Stream Processing

**[⚠️>>Ticket needed (click here)<<](https://eventfrog.ch/en/p/dating/speed-dating/speed-dating-double-date-edition-25-40y-7445481983554098056.html) or** **[www.social-circle.ch](https://social-circle.ch/)** **Double Date Speed Dating** **Less pressure. More chemistry.** 👥 2 single men + 2 single women per table 🔄 Rotate every 15 minutes 🎯 Ages 25–40 Join the WhatsApp group: [https://chat.whatsapp.com/FoJN0DzRQgF232huSHiGOi](https://chat.whatsapp.com/FoJN0DzRQgF232huSHiGOi) Not your typical speed dating. No awkward interviews. No repetitive small talk. You meet in **groups of four**, which makes it easier to relax, laugh, and be yourself. **🕒 The Flow of the Night** 1️⃣ Deep Dive (Soul) We kick off with our *Fast-Track Intimacy* cards — real questions that spark meaningful conversations and fast-track genuine connection. 2️⃣ Creative Canvas (Play) A fun, collaborative drawing challenge. Light, playful, and surprisingly revealing. 3️⃣ Surprise Rounds A few unexpected twists designed to spark chemistry and keep things exciting. **✨ Why It Works** • Small groups = less pressure • Real interaction, not interviews • Host-guided flow — you just enjoy **✅ Your Ticket Includes** • All materials for the creative challenge • A balanced ratio of participants Spots are limited. Secure yours early. ​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?mode=gi_t](https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP?mode=gi_t)

**The Best Business Networking Event in Zürich!** Join fellow Zürich-based business owners for our **Entrepreneurs Circle Zürich Business Growth Event** on **22nd April** at **18:00** at Coworking Lounge at Tessinerplatz. The Entrepreneurs Circle Zürich Business Growth Event is a modern networking and business growth **event** designed to help business owners grow their businesses in a practical and supportive environment. In addition to structured networking with other local business owners, each **event** includes a featured content session where we share a practical marketing tactic or strategy you can use in your business to attract more customers and increase sales. It’s a simple but POWERFUL COMBINATION! You’ll meet other business owners at the **event** and build valuable connections, while also leaving with actionable ideas you can implement once you’re back at your desk. Whether you’re an existing Entrepreneurs Circle Member or attending your first **event**, if you’re a business owner from the **Zürich** area, we'd love to have you join us at our **APRIL** Meeting. **IMPORTANT**: this event is exclusively for Members of Entrepreneurs Circle so you'll either need to **[sign up (for free)](https://pages.dalcorsogroup.com/entrepreneurs-circle-zurich)**[ ](https://pages.dalcorsogroup.com/entrepreneurs-circle-zurich)at the event, or at the link below: https://pages.dalcorsogroup.com/entrepreneurs-circle-zurich Any questions, just let us know!

Hello AI lovers! Swiss AI Group is back with the first meetup this year, and the topic is quite intriguing: AI x ESG: Paradox or Power Duo? Can AI be part of the sustainability solution - without becoming part of the problem? Join us for an afternoon of expert talks, real-world use cases, and open discussion at the intersection of artificial intelligence and environmental responsibility. ​📍 EPFL Innovation Park, Building C, Room Neptune 📅 22 April 2026 ⏰ 16:00 – 19:00 ​ Registration here: https://luma.com/1syqaeex ──────────────────────────────── ​🕒 15:30 Doors open & Welcome Introduction by InnoBoost ​ 🎤 16:00 Mirza Ćutuk, Head of AI at InnoBoost · Setting the stage: where does AI stand today, and why does sustainability need to be part of the conversation from day one? ​ 🎤 16:15 Arthur Removille, R&D Engineer at Resilio ·Measuring the environmental footprint of digital systems and AI workloads, and what companies can do about it. From methodology to actionable next steps ​ 🎤 16:40 Jasmine Jump, ESG Project Manager InnoBoost · AI for sustainability in action: real use case in environmental monitoring and ESG, CIsWEFE-NEX Horizon Europe project ​ 🎤 17:00 Rachid Guerraoui, EPFL Professor & Author, Demystifying AI: a rigorous, accessible take on what AI can and can't do, followed by a dual argument: AI as a tool for sustainability, and AI as something that must itself be deployed sustainably ​ 🎤 17:25 Pierre-Loic Doulcet, AI Engineer at LlamaIndex, Unlocking ESG Reports with LlamaParse & LiteParse ​ 🗣️ 18:00 Panel Discussion & Q&A: Open floor: bring your questions, challenges, and perspectives. ​🥂 18:30 Networking & Drinks Registration and more info: https://luma.com/1syqaeex See you there!

