Neural Networks
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Frequently Asked Questions
Yes! Check out neural networks events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the neural networks events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Neural Networks Events Today
Join in-person Neural Networks events happening right now
Ballet Basics Workout – RSVP
I'm really excited to announce our next Meet Up event. It will take place at Core studio in Rennweg
Rennweg 12, 8001 Zurich.
The is dedicated to everyone who likes the idea of exercising with the music, dancing and learning a bit of ballet. Find out how to set up the a great posture, learn about body conditioning as well as mind & body connection. Unlike at most general adult ballet classes we will show you how exercise with the precision and focus, getting great results.
A great class for those that are just starting with ballet, or those who are conscious about using their body precisely and targeting correct muscle groups in order to achieve greater results. The class is structured as a unique combination of ballet exercises, Pilates, stretching and motivation. Open to all levels.
You will need to bring a smile, some water and wear comfortable exercise cloths. The class will be 60 minutes which should be more than enough to get those muscles warmed up and you posturised ready for the next session.
There's a small cost to cover the venue and facilities - CHF 40.-
For more details about the training provider please see:
https://www.balletbodysculpture.com/ballet-body-sculpture-classes-in-zurich
n8n Community Meetup Switzerland by n8n (Thema: n8n Claw)
***
### 🇩🇪 Deutsche Version
**n8n Zurich Community Meetup #3 – Build the Claw Bot**
Nach unserem letzten Meetup mit fast 40 Teilnehmer:innen ist klar: Die n8n Community in Zürich wächst – und wir freuen uns auf Runde 3.
**Was dich erwartet**
Diesmal wird's hands-on. Wir bauen gemeinsam in einem Mini-Hackathon den **n8n Claw Bot** – in Teams, mit echtem Code, echten Workflows und echtem Spass am Ergebnis. Egal ob du n8n schon im Alltag einsetzt oder zum ersten Mal davon hörst: Die Teams werden so aufgestellt, dass alle etwas mitnehmen.
Repo zum Vorbereiten (oder einfach mal reinschauen): 👉 [https://github.com/freddy-schuetz/n8n-claw](https://github.com/freddy-schuetz/n8n-claw)
Wir werden versuchen, das Setup gemeinsam vor Ort durchzuziehen.
**Special Guest**
Ein virtueller Überraschungsgast hat sich angekündigt. Mehr verraten wir noch nicht. 👀
**Was du mitbringen solltest**
* Laptop (zwingend – ohne kein Hacken)
* Neugier
* Optional: dein aktuelles n8n-Projekt für den Austausch danach
**Details**
📅 12. Mai 2026 📍 OfficeLab Baslerpark, Zürich 🎟️ Eintritt frei – Anmeldung über Luma erforderlich
Wir freuen uns auf bekannte Gesichter, neue Gesichter und alles dazwischen.
Bis bald, Robert *n8n Ambassador Switzerland*
***
### 🇬🇧 English Version
**n8n Zurich Community Meetup #3 – Build the Claw Bot**
After our last meetup with nearly 40 attendees, the direction is clear: the n8n community in Zurich is growing – and we're back for round 3.
**What to expect**
This time we go hands-on. Together we'll build the **n8n Claw Bot** in a mini hackathon – in teams, with real code, real workflows, and a real result at the end. Whether you already use n8n daily or you've never touched it: teams will be balanced so everyone walks away with something.
Repo to preview (or just star for later): 👉 [https://github.com/freddy-schuetz/n8n-claw](https://github.com/freddy-schuetz/n8n-claw)
We'll attempt to get the setup running together on-site.
**Special Guest**
A virtual surprise guest has confirmed. We're not spoiling who. 👀
**What to bring**
* Laptop (mandatory – no laptop, no hacking)
* Curiosity
* Optional: your current n8n project for the post-event chat
**Details**
📅 May 12, 2026 📍 OfficeLab Baslerpark, Zurich 🎟️ Free entry – RSVP via Luma required
Looking forward to seeing familiar faces, new ones, and everything in between.
See you there, Robert *n8n Ambassador Switzerland*
✨DC4131 - Beer on Tuesday (BoT) Zurich🍻
Come and experience the infamous DC4131 hacker meetup vibe! 👾🍻
Please find more event specific info's on our **[webpage](https://www.beerontuesday.ch/)**.
If you have any location specific questions, reach out to the local BoT Master, otherwise please don't hesitate to contact the board through our **[website](https://www.defcon-switzerland.org/)**.
