Data Profiling

**What this is** Bank-desk feel without the stress. We refine playbooks, review trades, mark up charts, and keep each other honest on risk. **Where** Motel One Zurich, bar area. Head to the bar and ask for Financial Network Zurich. **When** Mondays, 19:00 to 22:00 19:00 arrivals and setup 19:20 market wrap and key levels 19:40 trading style analysis, indicators and strategy sharing 21:00 Open Networking **How we roll** Process first. Discipline always. Profits follow. **Bring** Laptop or a device where you can access your broker or charts. **Food and drinks** Order food and drinks with the waitresses whenever you like. **LINKS** Community Owner’s Direct (All Infos & Questions): Alessandro +41 76 279 32 84 WhatsApp Group: https://chat.whatsapp.com/DCSSmdHj7xr6F39ZAAWubX Financial Network Zurich: https://www.meetup.com/entrepreneurs-focus-and-network-workshop/ Founder’s Links (Alessandro): https://linktr.ee/alessandronfthyme

Ohne Vorkenntnisse / Solo-Anmeldung möglich Kursstart: Montag 13. April 2026 Kursdauer: 13. April - 18. Mai 26 (6 MAL) Kurszeit: 21 - 23h Leitung: Nadine & Alessandro Kurskosten pro Person: CHF 240.- / 12h Anmeldung unter: [https://salsarica.ch/kurse/salsa-cubana-anfaenger.html](https://l.facebook.com/l.php?u=https%3A%2F%2Fsalsarica.ch%2Fkurse%2Fsalsa-cubana-anfaenger.html%3Ffbclid%3DIwZXh0bgNhZW0CMTAAYnJpZBEwYUtJTHdWekhnWnViZGJ3QnNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR7M6AFORru1Fq7gmsR2zjTpxvgVemWURBaMDKEgl4uMoH4-JgtuPi9wVWzWRA_aem_ibj4awjA7vzbNxJbLVuZnQ&h=AT42ZCwVXI0-BEj0jiCl-BF3epVc0fN218zeh7quDkAipknTtXlO74-Sts57huafO-nKKzsAc2slbaD7k7lehiwLVjJSIZTDTkYr6D7-MdAL4sj3Q4g7XKptnkPl5ZxDjbb0sjbDzFzylUiB6Lht7A&__tn__=q&c[0]=AT49qz1B0FJn25DNxbn3Gqy97TvfirTKTs5h9eH3wtMMq2gfpkiVVa5I4Q3Dgx8knOeSnKWtXD8_YaUhshr2HPGNzj_AzWfMq3g0mQO1IXJdeMfVlG2i67GjUEJHomhJWNSgcd8s-3vBfULYlletGtOJ__7zh_J5fJA) Wir freuen uns auf euch! Ergänzende Infos: Salsa! Kein anderer Tanz hat in den letzten Jahren eine derart steile Erfolgskurve aufs Parkett gelegt. Die Salsa weckt Sehnsüchte nach der Karibik und versprüht wahre Lebensfreude. Salsa wird paarweise getanzt. Ein Partner führt, der andere wird geführt. Bei uns werden hauptsächlich Kurse im kubanischen Stil unterrichtet, der Salsa Cubana, welcher seinen Ursprung in Kuba hat. Die kubanische Salsa wirkt eher spielerisch, rhythmisch und lebendig und setzt sich aus unterschiedlichen lateinamerikanischen Rhythmen und Tänzen zusammen. Das wesentliche Merkmal des kubanischen Stils sind die Drehungen des Tanzpaares um einen gemeinsamen Mittelpunkt und das Kernstück des Salsa Cubana, die Rueda de Casino. Der Name Rueda rührt daher, dass alle beteiligten Paare einen Kreis bilden, wobei sie jeweils synchron die gleichen Figuren tanzen. Bedingt durch Partnerwechsel, die jeweils zu den getanzten Figuren gehören, dreht sich die Rueda bzw. das Rad. Der Kurs für blutige Anfänger oder für Leute, die sich mit den Basic-Elementen noch unsicher fühlen.