Ohne Vorkenntnisse / Solo-Anmeldung möglich Kursstart: Mittwoch 15. April 2026 Kursdauer: 15. April - 27. Mai 26 (7 MAL) Kurszeit: 21 - 23h Leitung: Juliette & Patrick Kurskosten pro Person: CHF 280.- / 14h 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%3DIwZXh0bgNhZW0CMTAAYnJpZBEwYUtJTHdWekhnWnViZGJ3QnNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR6J-YWyrdUDdj6JK3NQ9uj_i_9FVwoCqXOBIZ02z2cJcr_GeMxxI7ZF7C8a_g_aem_sQ8bZ36sdGvrGactzEGdzg&h=AT66PDNz5S2LzGkXwww08Xx6uKEBAf7ryIxhaAvwbjcXsyUDq66EyMMif_qpzgcNuXel4tohQQv7kncRtgSsLGv3txyxc91TRaeMdyHw4M3BWxg6cwCj1rME9Ha9ljfS_xKdRk4-DcPIgmdtL7vhbw&__tn__=q&c[0]=AT6vOD9XxG9UNzIy4h9YOYOl_WNp3JJa9_G9SJV9g7hmZ_kYQbihPqd_yO-_Q3K0xFV2uLh1DQ6lEXL9hTn_VkUj0VvQiDuUxrR5KpDRClSilkOl3NwBa7Za7__S06VYAI0C6_jTYORHJUylm0Y0tVh-3vslRxb1o00) 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.

4 courts

XXXIV. Go Meetup Hi Gophers! We're back just in time for the 34th Go Meetup and we are happy that Google has offered to host. Please make sure to bring an identification card with you. The meetup will take place on Thursday, April 23rd (We know it's in the middle of school holidays, sorry about that, but it was one of the few dates we could book). There will be drinks and food! We will be in the Google Europaallee «F» building («EURF»), the street address is Europaallee 36, 8004 Zürich, right next to the «Miss Miu» restaurant. Agenda • 6:00 - Meet and Greet. Enjoy refreshments • 6:25 - 6:30 - Announcements Talks: • 6:30 - 7:00 Roman Sharkov - web dev in Go; batteries included • 7:00 - 7:30 Tom Payne - More cgo than you ever wanted to know • 7:30 - 8:00 Günther Noack - Go Landlock • 8:00 - 8:30 - Lightning talks, wrap-up, round table discussions, questions, pair programming, social interaction For this meetup, we will enforce the 30min speaking time

Welcome cold lovers! We have been practising cold water plunges for over 4 years. We believe in the benefits of cold water exposure. The feeling you get after the swim is magnificent, it makes you feel alive. We have started this group to safely experience the cold water together. We motivate each other, do active warmup exercises, and also share our life stories with a warm coffee/tea afterwards. The event is every Sunday at 11:30, we meet no matter the weather. Take along: a large towel, comfortable bathing suit, flip-flops, and warm clothes (hat, gloves, etc). If you’re planning swimming out take along a bright swim buoy. The event is Free. IMPORTANT: Every participant takes responsibility for themselves when attending this event. Before attempting cold water exposure, individuals with health conditions (e.g., heart problems or hypertension) should seek advice from a healthcare professional. Safely acclimating the body to cold temperatures requires preparation and gradual exposure.

Come and celebrate with us the joy of improvisation and comfort food: Students of four different Storylabor improv theatre courses hit the stage, while Dan heats up the pizza oven! Anything can happen, but there's a strong chance for fun & games, carbs & cheese, stories & socialising in a community of friendly, playful people from all around the world! Theater Ida, Aargauerstrasse 80, Zürich, (at the rear left corner of the Basislager areal) Doors & Bar open at 5.45 pm. Show starts at 6pm Pizzas from 7 pm Show ends: ca. 8pm, more pizza afterwards! Tickets: 22 CHF including Pizza and Drink, 10 CHF for show only Tickets on [www.storylabor.ch/shows](https://www.storylabor.ch/shows)

