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Frequently Asked Questions
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MongoDB Events Today
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MUSICIANS MEET UP & JAM SESSION
## **DNA. presents "ARTISTS MEET UP & JAM SESSION"**
##### ****\- a Free & Creative Space for Artists of all kinds to Connect\, Share & Grow\. Together\.
In this space, it's all about community, creativity & collaboration.
Whether You're a storyteller, musician, poet, dancer, or visual artist, this space welcomes every form of expression.
> Every respectful person is invited to join.
We talk, we drink, we laugh, we get to know each other & we share our Stories.
\*\*WHEN:\*\*
Every Monday
7 - 11 pm
**LINE UP:**
DOORS & MEET UP: 7 pm
MEET & GREET: 7 - 8 pm
JAM SESSION: 8 - 11 pm
ATELIER FLOOR (HOUSE MUSIC): 9 - 11 pm +
**SET UP:**
for the Jam Session... there is a full band set up available
**WHERE:**
[DNA. ART HOUSE](https://maps.app.goo.gl/4XrC8gTPtdDGb3oB6)
Wrangelstraße 25
10997 Berlin
##### **TICKETS:**
Box Office: Free for DNA. Members\* / 5e regular (Daily Membership\*\*)
**+ FREE ENTRY & FREE DRINK** for Every Artist joining the Jam Session
**SIGN UP:**
No signup needed – just come over & be part of our Creative Community.
For more info see: [www.dna-artclub.com](https://www.google.com/url?q=https://www.google.com/url?q%3Dhttp://www.dna-artclub.com%26amp;sa%3DD%26amp;source%3Deditors%26amp;ust%3D1726165890491369%26amp;usg%3DAOvVaw0tJ9La9WXHWzLDW3XsmuEZ&sa=D&source=docs&ust=1726165890529967&usg=AOvVaw2auoUIdwYdu4PnO3_kfvNh) / follow us on IG: [@nightart.club](https://www.instagram.com/nightart.club) :)
...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! From A1 to B2 *Read Description
**Hi everyone!**
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 B1 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**
Peak Mind, Long Life: Mentale Performance durch Biohacking
📅 **11.05.** \| 🕛 **19:00 Uhr** \| 💻 **Uma Hub**
Kennst du diese Momente?
Du bist eigentlich bereit – aber dein Kopf ist voll.
Du willst fokussiert arbeiten – aber deine Energie streut.
Du weißt, was zu tun ist – aber kommst nicht in den Flow.
Und genau hier entscheidet sich Performance.
Denn mentale Performance ist kein Zufall.
Sie entsteht – oder sie bleibt ungenutzt.
Viele versuchen, das mit mehr Disziplin zu lösen.
Doch echte mentale Performance entsteht anders:
durch Klarheit, durch einen bewussten Umgang mit Druck und durch die richtigen Strategien im Alltag.
**In dieser Fokusgruppe findest du genau das:**
* ehrlichen Austausch auf Augenhöhe
* konkrete Impulse für mehr Fokus & Energie
* neue Perspektiven auf nachhaltige Performance
**Agenda:**
1. Kurzer Impulsvortrag (Zusammenfassung bisheriger Research-Ergebnisse)
2. Offene Diskussion
3. Networking
**Wir freuen uns auf dich!!**
am 📅 **11.05.** \| im 🕛 **19:00 Uhr** \| im 💻 **UMA Hub Coworking & Cafe**
Lerne Reden zu halten und Menschen zu begeistern | Berliner Rhetorikmeister
Liebe Rhetorikfreunde,
Habt ihr Lust, die Kunst des Redens zu erlernen?
Du kannst als Gast einfach reinschnuppern oder als Clubmitglied das volle Programme nutzen.
Mithilfe eines ausgezeichneten praxisorientierten Programms kannst du einen von 11 verschiedenen Lernpfaden auswählen und in 5 aufeinander aufbauenden Stufen lernen:
* frei und ohne Blackout zu reden
* unterhaltsam und überzeugend zu präsentieren
* souverän zu moderieren
* Deine Körpersprache wirkungsvoll einzusetzen
* spontan zu einem vorher unbekannten Thema zu pitchen
Haben wir dich neugierig gemacht?
Ganz gleich, ob du einfach mal „reinschnuppern“ oder dein Können gleich mit einer kurzen Stegreifrede unter Beweis stellen möchtest – wir freuen uns auf dich.
Willkommen sind
* Redebegeisterte
* Redescheue
* Kreative, denen die Werkzeuge zur Kommunikation fehlen
* Angestellte/Selbstständige, die besser vor Publikum oder vorm Chef reden wollen
Du kannst bei uns alle aktuellen Herausforderungen trainieren:
* Präsenztreffen vor Publikum
* Onlinetreffen
* Präsentieren
* Pitchen
Wir freuen uns auf rege Teilnahme und Anmeldung.
***
Der Eintritt ist kostenfrei.
Wir beginnen pünktlich um 19:00 Uhr. Einlass ab 18:45 Uhr.