Following up our last meetup "LLM Coding Agent and Effect On Teams" we go hands on this time. **Human vs Machine – Hands-On Workshop** Who's actually in charge when you're coding with AI? In this 2-hour hands-on lab, you'll find out — by living it. Each group picks a LLM working mode and runs with it. All groups tackle the same coding kata. The kata is intentionally hard. You probably won't finish it — and that's the point. We'll pause, reflect, and get into it: \* Where did AI help? \* Where did it get in the way? \* What did you actually learn? Bring 👨🏻‍💻 your laptop your preferred 📟 code language your 📢 opinions AND your ready to use 🧠 AI tool.

Kommen Sie vorbei und lernen Sie care 4 kids kennen. Wir stellen uns vor, erzählen Ihnen über unseren Jobmöglichkeiten und beantworten alle Ihre Fragen. Wir sind im Starbucks an der Europaallee 7 (neben HB Zürich). Sie finden uns drinnen am Tisch . Auf dem Tisch sind care 4 kids Schablonen aufgestellt, damit Sie uns schneller sehen.:) Bitte bringen Sie Ihren vollständigen Lebenslauf mit und konsumieren Sie ein erfrischendes Getränk. Wir freuen uns auf Sie. *** Come and learn about care 4 kids and let us answer all your questions. Please find us at Starbucks Europaallee 7 (next to HB Zurich). We have care 4 kids sign set up so you can find us faster. :) Please bring us your CV and have a refreshing drink. We very much look forward to meeting you! ***

Hi there! I’m happy you have come across **Afro Dance Fitness classes**! Are you interested in group fitness (all levels) or dancing, Afrodance and Working out in a group of likeminded women to Afrobeats music, then this is for you! Afro Workout is an Afrodance inspired Dance Fitness Class in Zürich that combines dynamic dance moves and intensive Workout to Afrobeats. Similiar to Zumba but to Afro music including dance movement, fitness and sculpt. Afro is all about Good Vibes! Expressing a joy of living, to be confident and feel good in your body. Classes take place **every Monday from 7-8 pm** in Zürich Altstetten. For all levels! You don’t have to be a dancer or a fitness geek. Party, Dance and sweat with us to Afrobeats! First class is always free for first timers! Sign up for the FREE class [Free class](https://afroworkout.as.me/free-class) Please always sign up and RSVP to every class, via Meet up Event, [Email](vanessa@afroworkout.com) vanessa@afroworkout.ch, DM on Instagram or Sign up link on Website. There will be always more people in a class then shown on Meet up. Don‘t hesitate to sign up via above mentioned channels. Can‘t wait! Check daily updates and classes on [Instagram](https://instagram.com/afroworkout.ch?igshid=YmMyMTA2M2Y=) Website for more information and class info [www.afroworkout.ch](https://www.afroworkout.ch) Move, Dance and Stay Fit to Afrobeats!

Join us for the weekly Language Exchange! 🚀 Language Exchange WhatsApp Chat https://chat.whatsapp.com/C36TAgOl8Ei5qsWMNPZpHU Join the weekly Language Exchange (every monday) to work on your language skills, socialize and meet cool and open people. 💡HOW DOES IT WORK💡 1. Come to the location (for Spring and Summer the event will take place on a outside)☀️🍹 2. The Event Host will greet you🤜🏽🤛🏾 3. Choose the language flag that interests you and speak the language of the flag🇪🇸🇬🇧🇵🇹🇮🇹🇩🇪🇨🇭🇫🇷 4. Start talking with people around the world and improve your language skill💪🏽💭