**Change in bag drop/meeting location** Meet outside Simply Theatre Academy, Gladbachstrasse 119, 8044 Zürich. (Thank you very much, Sloppy Seconds!) Although the map location has a different name, it is the same spot. https://maps.app.goo.gl/GzaLvSNkJ8mdqUfy6?g_st=ic Curiouser and curiouser - Just Alice and Saddam are haring (setting the route), so it looks like we're getting lost in Wonderland. Although it's an A to A trail, some points will feel like going down is up and up is down (but there will be a simpler route for our Tweedle Dums). We'll have a mixture of pavement and trails, and just the tip of a forest for all you Queens of Heart, as well as water on trail and some "Drink Me" bottles at a shot stop for the Mad Hashers. **Where**: Meeting and bag drop outside Simply Theatre Academy, Gladbachstrasse 119, 8044 Zürich. Although the map location has a different name, it is the same spot. Look for English speakers wearing running gear. **When:** We'll meet at 6:50 pm to start at 7:00 pm. There's a charge of CHF 5 for participating, which covers all you can drink beer/cider (and non-alcoholic alternatives) plus snacks afterwards. **All Welcome:** If you are new, curious, and want to get out of the house, stretch your legs, talk shit, enjoy a drink, and hopefully a laugh, then here's what you need to know: • We are a social running/walking group, physical fitness is not required, but a sense of humour is useful. • The aim is to find the '*Beer Stop*' at the end of the '*trail*' and have fun. • 'True Trail' is typically 4-7 km. Some will go less (especially those walking or walk/running), and some over-achieving fast runners will go further. • The '*Hare*', which changes each event (along with location), cleverly lays the trail (typically with flour marks) so that everyone reaches the end at the same time. • There is always a place to deposit your bag and sometimes a place to change. • **After Trail**, we group for \~20-40 minutes for drinks, snacks, and some fun. This '*Circle*' is typically outside, so leave something warm in your bag in winter (and bring a flashlight when it's dark). If you don't want to stand around drinking afterwards, you can head home. We occasionally all go to a restaurant afterwards. **Why bother leaving your warm & dry sofa?** If you enjoy getting outside, being around people, and doing something a bit different, you will probably enjoy hashing. Exercise is important, and this is probably the least boring way to get it. 'Hashing' and the idea of some physical activity to work up a thirst, have been around for almost 90 years and there are groups (*Hashes*) in most major cities. Its humor and 'traditions' can be explored on the internet - **or you can just come along and find out.** *See you there.* We are of many nationalities, all ages, full of misfits and idiots (at least there is no one taking themselves seriously!) and always welcome newbies 'Virgin Hashers' and visitors from other groups. For more about Zürich Hash House Harriers, check out [www.zh3.ch](http://www.zh3.ch/) ( [http://www.zh3.ch/](http://www.zh3.ch/) )

As we grow into adulthood, forming meaningful relationships becomes more challenging. In a city like Zurich, life moves fast — and while you may meet many people, finding genuine connection isn’t always easy. That’s why Fast Friending exists: to create intentional spaces where real relationships can begin. Our Fast Friending evenings in Zurich are thoughtfully designed to help you move beyond small talk and into meaningful conversations. No awkward networking — just a relaxed, welcoming environment where like-minded ladies & gents can connect naturally and build friendships that truly matter. **You will need to buy a ticket for attending -** [https://zurich25thapril.eventbrite.co.uk](https://zurich25thapril.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 Julianne (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, Julianne, 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)

Welcome to the Open Level Play Session. This session takes place every Saturday from 12:15 to 13:45 at the Yonex Badminton Hall Hardbrücke. The number of players on the waitlist one week in advance determines the number of courts booked. If you are on the waitlist but can no longer attend, please remove yourself as early as possible. Open to players of all skill levels. This session is for doubles with a relaxed and social focus. Ideal for casual play, improvement and meeting new players. Payment can be made via TWINT after the session.

Dear Microsoft Swiss PSUG, We have planned another exciting event. **Place & Language:** Place: Isolutions AG, Schanzenstrasse 4c, 3008 Bern (Hybrid with Teams) Language: EN **Session 1: The power of 'Domain Specific Languages' in PowerShell - DSL Explained.** Description: In this session, we’ll explore the power of Domain Specific Languages (DSLs) in PowerShell — what they really are, how they work under the hood, and how you can leverage them to write cleaner, more expressive, and more maintainable automation code. Speaker: [Stéphane van Gulick](https://www.linkedin.com/in/stephanevg/) **Session 2: Azure DevOps Pipeline und Container Registry** Description: Ever needed to deploy PowerShell modules to your company users without relying on the public PowerShell Gallery? This session explores how to distribute modules using PSResourceGet together with Azure Container Registry - a simple, self‑hosted, and independent solution. We'll cover the architecture, automated distribution, validation, testing, versioning, and how these principles apply to any deployable artifact such as container images or files. Beyond the mechanics, we'll discuss how to design scalable pipelines that avoid “works on my machine” issues and simplify maintenance. Whether you're building internal tooling or publishing modules for wider use, you’ll see how DevOps fundamentals help turn PowerShell code into reliable, reusable deliverables. Speaker: [MVP Fabien Tschanz](https://www.linkedin.com/in/fabientschanz/) **Agenda:** 17:00 Welcome 17:30 Session 1 18:15 Session 2 19:00 Networking and Beer 20:00 End of Event

## Escape the Office: Your Remote Career Takes Off Here Imagine the possibilities: Ditch the daily commute, design your ideal lifestyle, and work from anywhere. This Remote Ready Bootcamp delivers the skills and community you need to thrive as a location-independent pro. In just two weeks, learn to build a flexible, fulfilling remote career that lets you earn on your own terms, anywhere in the world. ### Ready to begin? [Secure Your Spot! 🚀](https://remoteready.io/product/RemoteReadyBootcamp?city=Columbus&groupurlname=circle-of-professionals-mastering-ai-income&startgmtdatetime=2026-04-24T22:00:00Z) --- **Is This For You?** This bootcamp is ideal if any of these describe you: * Yearning for remote work and ready to commit * