anderson Queiroz, Organizer
Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-berlin-golang-presents-hybrid-may-golang-meetup-1/.
Song-Writing Session
### Creative Session for Song-Writers & Writers to connect, share & grow. Together.
We create a safe and inspiring space guided by our DNA. Members and invited Artists - where Writers of all styles and backgrounds are welcome.
##### **WHAT TO EXPECT:**
* Introduction: Connect, meet fellow artists, and ease into the space together.
* Writing Session: Work on Your own project / get inspired by our creative prompts.
* Feedback Round: Share Your work and receive thoughtful, constructive feedback.
* Stage Time: If You feel comfortable, You are welcome to perform Your lyrics, poem / song.
##### **STAGE PERFORMANCE:**
If You would like to perform, please bring Your instrumentals / backing tracks on Your phone. You can connect via Bluetooth to our mixer. A keyboard and guitar will also be available if needed.
##### **GUIDELINES:**
* Offer encouraging and constructive feedback: “This part was strong—lean into it. You might explore this further…”
* Be mindful that some pieces may be personal or sensitive. Please include trigger warnings where needed.
* We create this space together - with respect, openness, and care - so everyone feels safe to express themselves.
##### **TICKETS:**
available at the Box Office before the class
***Get ready to explore different writing styles, deepen your craft, and connect with new people.***
...for more info check out www.dna-artclub.com / follow us on IG: @nightart.club
See You soon :)
Love.
DNA.
______
\*Members of Dair Night Art e.V. and Subscribers of DNA. Art GbR.
\*\*By entering the DNA. ART HOUSE, You agree to comply with the Hausordnung of Dair Night Art e.V. and Geschäftsordnung of Dair Night Art e.V. Please ensure You review these documents thoroughly in advance.
German Sprachcafé at Denizen! levels A2 - C1!
**We’ll now be meeting twice a week at Denizen House (Köpenicker Str. 40, 10179 Berlin), on** **Mondays and Wednesdays!**
* **Mondays:** **levels A1 to B2**
* **Wednesdays:** **levels A2 to C1**
**We work with dedicated materials tailored to each level, so everyone will have a place to practice and improve.**
**Event schedule**
* **18:00 – 18:30** **Arrival and registration**
* **18:30 – 19:50** **Sprachcafé**
* **19:50 – 20:00** **End and clean up**
**Please be aware that the moderated event starts at** **18:30. Before this time, we are busy setting up the space. Registrations usually take place around** **18:15 / 18:20. Participants are kindly asked** **not to arrive too far in advance** **at the house.**
**If someone arrives much earlier, Denizen may ask them to pay either for a drink (consumption) or for a** **day pass, as the space is a co-working environment during the day.** **Please remember, our event is only happening from 18:00 to 20:00**
**How the Sprachcafé works**
**We use different materials to help participants gain confidence in German. Together with whiteboards and our volunteers, the Sprachcafé is based on** **interactive conversations** **in small groups.**
**Participation fee**
**The Sprachcafé has a** **participation fee of 5 €, which helps cover organizational costs and** **includes one soft drink for free.**
**Tickets can be purchased directly on the day of the event, card and cash payments are accepted.**
**As the Sprachcafé has become very popular, we now need to** **limit the number of participants. Please understand this measure; it ensures that everyone has a comfortable space to practice.**
**We kindly ask you to be** **rücksichtsvoll** **and only RSVP “Yes” if you are certain you can attend.**
**If your plans change at the last minute, please update your RSVP so someone on the waiting list can take your spot.**
**Getting your ticket early can help secure your place.**
**Please note**
**Our event will begin** **promptly** **at the scheduled start time.**
**If you arrive late, we cannot guarantee your participation, even if you have a ticket or have RSVP’d. We encourage all guests to arrive on time to ensure a smooth and enjoyable experience for everyone. Thank you for your understanding and cooperation.**
**About Denizen**
**Denizen is a new-style co-working space focused on being an integral part of local communities. Located on the ground floor of the historic Eiswerk on Köpenicker Straße in Kreuzberg, Denizen House is a communal place providing work, refreshment, and recreational facilities throughout the day. Think of it as a living room for the neighborhood.**
**If you have any questions, don’t hesitate to let me know. If you’d like to contribute to this night, send me a message!**
**Ich freue mich schon!**
**Grüße,**
**Nacho**
SHUFFLE DANCE CLASS
## DNA. presents ''SHUFFLE FUSION''
**A smooth Dance Style connected to Electronic Music**
This workshop guides You through the numerous facets of shuffle movements and shows You how to connect them into choreographies. Lead by our two amazing community members & Your new Shuffle Teachers Marcel & Dani Ospina - talented shuffle teachers that started shuffling at a very young age and leads this class with his experience connected to a lifetime of passion.