Did someone say **SWAG?! –** That’s right baby, we are back with our refreshed swag shop, where you can now again purchase the latest and sexiest DC4131 Swag – All options and details are here: **[DC4131 Swag Shop](https://industryink.co.uk/collections/defcon)**
We are also on **[Discord](https://discord.gg/Q3KXn5u)**[ ](https://discord.gg/Q3KXn5u):) Come say hi!
Start-up Event – Von der Reichweite zum Revenue: Tipps aus erster Hand
Du hast eine Idee – aber fragst dich, wie du sichtbar wirst und erste Kund:innen gewinnst?
Beim nächsten Start-up Event dreht sich alles um **Visibility & Sales** – zwei entscheidende Faktoren für den Erfolg deines Start-ups. Zwei Gründer:innen geben in kurzen Pitches Einblick in ihre unternehmerische Reise und zeigen, wie sie Marketing und Vertrieb konkret aufgebaut haben.
Im anschliessenden Paneltalk vertiefen sie ihre Erfahrungen, sprechen offen über Herausforderungen und teilen zentrale Learnings aus der Praxis.
Du hast die Möglichkeit, deine Fragen direkt einzubringen und dich aktiv am Gespräch zu beteiligen.
Abgerundet wird der Abend durch einen Networking-Apéro: die ideale Gelegenheit, um dich mit anderen Studierenden, Gründer:innen, der Smart-up Community und darüber hinaus zu vernetzen und neue Impulse für deine eigene Idee mitzunehmen.
**Speaker:**
**Hans-Peter Bolliger — CEO & Inhaber PanoramaKnife GmbH**
Unternehmer und kreativer Kopf hinter PanoramaKnife. Er teilt Einblicke in den Aufbau seiner Marke und zeigt, welche Marketing- und Vertriebsansätze in der Praxis funktionieren.
**Christina Reh — Co-Founder von baybies & Aiko Pet Foods**
Marketing- und Sales-Expertin mit Fokus auf nachhaltige Start-ups. Sie verbindet datenbasiertes Marketing mit praktischer Gründungserfahrung.
Programm:
· Begrüssung & Einführung
· 2 Start-up Pitches
· Moderierter Paneltalk
· Q&A
· Networking-Apéro
**Jetzt kostenlos anmelden und deinem eigenen Start-up einen Schritt näherkommen!**
*Anmeldelink:* [https://entrepreneurship-training.ch/module1/lucerne/](https://entrepreneurship-training.ch/module1/lucerne/)
Wir freuen uns auf deine Teilnahme!
ROBERT SCHNEIDER - Schlafes Bruder
»Das ist die Geschichte des Musikers Johannes Elias Alder, der zweiundzwanzigjährig sein Leben zu Tode brachte, nachdem er beschlossen hatte, nicht mehr zu schlafen.« – Mit seinem Debütroman über das Leben und Sterben eines musikalischen Genies in einem österreichischen Bergdorf gelang Robert Schneider ein sensationeller Welterfolg, der in über 30 Sprachen übersetzt, erfolgreich verfilmt und zu einem Klassiker der Gegenwart wurde.
Quelle: Klappentext Reclam Verlag
"Schlafes Bruder" ist ein ferner Nachkomme deutscher Romantiker, Novalis, Tieck und E.T.A. Hoffmann haben Pate gestanden. Schneiders Sprache ist durchsetzt von altertümlich klingendem Deutsch, viel Dialekt, phantastischen Wortschöpfungen - und von einer Menge Pathos getränkt. Es ist ein sprachmächtiges Buch, das schon beim Erscheinen vor einem Vierteljahrhundert aus der Zeit gefallen schien. Heute wirkt dieser Effekt noch stärker.
Das spricht nicht gegen den Roman. "Schlafes Bruder" von Robert Schneider entzieht sich den allermeisten Kategorien der deutschsprachigen Literatur der letzten Jahrzehnte - ein literarisches Unikum.
Quelle: DW Kultur
Coffee & Chat in English
Please note that the name of the locality DOODE has been changed into Niko Niko Ni, Café Restaurant Bar.
Join us for Coffee & Chat and practice your English!
Every 2nd Tuesday of the month we meet at Niko Niko Ni, Café Restaurant Bar, Winterthur at 10:00 chat until 12:00. Ana is the organiser of this event. If you do not know her, look for the International Club Postcards on the table.
We look forward to seeing you!
Non-members are always invited to attend our events! This is a wonderful opportunity to experience what we have to offer and see if our club is the right fit for you. After joining us for 1 or 2 events, you can decide if you’d like to become a member. We look forward to welcoming you!