Get stronger, train smart, and end every session with a laugh. We'll do a full-body strength workout followed by 1–2 fun games. Bring your training shoes and some water. **Schedule:** \-19:00 – 19:15 \| Setup & warm\-up \-19:15 – 19:55 \| Full\-body strength training \(squat\, hinge\, push\, pull\) \-19:55 – 20:20 \| 1–2 fun games – let yourself be surprised \-20:20 – 20:30 \| Cleanup **What to bring:** \- Indoor sport shoes \(clean soles\) \- Water bottle \- Towel \- Training clothes you can move and sweat in \- Changing rooms available\, no shower on site **Cost:** 3 CHF per session (covers hall rental). Twint to +41 79 123 16 74 or cash. **For everyone:** All levels welcome. The 4 main exercises are scaled to your level – beginners get easier variations, experienced lifters get challenged. The program is built around progressive overload to help you reach your goals effectively – whether that's weight loss, muscle gain, injury prevention, or just getting stronger. The games change every session – think "people playing in a gym" rather than "sports league". No skill needed, fun is what matters. Want updates and spontaneous session info? Message me directly to join our WhatsApp group. See you Monday! *** Stärker werden, smart trainieren, und jede Session mit einem Lachen beenden. Wir machen ein Ganzkörper-Krafttraining und danach 1–2 Fun Games. Bring Trainingsschuhe und Wasser mit. **Ablauf:** \- 19:00 – 19:15 \| Aufstellen & Warm\-up \- 19:15 – 19:55 \| Ganzkörper\-Krafttraining \(Squat\, Hüftstreckung\, Drücken\, Ziehen\) \- 19:55 – 20:20 \| 1–2 Fun Games – lass dich überraschen \- 20:20 – 20:30 \| Aufräumen **Was mitbringen:** -Hallenschuhe (saubere Sohlen) \- Wasserflasche \- Handtuch \- Trainingsklamotten zum Bewegen und Schwitzen -Umkleidekabinen vorhanden, keine Duschen vor Ort **Beitrag:** 3 CHF pro Session (deckt Hallenkosten). Twint auf +41 79 123 16 74 oder Bar. **Für alle:** Alle Levels willkommen. Die 4 Hauptübungen werden auf dein Level skaliert – Anfänger bekommen einfachere Varianten, Erfahrene werden gefordert. Das Programm setzt auf progressive Overload, damit du deine Ziele effektiv erreichst – egal ob Gewichtsverlust, Muskelaufbau, Verletzungsprävention oder einfach stärker werden. Die Spiele wechseln jede Session – stell dir eher "Leute spielen in einer Halle" vor als "Sport-Liga". Kein Skill nötig, der Spass steht im Vordergrund. Updates und Infos zu spontanen Sessions? Schreib mir direkt für die WhatsApp-Gruppe. Bis Montag!

Hi everyone, Following the fantastic energy of our first gathering of 2026 at Horn & Company in January—where we kicked off the year with three insightful speeches—we are excited to keep that momentum going! While the January session gave us plenty of food for thought, this next meetup is all about the community. We’re organizing an informal evening to reconnect, discuss the latest in People Analytics, or simply enjoy a drink with fellow practitioners before the summer begins. The gathering will take place at a central, relaxed venue near Zurich HB (details will follow and be shared with all registered participants – make sure to share your email during registration as a prerequisite). This is a "pay-your-own-way" event - you can order drinks and snacks as you wish. **Date and Time:** Tuesday, 19 May 2026 @ 18:30 – 20:00 **Location:** Near Zurich HB - details will follow and be shared with all registered participants on Meetup. **Costs:** This is a "pay-your-own-way" event. You can order drinks and snacks as you wish. **Registration:** meetup.com/people-analytics-switzerland (RSVP close time on Thu, 14 May at 23:00) **Contact:** marco.selva@ferris.ai / andre@obereigner.co We are looking forward to seeing you there. Best regards, Marco and Andre