Wednesdays (weekly, regular)- Marcel & [Dani](https://www.instagram.com/daniospina20?igsh=bnBrM3BxY2xuNnll)
##### *Try something new and experience an energetic dance style full of passion and great rhythms.*
See Us Soon.
Love,
Marcel, Dani & DNA.
***
...for more info check out www.dna-artclub.com / follow us on IG: @nightart.club
______
\*Members of Dair Night Art e.V. and Subscribers of DNA. Art GbR.
\*\*By entering the DNA. ART HOUSE, You agree to comply with the Hausordnung of Dair Night Art e.V. and Geschäftsordnung of Dair Night Art e.V. Please ensure You review these documents thoroughly in advance.
BitDevs Bitcoin Socratic Seminar Berlin
**BitDevs Bitcoin Socratic Seminar Berlin @ c-base Raumstation**
Join us for our monthly interactive **[Bitcoin Socratic Seminar](https://bitdevs.berlin)** in Berlin! We’ll start with pizza and beer (sponsored by [Ordimint.com](https://ordimint.com)), followed by deep-dive discussions on the most interesting *technical* developments in Bitcoin from the past month. Participation by everyone is highly encouraged!
Our goal is to foster lively discussion, knowledge sharing, and debate. In the weeks leading up to the event, participants gather topics such as:
* New research papers
* New BIPs and BOLTs
* Network statistics
* Technical blog posts
* Mailing list and Delving Bitcoin threads
* Pull requests and updates from key repos (Bitcoin Core, LND, Core Lightning, Eclair, BDK, rust-bitcoin, LDK, Electrum, …)
Each topic is briefly introduced by our moderators and then discussed before moving on. The full list of links will be published at [bitdevs.berlin](https://bitdevs.berlin) 1–2 days before the event — please review them in advance to get the most out of the discussion.
**Important details:**
* This event is highly technical — best suited for those with a solid grasp of Bitcoin internals. Curious newcomers are always very welcome, but expect in-depth conversations (see the former topics at [bitdevs.berlin](https://bitdevs.berlin)).
* Chatham House Rule applies: you may share what was discussed, but not who said it. No livestream, no photos, no recordings.
* The evening begins with food and networking; people often stay after the seminar to keep talking.
**Co-hosted by:**
* [Felix](https://x.com/FelixWeis)
* [Freerk](https://x.com/freerko)
* [Fabian](https://x.com/fjahr)
For background on the idea of BitDevs Socratic Seminars, see [this article](https://bitcoinmagazine.com/articles/op-ed-want-to-learn-about-bitcoin-try-a-local-socratic-seminar).
🚀 Learn Public Speaking — Every Wednesday - The Center, Potsdamer Platz
An inspiring, high-energy meeting of public speaking, connection, and personal growth in the heart of Berlin.