About Us: The International Club Winterthur aims to connect, support and integrate individuals and families who have an international connection or interest. We are a non-political, not-for-profit, English-speaking association, actively fostering friendships and networks in Winterthur and its greater area. Follow us on MeetUp for our upcoming events: [https://www.meetup.com/the-international-club-winterthur/](https://www.meetup.com/the-international-club-winterthur/)
Disclaimer: Please note that the International Club Winterthur is not responsible for any injuries or damages that may occur during the event. Additionally, photos may be taken at the event and shared on the club's social media platforms.
Practice your programming skills with Python, Js, Java, C(++) or ...
Anybody who wants to practice their programming skills is welcome. We share our ideas, learn from each other, do some exercise, ask questions, etc. This meetup is the best for those who want to improve their skills by programming and learning in a group
If you want to learn more about our Co-Learning, please have a look at our website:
[https://opentechschool-zurich.github.io/](https://opentechschool-zurich.github.io/)
\*\*\*
We have a chat group you can join to get more information:
[https://app.element.io/#/room/#ots-zh:matrix.org](https://app.element.io/#/room/#ots-zh:matrix.org)
(You need to create a free account if you don't already have one)
Remote participants are also welcome. You first need to join the Element chat and then get into the video call that we start at around 19:00 (if we forget, pleas ping us in the Element chat!)
\*\*\*
Our main languages are Python and Javascript, but we welcome every programming languages.
Some of the skills we can help you learning:
* Python and
* ... PyGame (Zero / Play)
-.... Flask
* ... Jupyter and data science
-... PySide2 / PyQt
* ... Shoebot
* C++ and
* ... Qt
* ... cmake
* ... and modern C++
* Flutter for Apps
* PHP and
* ... Vue.js
* ... Wordpress
* JS and React.js
We have a few Github repository that can be interesting to browse:: https://github.com/opentechschool-zurich/
Neural Networks Events This Week
Discover what is happening in the next few days
(External RSVP) GitHub Copilot Dev Days
\*\* Important RSVP [here](https://www.aicamp.ai/event/eventdetails/W2026051307) (Due to room capacity and venue security, it's required to pre-register at the link for admission).
RSVP on Meetup is turned off.
**Description:**
Join us for a community-led developer event focused on AI-assisted coding with GitHub Copilot. This event brings together developers to explore practical workflows, real-world use cases, and hands-on experiences using GitHub Copilot.
Whether you are new to GitHub Copilot or already using it, this event will help you better understand how to apply AI-assisted coding techniques in everyday development.
**Agenda**
\- 4:30pm: Doors open\, Snacks\, and Networking
\- 5:00pm: Welcome\, Community update
\- 5:10pm\~5:40pm: Tech talk: GitHub Copilot overview
\- 5:40pm\~6:40pm: Tech talk: GitHub Copilot in Practice
\- 6:40pm\~7:30pm: Open discussion and closing
**Tech talk: Mastering GitHub Copilot CLI**
**Speaker:** Aymen Furter - Cloud & AI Solution Engineer, Microsoft
**Abstract:** Learn to harness the power of agentic development by transitioning to autonomous, multi-step terminal workflows. This session focuses on mastering plan-based execution, repository-aware context, and integrating external data via the Model Context Protocol.
**Tech talk: GitStop Using GitHub Copilot Like a Toy**
**Speaker:** Emanuele Bartolesi - GitHub Tech Lead, Xebia
**Abstract:** Hub Copilot is easy to love in a demo. Real projects are different. Production codebases come with legacy code, missing context, inconsistent patterns, unclear requirements, and delivery pressure. That is where GitHub Copilot either becomes a real advantage or just an expensive toy. This talk focuses on practical ways to use Copilot in real development workflows, going beyond autocomplete. Agent mode, skills, Copilot CLI, and better prompting can make a real difference when working in messy repositories and under real deadlines. Designed for developers and tech leads who want more than flashy demos, this session shares concrete tactics to get better output, reduce noise, and make Copilot genuinely useful in day-to-day software delivery.
**Speakers/Topics:**
Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA)
**Venue:**
Microsoft Schweiz GmbH
The Circle 02, 8058 Zürich ZH
**Sponsors:**
We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 3,000+ AI developers in Zurich and 500K+ worldwide.
Conversatorio Literario y Lectura de Poesía
Ciclo Literario AKASHA — Libros que inspiran
Les invita a una tarde de diálogo literario e inspiración en torno a tres grandes figuras de la literatura universal: Goethe, Rilke y Valmiki.
El encuentro contará también con la participación de autoras contemporáneas que nos compartirán parte de su obra poética.