**IMPORTANT: YOU NEED TO BUY A TICKET IN YOUR NOII PROFILE TO GET IN** **Auf Tinder kein Bock mehr, aber für Parship ist es zu früh? We got you!** **Wir organisieren mehrere Real Life Single Events. Jede. Woche.** Lassen wir alle Single Herzen höher schlagen und veranstalten einen legendären noii Event. Vergiss Swipen und Chatten, in diesem Jahr daten wir im echten Leben (we don't make the rules). Mit bis zu 400 Personen pro Event ist immer viel los. Worst case hast du ein geiles noiices Erlebnis gehabt, best case lernst du jemanden kennen, den du daten möchtest **It's a vibe.** Keine Sorge, das wird kein awkward Single Event mit einem sturen Ablauf. Es ist wie ein normaler Bar-Abend mit deinen Friends, wo du aber ganz easy noch andere Leute kennenlernst. **[HERE MORE INFORMATION](https://date.noii.ch/preview)** **So done with tinder but it’s too early for Parship? We got you!** **We organize several real life single events. Every. Week.** Let's make all single hearts beat faster and organize a legendary noii event. Forget swiping and chatting, this year we're dating in real life (we don't make the rules). With up to 400 people per event, there is always a lot going on. Worst case scenario: you have a great noiice experience, best case: you meet someone you want to date **It's a vibe.** Don't worry, this won't be an awkward singles event with a stubborn schedule. It's like a normal bar evening with your friends, where you can easily meet other people. **[HERE MORE INFORMATION](https://date.noii.ch/preview)**

Hey! 😊 **Note:** This event appears on multiple platforms, so more people come than only the RSVPs listed here. This is a **Speed Dating event** ❤️ **Why participate:** A simple way to meet your **new girlfriend / boyfriend!** No need to start chats yourself, **the host does everything for you.** A simple way to find **new friends.** **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/zurich –** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We can sell out about **1 week** in advance! ❤️ **Why People Love Our Events:** ⚖️ **50/50 gender ratio guaranteed** \- kept balanced with care 😌 **Professional host included** \- you are guided the whole way ☺️ **Relaxed, welcoming atmosphere** \- friendly\, smooth\, and not awkward 🌸 **Friendly people** \- most people are really kind and respectful\! 🧭 **YOUR FIRST TIME? 😊 HERE IS HOW IT WORKS:** 🧭 You get a **5 min conversation** with every participant ⏱️ You will see **question cards** on all the tables! Men rotate every 5 minutes, women stay seated. At the end you get your matches. ❤️ 📍 **LOCATION:** The location is sent to **ticket holders** after purchase. It is always a big cafe lounge in a central place. 💌 **QUESTIONS?** Email us! We write back to everyone! **🎫 GET YOUR TICKET HERE: 🎫** **www.datemap.net/zurich –** (if link doesn’t work - it means we sold out) 🕊️ **Changed plans?** DM us 24h before the event for **full refund**! 😊 ❗ **Note:** We can sell out about **1 week** in advance! I’m excited to greet you! See you on Saturday! 😊❤️

**[Application needed! Click here](https://luma.com/1m6k3xrk)** **Meet new people in a way that actually works.** ​Join a unique monthly experience designed to bring together like-minded people over drinks — no awkward crowds, no endless swiping. Just real conversations at a table for four. ​Each event matches you with a small group based on your preferences. Whether you're looking to make new friends, explore dating, or stay open to both, you’re in control — you only pay if there’s a mutual match. **1\. Apply** **2\. On Wednesday you receive the list of people you could match with** **3\. On Thursday we tell you if there is a match and where to meet your group** **4\. You meet your group on Saturday and receive all the info regarding the surprise afterparty\!** Join our WhatsApp chat to keep up with the event: [https://chat.whatsapp.com/FoJN0DzRQgF232huSHiGOi](https://chat.whatsapp.com/FoJN0DzRQgF232huSHiGOi?utm_source=luma) (if you run into trouble open it in WhatsApp Web on your desktop) ​How it works is simple: sign up, receive a curated list of potential matches, and select the people you’d be happy to meet. From there, everything is taken care of. If it’s a match, you’ll be invited to a carefully selected bar where you’ll meet your group. ​And the night doesn’t end there — everyone who shows up unlocks access to a surprise after party at a secret location. **​4 people. 1 table. Real connections.** 📸 Photos and short videos may be taken during the event. Let the host know if you prefer not to be in them. Tickets are non refundable. ​Want more events like this? Join our community! [https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP](https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP)