**Mercury Toastmasters Berlin** invites you to our weekly meeting at our new home at **Das Center, Potsdamer Platz**, in the stunning **Historic Imperial Breakfast Hall**. *Experience the **power of prepared speeches** loaded with bold ideas, participate in our **dynamic Impromptu Session**, and **gain valuable insights** during our feedback segment.*
*Leave with practical tools, fresh ideas, and renewed inspiration.*
*Whether you want to speak up at work, boost your presence, or just meet inspiring people, you’ll feel at home at Mercury Toastmasters Berlin.*
***
**[What to Expect:](https://mercurytoastmasters.de/find-toastmasters-meetings-in-berlin/)**
✨ A supportive space to speak, grow, and connect
🎤 Engaging prepared speeches
⚡ Fun, fast-paced impromptu speaking challenges
💬 Feedback session you can actually use
🌍 A friendly, international crowd (around 25–30 people)
**Schedule** (times may vary)
⏰ 19:15 - Doors open & networking
🎙️ 19:30 - Prepared Speeches
🏓 20:35 - Impromptu Session (Guest welcome to join)
↩️ 21:00 - Constructive feedback
💬 21:30 - Food, drinks & relaxed socializing
**No experience needed.**
***Come curious. Leave energized.***
***
**🤙 [Hear it from our members:](https://maps.app.goo.gl/eRtvR9DRNqU9WZQn7)**
*“You can sharpen your public speaking skills and gain tons of confidence, while having fun and making new friends. Mercury is well-structured, fun, and affordable.”*
— *Therese Pitt*
*“Mercury gave me a safe place to speak, create, and grow. I love the multicultural vibe and supportive community. It’s the best place to learn and have fun.”*
— *Krisztina Linka*
***
**[Did You Know?](https://mercurytoastmasters.de/about-mercury-toastmasters-berlin/)**
Toastmasters is where people go to get better at speaking—and grow into confident communicators and leaders.
Today [Toastmasters ](https://mercurytoastmasters.de/about-mercury-toastmasters-berlin/)has 350,000+ members across 16,000 clubs in 143 countries. And [Mercury](https://mercurytoastmasters.de/find-toastmasters-meetings-in-berlin/) is one of the best places to experience it.
So bring your curiosity, your energy—and just be yourself.
Whether you’re just starting or ready to level up, there’s a place for you here.
***
**[Wondering what you get as a member?](https://mercurytoastmasters.de/membership-mercury-toastmasters-berlin/)**
Think expert feedback, real-world speaking practice, and a supportive crew that’s got your back.
[See you Wednesday night! 🎉](https://mercurytoastmasters.de/find-toastmasters-meetings-in-berlin/)
MongoDB Events This Week
Discover what is happening in the next few days
Godot Meetup A Maze Edition @ c-base
Welcome to our cosy Godot Engine Community Meetup A Maze Edition! This is not a structured meeting, but rather a friendly get-together. We will hang out, chat and maybe show some of our current projects! 🦜
This is an open event and we will hang out at c-base afterwards, so it is fine to come late.
Regardless if you are an artist, designer, programmer, beginner, hobbyist, professional or anything in between: join us for sharing knowledge, creating art together, coding together, joining game jams together and having fun! 🌼
This meetup will happen at [c-base](https://c-base.org), Rungestraße 20, 10179 Berlin. 🛰️
You can also join us on [our Discord Server](https://discord.gg/Sm3CgrqqQa). ☎️
Follow us on [Mastodon](https://mastodon.gamedev.place/@GodotUserGroupBerlin) for updates. 📢
Also check out [our website](https://godot.berlin). 🌐
Please be [excellent to each other](https://godotengine.org/code-of-conduct/)! 🕊️
Let’s Play Backgammon! - Play, Socialize & Have Fun
Join our Backgammon Meetup to play, socialize, and enjoy this classic game!
Everyone’s welcome! Whether you’re a beginner or an experienced player. Expect fun, friendly games, laughter, and new friends.
👉 Please RSVP only if you plan to attend.
👉 Bring your own set if you have one.
***
**How to Play (Quick Guide):**
* Each player has 15 checkers and moves them toward their home board.
* Dice rolls decide how many spaces you can move.
* Land on an opponent’s single checker to send it to the bar.
* Once all your checkers are home, start bearing off (removing them).
* First to remove all checkers wins!
***
**Fun Fact:**
The Origin of Backgammon: Backgammon is one of the oldest known board games, with roots deeply embedded in the ancient civilisations of Mesopotamia. But it is in Persia, where the game truly flourished and evolved into what we now know as 'Takhte Nard'.
Archaeological findings suggest that early forms of backgammon were played in Iran over 5,000 years ago. Artifacts such as game boards and dice have been discovered in sites like 'Shahr-e Sukhteh' (The Burnt City), indicating the game’s ancient origins.