AKASHA cuenta con una selección de libros en español. La entrada es gratuita, habrá venta de libros y un aperitivo. 📚🍷
📍 Sábado 16 de mayo de 2026
🕔 17:00 – 18:30
📍 Librería AKASHA – Seestrasse 53, 8712 Stäfa
De-Stress from Work with Somatic Exercises
[TICKETS FOR THIS EVENT ARE SOLD VIA EVERSPORTS](https://www.eversports.ch/org/activity/a3ac0cae-7fe8-4a6d-ae56-3961e0214445)
Stress is eating you up? Can't stop overthinking? And when you finally want to get some rest after a hard day at work, you can't sleep? Prolonged stress can seriously affect your health, even contributing to burnout.
The good news, there are many ways to reduce stress and keep it at a reasonable level. Somatic exercises help you regulate your nervous system, calm your body down, and release built-up tension.
The exercises are part of a body psychotherapy method created by doctor and therapist Alexander Lowen in the 1950s. We are guided by one key concept: our feelings are reflected in our bodies. And our bodies have the power to regulate our emotions and heal the mind.
Remember the last time you were extremely stressed? Chances are high you experienced it on a physical level. Sensations such as:
* Faster heartbeat
* Headache
* Tense shoulders
* The feeling of something sitting in your throat
* Stomach pains or nausea
* A sense of having soft and weak legs
These are just some of the examples of how our bodies react to stress.
[Research ](https://pmc.ncbi.nlm.nih.gov/articles/PMC5579396/)shows that chronic stress can have a negative impact on our heart, immune and digestive systems, hormones, and memory, to name but a few. According to a [review of various studies](https://pmc.ncbi.nlm.nih.gov/articles/PMC8458738/) body psychotherapy approaches may bring about the reduction in people’s psychological distress.
This workshop will give you easy tools to use when your stress levels rise. Deepening the practice at home will help you build stress resilience in the long run. The workshop will be especially useful for people who experience work-related stress but anyone can benefit from the practice.
What you'll learn and try out:
* You'll understand your own stress response better.
* You'll pay more attention to early stress signs and will be able to react before stress hits you hard.
* You'll try simple exercises to manage stress tension on the go, even during a coffee break at work, not just sitting on a meditation pillow in a quiet spa!
You'll gain the tools to build your lifelong stress resilience. We’ll cover the most common body symptoms and experiment with relevant somatic (bioenergetic) exercises for stress.
The workshop is open to participants of all genders.
**Your Facilitator**
Anka Grzywacz is a psychologist and body psychotherapist in training (final year of a 4.5-year training). She has extensive experience and 1.5 years of training in the facilitation of psychological workshops. She is also a sex therapist.:
[TICKETS FOR THIS EVENT ARE SOLD VIA EVERSPORTS](https://www.eversports.ch/org/activity/a3ac0cae-7fe8-4a6d-ae56-3961e0214445)
GitHub Dev Days - Zurich
Join us for a community-led developer event focused on AI-assisted coding with GitHub Copilot. This event brings together developers to explore practical workflows, real-world use cases, and hands-on experiences using GitHub Copilot.
Whether you are new to GitHub Copilot or already using it, this event will help you better understand how to apply AI-assisted coding techniques in everyday development.
**IMPORTANT**: Attendees must register [here](https://www.aicamp.ai/event/eventdetails/W2026051307).
**Agenda**
\- 4:30pm: Doors open\, Snacks\, and Networking
\- 5:00pm: Welcome\, Community update
\- 5:10pm\~5:40pm: Tech talk: GitHub Copilot overview
\- 5:40pm\~6:40pm: Tech talk: GitHub Copilot in Practice
\- 6:40pm\~7:30pm: Open discussion and closing
**Tech talk: Mastering GitHub Copilot CLI**
**Speaker:** Aymen Furter - Cloud & AI Solution Engineer, Microsoft **Abstract:** Learn to harness the power of agentic development by transitioning to autonomous, multi-step terminal workflows. This session focuses on mastering plan-based execution, repository-aware context, and integrating external data via the Model Context Protocol.
**Tech talk: GitStop Using GitHub Copilot Like a Toy**
**Speaker:** Emanuele Bartolesi - GitHub Tech Lead, Xebia
**Abstract:** GitHub Copilot is easy to love in a demo. Real projects are different. Production codebases come with legacy code, missing context, inconsistent patterns, unclear requirements, and delivery pressure. That is where GitHub Copilot either becomes a real advantage or just an expensive toy. This talk focuses on practical ways to use Copilot in real development workflows, going beyond autocomplete. Agent mode, skills, Copilot CLI, and better prompting can make a real difference when working in messy repositories and under real deadlines. Designed for developers and tech leads who want more than flashy demos, this session shares concrete tactics to get better output, reduce noise, and make Copilot genuinely useful in day-to-day software delivery.
**Speakers/Topics:**
Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration:[ Submit Topics](https://earthy-metatarsal-c87.notion.site/2b15ca2f7f6f80d781f9e2e636d42637?pvs=105)
**Sponsors:**
We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 3,000+ AI developers in Switzerland and 500K+ worldwide.
Sketch Circle Zürich @ Coin Coin
The Sketch Circle Zürich at the Coin Coin
COIN COIN\. \- Specialty Coffee \+ Matcha \| Wine Bar \| Art "OFF"space \| Co\-Working \| Events
Ernst-Nobs-Platz 1, 8004 Zürich
https://maps.app.goo.gl/Q7VHzNZLSktsrRtE6
It’s an informal meeting to chat, chill, network and have a beer between artists and art-interested people.
People bring their own sketchbooks, tablets, markers etc. and sketches, draws, paints stuff.
But no one is forced to create. You can also just come to have a drink and enjoy the creative vibe of a diverse and inclusive artistic group.
In these reels you see how such evenings look like…
Here you see how such evening looks like
https://www.instagram.com/reel/DKy9hUeqn9F/?utm_source=ig_web_copy_link&igsh=MzRlODBiNWFlZA==
See you there.
Animal Sketching in Natural History Museum
Animals can inspire you to use your creativity and improve your art skills. Many artists drew and painted animals. It makes sense when you observe the diversity in nature. Do you feel inspired?
**WHAT WE DO?**
**🦁** **I SHOW you HOW I SKETCH** **an animal with** **PENCILS**.
🦁 **CHOOSE your ANIMAL** **to draw.**
**🦁 AWAKEN your EYE** **in every trial.**
**Beginner?** You will learn more! In intimate groups I can help according to each level.
**Advance?** Skip explanation and draw in your own rhythm if you prefer.
**WHAT IS INCLUDED?**
🦋 **MATERIAL**
Drawing paper (Faber-Castell), pencils, eraser and support board.
🦋 **MY GUIDANCE**
2 hours with me. Ask me your doubts which are holding you from the improvement you want.
🦋 **FREE entrance**
to the Natural History Museum. Chairs available. [More info](https://www.uzh.ch/en/explore/museums/natural-history-museum.html)
**Came before to my lessons?**
CONGRATULATIONS! I will help you to continue growing!
**I SPEAK**
English, Spanish and German (intermediate level).
**Hi! I am Marga and I am here to help you to improve your life.**
Let me take care of everything. Good material, relaxing atmosphere, clear organization and kind support.
**FOLLOW ME TO LERN MORE FOR FREE:**
**[Marga Crea Arte](https://www.instagram.com/margacrea_art)** Youtube/Instagram/Facebook/TikTok).
Neural Networks Events Near You
Connect with your local Neural Networks community
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)
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.
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
General Business Networking - Columbus
**PLEASE BUY TICKETS THROUGH EVENTBRITE. RSVP THROUGH MEETUP IS NOT A TICKET PURCHASE CONFIRMATION.**
Strive welcomes you to 'General Business Networking', Columbus' hottest networking event! We are set in the perfect central location in Downtown for all to join.
Are you interested in business? Want to elevate your career? Meet Consultants, Analysts of all types, Bankers, Software Engineers, Entrepreneurs, and more who are active in the space or are eager to get started.
**\*\*This will be a multi-vertical event\*\***
**There will be professionals with backgrounds in the arts, finance, tech, real estate, healthcare, and more. Come with an open mind, and leave with connections that wouldn't be possible otherwise!**
Pack some business cards and come with an open mind!
Meet your future business partners, employers, coworkers, investors, and friends. You don't want to miss this opportunity to expand your network and create a brighter future.
We will have a space for our event to check-in.
The event will go from 6:00 PM - 8:00 PM (feel free to come at any point in this timeframe).
Name tags will be provided.
Business casual dress code. Job fair attire.
**Remember, it's not who you know, it's who you meet tomorrow!**
We look forward to meeting you at the event!
Sincerely,
Strive Networking Team
*Refund requests are permitted up to 24 hours after purchase, so long as we are not within 48 hours before the event start time. Refunds will be made in full and repaid to your method of payment. Note that we are unable to reimburse PayPal fees.*
*Disclaimer: By attending Strive Networking events you agree to photos/videos taken during the event being used to promote future events.*
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


