**IMPORTANT: YOU NEED TO BUY A TICKET IN YOUR NOII PROFILE TO GET IN** **Auf Tinder kein Bock mehr, aber für Parship ist es zu früh? We got you!** **Wir organisieren mehrere Real Life Single Events. Jede. Woche.** Lassen wir alle Single Herzen höher schlagen und veranstalten einen legendären noii Event. Vergiss Swipen und Chatten, in diesem Jahr daten wir im echten Leben (we don't make the rules). Mit bis zu 400 Personen pro Event ist immer viel los. Worst case hast du ein geiles noiices Erlebnis gehabt, best case lernst du jemanden kennen, den du daten möchtest **It's a vibe.** Keine Sorge, das wird kein awkward Single Event mit einem sturen Ablauf. Es ist wie ein normaler Bar-Abend mit deinen Friends, wo du aber ganz easy noch andere Leute kennenlernst. **[HERE MORE INFORMATION](https://date.noii.ch/preview)** **So done with tinder but it’s too early for Parship? We got you!** **We organize several real life single events. Every. Week.** Let's make all single hearts beat faster and organize a legendary noii event. Forget swiping and chatting, this year we're dating in real life (we don't make the rules). With up to 400 people per event, there is always a lot going on. Worst case scenario: you have a great noiice experience, best case: you meet someone you want to date **It's a vibe.** Don't worry, this won't be an awkward singles event with a stubborn schedule. It's like a normal bar evening with your friends, where you can easily meet other people. **[HERE MORE INFORMATION](https://date.noii.ch/preview)**

A relaxed social evening with a reserved space exclusively for our group—safe, comfortable, and welcoming! Meet like-minded ladies and gentlemen, enjoy easy conversations, and make genuine new connections at our Fast Friending evening! **You will need to buy a ticket for attending -** [https://zurich23rdmay.eventbrite.co.uk](https://zurich23rdmay.eventbrite.co.uk) \*You can use any debit or credit card to purchase your ticket at PayPal checkout. It will ask you for your email address but that is only to send you a receipt. You do not need a PayPal account. TICKETS:- Early bird - CHF 10 Regular ticket - CHF 15 Cash at the meetup - If you have not purchased your ticket in advance then you can pay CHF 20 per person in cash on the day of the meetup to Neo (Please bring exact change) 'Fast friending' is our fun and quick way to help you make new connections quickly with both ladies and gentlemen. These are people in the age group of 25 and 45 and so you will be on a similar wavelength. Naturally you can always choose who to speak with based on your preference! **Here’s how your evening will flow:** **7:00 PM – Welcome** Arrive at 7:00 PM and be welcomed by your host, Neo, who will guide the evening and help with introductions. Feeling shy? Come a little early and she’ll ease you into small-group conversations. You’re also welcome to bring a lady friend along for free. **7:30 – 8:30 PM \| Fast Friending** Chat with a new attendee every 3 minutes, ensuring you meet a variety of like-minded ladies and gentlemen. **After 8:30 PM \| Open Mingling** Reconnect with those you enjoyed speaking to and continue meaningful conversations at your own pace If you are a bit shy or anxious then please come early. Julianne will help you meet other members in a small group and help you settle down and get comfortable. \- We are not a close knit tight group\. Our evenings are warm and comfortable for members attending for the first time and those coming alone\. You will not feel alone\! \- We have many groups in this city\. Members of our other groups who RSVP are included as guests of the organisers in order to give you an indication of expected people\. \- This evening is for ladies and gents in the 21 to 40 age group\. \- Our evenings are not about 'dating' or for 'romantic' connections\. 'Fast friending' is NOT 'Speed dating'\. 'Fast friending' is designed to help members meet other like minded ladies and gents\. It is about new friendships and connections\. Naturally\, new friendships can lead to dating or romantic connections\, but that is not our focus\. Why do we have tickets? 1. Cover our costs - Our host is compensated for their time and work. We also pay meetup and have dedicated staff to manage our events, hosts, venues and communication. 2. Group Safety - By securing your ticket we have a record and you contribute to a well organized evening where everyone is more committed and better behaved. 3. Management - Tickets help us better manage attendee group size, book suitable space and activity. ABOUT [fastfriends.co.uk ](https://fastfriends.co.uk/)- We have connected members successfully for the past 10 years in over 30 cities (operating as Expatsclub, MeetConnectDevelop and fastfriends.co.uk). \-\-\-\-\-\-\-\-\-\-\-\-\-\- You can contact our founder Dan on +447715705005 with any questions or ideas. \-\-\-\-\-\-\-\-\-\-\-\-\-\- **Here are some videos which will give you some guidance and comfort to make your attendance more productive.** Secrets of socializing at our meetups - [http://bit.ly/secrets-socializing ](http://bit.ly/secrets-socializing) How to make new friends - [https://www.youtube.com/watch?v=v6GB0Hc_bSs](https://www.youtube.com/watch?v=v6GB0Hc_bSs) How to make people like you at our socials -[ https://www.youtube.com/watch?v=K4guProkKrI](https://www.youtube.com/watch?v=K4guProkKrI) Why you should attend our evenings - [https://www.youtube.com/watch?v=wEjwGBXzJE8](https://www.youtube.com/watch?v=wEjwGBXzJE8) Member feedback - [https://youtu.be/bF_oxrWGqus?si=8ewukkeawt1N12nm](https://youtu.be/bF_oxrWGqus?si=8ewukkeawt1N12nm)