Real Long Term Friendship
Nice! You are looking for real long time friendship! You might have already lived in Berlin or other big cities and experienced the "Anonymous" culture for a while. Meeting random people over and over and never see the same person again! In order to find "Real Long Term Friendship" in Berlin, do as follows:
* You should not care how many people are joining this meetup.
You RVSP. Even if only one person is joining. Because if everyone are waiting for everyone else to RVSP, nobody joins and nobody finds a new friend.
* You do not care how many people of the opposite sex are joining.
You are looking for friends. Finding the best romantic partner in the world, while avoiding not very attractive others, can be your other goal, for another time. Here we are looking for Friends. Real ones.
* You are going to risk a very precious property of yours: Your time!
Yes, there are thousands of opportunities in Berlin, there might be a rock concert for free, a birthday party you might miss, an important person might call you and invite you spontaneously, but you never find new friends until you decide to risk your time and meet people anyway. "I will check my calendar and get back to you" also does not work. Commit your time and spend it. Trust me, you won't go bankrupt ;-)
* You are ready to use your phone as a real phone!
You might have been using your phone as a tablet to visit Instagram and Facebook and watch movies. But if you want to find friends, you must know that people might take your phone number and give you theirs. That means they will Call you! And you have to pick up the phone and answer it. If you want to find new friends, you must be ready to do something really hard for the first time after years: Call people first, and if they called you: Answer your phone!
* You are going to meet some people twice!
That's the point of friendship. We already can experience random encounters with random people in random places one at a time. But that is not called friendship. If you want friends, you must be ready to meet the same person more than once.
If you agree with above, RVSP and COME! You will meet other people who think the same way.
P.S: Now that you've read all the way down to here, I suggest you [watch this animation](https://player.vimeo.com/video/547249272?h=22f3dd0f6f).
Sunday Silent Reading @ Bode Museum
Registration available also on Luma : https://luma.com/jjg884su (Only sign up once please)
Silent Book Club is a group of book lovers who enjoy reading together in public. All books and all readers are welcome.
(Kindly RSVP 'yes' only if you can make it, so we can save a seat for you and our fellow readers on the waitlist!)
This page-turning party will unfold in the Café (1st floor) at the Bode Museum.
There's no entrance fee, but please order at least one item from the cafe and don't bring any outside drinks :)
No quizzes, no pressure, no assigned books - just a group of book-loving souls basking in the beauty of silent reading.
**Our thrilling agenda:**
10:30 am - 11:00 am - Arrivals, ordering drinks/food (social time)
11:00 am - 12:00 pm - The Great Quiet Reading Hour (where silence is the star)
12:00 pm - 13:00 pm - Optional socializing, share your reading adventures or just keep exploring the pages
Stay for lunch, and who knows? You might just find your next favorite book over a pizza.
NB: If you plan to go for lunch, please consider bringing cash, as some restaurants only accept card payments after a certain amount.
Reading Party ☕️📚
\*\*\*\*\*\*
***For address and more details see the website www.pausify.org***
\*\*\*\*\*\*
**Event Info:**
Pausify is the **biggest community and most active** of book lovers and creatives in Berlin.
Impressions: Instagram: **[@Pausify (Co-Reading Space)](https://www.instagram.com/pausify_org/)**
Events happen every Sat and Sun at 11 AM.
Bring along your **current book to read** (or something **creative** to work on) and join us for this mix of a shared focus time + discussion.
\- 11:00\-11:30 \- Meet & greet
\- 11:30\-12:30 \- Silent focus time
\- 12:30 \- Discussion of books/ projects over coffee
Afterwards, join for lunch if you'd like (optional).
**Drinks & snacks are included** ☕️
* **To reserve your place, a ticket (€9,90/event) or a community pass (only €17,90/MONTH) [from the website ](https://pausify.org/)*www.pausify.org* is required**
* **Attendance here doesn’t show all sign-ups from other platforms. We usually have about 50 to 100 people at each event.**
***FAQ: Why does it cost money if I bring my own project?***
Because we rent a beautiful, central space for every event. Ever thought your monthly apartment rent was too high? Well, multiply that – that’s what commercial spaces in big cities like Berlin cost *per hour*.
Of course, if all you want is just some quiet time, your home or a library is perfect. But if you’d like to focus & connect with others in an inspiring space – with drinks, snacks included – that’s what your ticket helps to cover.
See pics from our events below - and on our Instagram: **[@Pausify (Co-Reading Space)](https://www.instagram.com/pausify_org/) ☕️**
**[Pausify Co-Reading Space Website](https://pausify.org/) www.pausify.org**
For questions, please contact us over [Website ](https://pausify.org/) www.pausify.org as this platform can have issues. Thank you!
*Please note that photos and videos may be taken during the event and used for promotional purposes to highlight and share the experiences at our events. If you have concerns, don't hesitate to approach the event organizers before the event.*
Upcycling Workshop with Palettes ♻️
**Upcycling Workshop with Palettes ♻️**
**Build. Transform. Reimagine.**
📍 Berlin \| May 14\, 2026
Let’s transform waste—together.
Hosted by **OK Labs (Onaranlar Kulübü)** in collaboration with Engelnest.
Join us for a collaborative, hands-on upcycling workshop where discarded pallets are turned into functional furniture and ideas become real, physical designs.
This is more than just a workshop.
It’s a collective act of making, thinking, and creating together.
***
**What to expect**
* Design and build furniture from pallets
* Work collaboratively in small teams
* Learn by doing — hands-on, experimental process
* Be part of a creative, open-minded community
***
**Who can join?**
Makers, designers, and curious minds.
No experience needed — just bring your motivation to build and collaborate.
If you enjoy working with your hands, thinking creatively, and being part of a team, you’ll fit right in.
***
**Workshop Program**
This one-day co-creation workshop brings together makers, designers, and curious minds to explore ideas, experiment with materials, and turn concepts into tangible outcomes through a hands-on, collaborative process.
10:00 – 10:15 Welcome & Introductions
10:15 – 10:30 Concept Framing & Workshop Brief
10:30 – 10:45 Space & Material Walkthrough, Team Formation
10:45 – 12:30 Design Sprint – Phase 1
(Ideation, concept development, and production planning)
12:30 – 13:30 Break
13:30 – 15:30 Design Sprint – Phase 2
(Concept refinement and start of prototyping)
15:30 – 17:15 Build & Production Phase
(Fabrication and final iterations)
17:15 – 17:45 Showcase & Presentations
(Project presentations and outcomes)
17:45 – 18:00 Reflection & Closing
***
🗣 **Language:** English
📍 **Location:** Engelnest Coworking Space, Berlin
🗓 **Date:** May 14 — Design & Production Workshop
✨ **Limited spots available**
\*\*\*
The workshop is free of charge and includes catering; if you have any specific dietary requirements, please kindly share them with the organizing team in advance.
\*\*\*
If you have any questions, feel free to drop us a line at ufuk@oklabs.co
Lean Coffee for Managers & Leaders
Join us for an upcoming in-person Lean Coffee meetup. Lean Coffee is a lightly-structured meeting format where the attendees create the agenda.
Bring your management challenges; whether you're managing people, products, processes or beyond, and solve them together with peers from a diverse set of backgrounds.
This event is great for anybody trying to create better ways of working and wants to share with + learn from others trying to do the same.
MongoDB Events Near You
Connect with your local MongoDB community
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
Columbus PHP: Monthly Meetup
Our monthly PHP meetup.
A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm
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
Manic Mondays with Salsamante Dance Academy
Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves.
The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate.
730pm-830pm Bachata Cool Moves
830pm-930pm Salsa On 1 (Beginner/Intermediate)
15 for One Class
20 for Both
Free Parking & Plenty of Dance Space.
Viva Dance Columbus 2809 Festival Lane Dublin OH 43017
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
LLM Showdown: ChatGPT vs Claude vs Gemini vs Local Models
Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability.
You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required.
LOGISTICS AND PARKING:
The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks!
The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.
CBusData - Practical AI for Power BI Developers
Practical AI for Power BI Developers
A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective.
This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly.
Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.



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