Become a Landlord/lady. Werde Vermieter:in. On Demand: MON THR 6pm-7pm R.s.v.p.
We make landladies and landlords. They buy a flat and pay just 1/4. Tenants and tax cuts pay 3/4. It's not a trick. It's government policy. Our Federal Governments, past and present, want taxpayers to become landlords and landladies, buy property, rent it out to tenants and enjoy passive income later. Come check this out. No strings attached. No sales. Just a meet and greet for orientation. And an after work drink.
Wir machen Vermieter. Steuerzahler kaufen eine Wohnung und zahlen dafür nur 1/4. Mieter und Finanzamt zahlen 3/4. Das ist kein Trick. Das ist Politik: Alle Bundesregierungen wollen, dass Steuerzahler Wohnungen kaufen, Mieter reinnehmen und später Beton‑Rente bekommen. Info-Abend nur zur Orientierung. Kucken kostet nichts.
S,U Bahnhof Zoo, Kantstraße 163-165, 10623 Berlin,
Motel One Upper West, 10th floor, exit lift to the right, turn left,
circumvent the sign "vorübergehend geschlossen"
Go justs there. I'll be there Georg Holzach. 0177 8181 900 WhatsApp
Wanna read somethin before: landlord.holza.ch betonrente.holza.ch
Writers (Feedback) Session
### Open Platform for Writers to connect, share & grow. Together.
We create a safe space to be creative, connect through writing and give and receive feedback from each other.
Get ready for bringing in different writing styles and helping each other improve our own writing skills and get to know some new friends.
...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.
Open Draw
Kommt am 2. Montagabend im Monat ins Offene Wohnzimmer zum Open Draw!
Raucht Euch auch manchmal der Kopf von zu viel PC-Arbeit? Der Asphalt der Stadt ist heute wieder viel zu grau? Ihr würdet am liebsten mal wieder wild auf einem Blatt Papier rumklecksen oder gedankenverlorene Linien zeichnen?
Höchste Zeit zur Tat zu schreiten!
Wir wollen in entspannter Atmosphäre die kreativen Zellen auf Volldampf fahren und uns der Inspiration überlassen. Mit Musik im Hintergrund sowie Wein, Tee und Snacks im Repertoire wird dann gekleckst, gemalt, gezeichnet, geklebt, geredet und gelacht. Das Ganze kann sehr ambitioniert stattfinden, aber genauso zum Hirn-abschalten dienen. Austausch, Bilderswapping und gegenseitige Tipps/Kritik sind sehr willkommen.
Material stellen wir (Kreide, Bleistift, Wasserfarbe, Acrylfarbe, Pastellstifte, Kohle, Papierbögen, Spiegel, Postkarten, Zeichenbücher, Illustrierte).
Sujet kann alles sein: Der/die Tischnächste, der letzte Traum, oder der Feldhase Dürers. Technik auch: Von (Selbst)portrait über Stilleben bis zur Comiczeichnung soll alles abgedeckt werden.
Wir bieten jeden 2. Montag im Monat offene Treffen zum kreativen Arbeiten sowie gelegentlich technik- und themenbasierte Workshops an.
Wie immer wird um eine Spende für Raummiete/Material von 5-10€ gebeten.
Anmeldung: Katharinav.runnen@gmx.de
MongoDB Events This Week
Discover what is happening in the next few days
[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/.
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.
Vue.js // Berlin #106
**We switched away from Meetup for organizing this event!**
Right now, you have a couple of options, because we're still trying to find the best alternative.
Please go to one of the following event pages, instead, and let us know, which one you'd prefer and for what reason! Help us find the best way to organize the event while supporting Free and Open Source software!
\* [lu.ma/vuejs_berlin](https://lu.ma/vuejs_berlin) \- not open\, unfortunately
\* [openmeet.net/groups/vuejs-berlin](https://openmeet.net/groups/vuejs-berlin) \- open alternative that supports atproto
\* [roomy.space/vuejs.berlin](https://roomy.space/vuejs.berlin/) \- open community chat linked to OpenMeet
Longevity Berlin Stammtisch - May Edition!
Hi Berlin!
The last Longevity Berlin dinner was such a success that we've decided to make it a regular thing. So join us for another informal evening of **healthy food and longevity chats**, this time at **Chay Long, Prenzlauerberg.**
It will be a good chance to meet new and old faces, nerd out about longevity and exchange ideas about preventive health, mental wellbeing, nutrition, exercise, biohacking and more!
📍 **Location**: Chay Long (Prenzlauerberg), Berlin
🗓️ **Date**: Tuesday, 12 May
🕡 **Time**: from 6:30 PM
+1s are welcome. We look forward to seeing you there 🌿💚
*Longevity Berlin team*
[https://longevity-germany.com/](https://longevity-germany.com/?utm_source=luma)
**About us:**
[Longevity Germany](https://longevity-germany.com/en?utm_source=luma) is a leading community and platform dedicated to accelerating the longevity movement in Germany and making it accessible, open and human.
regular NixOS Meetup @c-base
We are back in the c-base!