**[⚠️ >>Ticket needed (click here)<<](https://eventfrog.ch/en/p/eating-drinking/pub-quiz-xl-optional-matching-for-singles-7459988777957650012.html) or** **[www.social-circle.ch](http://www.social-circle.ch/)** 🎉 **Pub Quiz Night at Casa Helvetia** 🎉 Join us for a night full of **mind-bending questions**, **unexpected twists**, and **more laughs than right answers** (probably). Whether you're a trivia wizard or just really good at pretending you know stuff, this night’s for you! Join our whatsapp group for updates on this event: [https://chat.whatsapp.com/FY1WpeStk5x8WyIXQ5hl66](https://chat.whatsapp.com/FY1WpeStk5x8WyIXQ5hl66) 📍 **Location:** Casa Helvetia 💰 **Price:** 15.- (includes tasty snacks + a prize for the winning team 🍾) 👥 **How Teams Work:** 🔹 Got a crew? Awesome, bring your squad and show us what you've got! 🔹 Looking to mingle with singles? We’ve got you! → Think 2 girls + 2 guys = the perfect cocktail of brainpower and awkward icebreakers 🔹 Not single? No problem! We’ll still team you up with some brilliant minds and maybe a few terrible guessers for balance 🏆 **What’s in it for you?** Glory, bragging rights, and the sweet, sweet taste of Prosecco-fueled victory. 💬 **Come for the trivia, stay for the chaos.** Spots are limited, so grab your seat before your smarter friend does! 🎟️ ​P.S. Pictures might be taken during the event, if you do not want it please let the organizer know. Tickets are non-refundable. **Want more events like this? Join our WhatsApp community:** [https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP](https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP)

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

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)

**Abstract:** This is a practical playbook for building a production-grade data lakehouse. It walks through foundational principles — naming conventions, least-privilege access, automated CI/CD testing — before diving into medallion architecture. Furthermore, metadata-driven design patterns show how configuration tables and dynamic notebook orchestration eliminates hard-coded pipelines. The deck covers star schema modeling, guidance on choosing between Spark, Pandas, and SQL, and data quality enforcement using DQX with YAML data contracts. Finally, we dive into security best practices and performance optimizations. **Host:** Justin Shea, Mehdi Jeddi, Erik Pak, and Sou-Cheng Choi **Talk Format:** This is a hybrid event. To attend online, join us on Zoom here at 6pm: https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1 Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor:** Adyen, UIC College of Business, and PyData Chicago co-host this event. UIC will provide the meeting site. Adyen will sponsor pizza and soft drinks for the onsite participants. **Address:** University of Illinois - Chicago, Douglass Hall, Room 220, 705 S Morgan St, Chicago, IL 60607 **Logistics:** “UIC Douglass Hall” is recognized on Google Maps, which can guide you through campus. Once you arrive, proceed to the second floor, room number 220

**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

Click Here For More Videos: https://www.facebook.com/share/r/17bwkttXhV/ *********************************** Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

**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

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.