Do you already run NixOS and want to talk to other people or want an introductory session with some NixOS users. Just bring your machine!
Usually there are no topics, we just sit in front of our computers, talk about stuff, debug some problems or review some PRs on nixpkgs.
There are drinks usually available from the c-base bar.
If you can't find us. just ask around or ask in irc (#krebs on hackint)
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).
FreeCodeCamp Berlin: Co-Learning & Co-Working
**Chat & Updates:**
Telegram: [https://t.me/+VfHrJXPGVWLflGhz](https://t.me/+VfHrJXPGVWLflGhz)
Discord: [https://discord.gg/SVb44D9](https://discord.gg/SVb44D9)
**\*Deutscher Text unten\***
**Come & go as it fits your schedule**
We are meeting in-person and online every week. We offer an office environment for self-study, work and presentation/discussion (lightning talks).
**Schedule:**
* 10am open doors
* 10am online video conference open [https://meet.in-berlin.de/fcc](https://meet.in-berlin.de/fcc)
* optional, afternoon, around 1pm: 1h presentation session (if requested / offered)
* 6pm or extended open-end
**Open co-working / co-learning**
work on the FreeCodeCamp curriculum or your own project. Vibe inside but vape outside.
**Mutual exchange**
and support is welcome. English and German, as needed.
We have fast internet, chocolate bars, drinks and a nice atmosphere. :-)
**Personal Consultation / Career advice**
Bodo runs this meetup for many years. As a Senior Dev/DevOp he is open to giving guidance for your questions about career development.
Book a free appointment (up to 60min) with him here: [https://calendar.app.google/yoZfVZR4D9zwt5in7](https://calendar.app.google/yoZfVZR4D9zwt5in7)
**Code presentations on the projector**
Everybody can participate. Show your code and present your project/problem. Get feedback or help and let others learn from you!
You don't have to prepare a fancy presentation, show us what you're working on. Also in English or German, as you feel more comfortable.
**Komm und gehe jederzeit. Zeitplan:**
* 10:00 Uhr Öffnung vor Ort
* 10:00 Uhr online room [https://meet.in-berlin.de/fcc](https://meet.in-berlin.de/fcc)
* Nachmittag, ca 13 Uhr: optional 1 Std. Präsentation / Gruppen-Diskussion (nach Angebot/Bedarf)
* 18:00 bzw. länger, open-end
**Präsentationsrunde**
nach Bedarf und Angebot am Nachmittag. Dort man kurz zeigen, woran man gerade arbeitet, eventuell Hilfe bekommen oder interessante Tool vorstellen.
Du musst keine große Präsentation vorbereiten.
Ebenfalls auf Englisch oder Deutsch, wie Du Dich wohl fühlst.
**Gegenseitiger Austausch**
und Unterstützung sind willkommen. Es wird Englisch und Deutsch gesprochen.
**Persönliche Beratung / Karriereempfehlung**
Bodo veranstaltet dieses Meetup seit vielen Jahren. Als Senior Dev/DevOp gibt er Dir auch persönliche Ratschläge für Karriere im 1:1 Gespräch.
Reserviere Deinen kostenfreien Online-Videocall (bis zu 60min) hier: [https://calendar.app.google/yoZfVZR4D9zwt5in7](https://calendar.app.google/yoZfVZR4D9zwt5in7)
**Tech & Buzz:**
Claude Code, nodeJS, npm, nvm, TypeScript, JavaScript, Bootstrap, Tailwind, Bulma, React, Angular, NextJS, Vue, Nuxt, Docker, Container, Virtualization, Django, Codex, LLM, vibe coding, static site generation, OAuth2, Simple SAML, UX, UI, CMS, markdown, Hugo, Netlify, freeCodeCamp, Udemy, Community, Frontend Masters, Backend, SQL, noSQL, MySQL, Python, Linux, Development, git, Version Control, HTML, CSS, Open Source, Responsive Web design, Relational Database, API, Data Science, Machine Learning, Infosec, Cybersecurity, Big Data, AI, Artificial Intelligence, ChatGPT, Stable Diffusion, Data Structures, Data Mining, Ethical Hacking, OSI, Network Security, Julia, Deno, Test driven development, CI, continuous delivery, Deployment Pipe, Bash, devOps, Gitlab, GitHub, Jira, Cloud Computing, Azure, AWS, Apache Server, SSH, Algorithm optimization, SEO, C/C++, Mobile Apps, Apple iPhone, mac OS, Firefox, Chrome, Android, Programming Languages, Cryptography, Patching, Blockchain, DApp, Solidity, Analytics, geek, nerd, Neural Network, MongoDB, ExpressJS, Flutter, Go Lang, AJAX, OOP, UML Diagram, Computer Science, Engineering, Modell, View, Controller, Requirements, risks analysis, PKI, SSL, PGP Certs
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.
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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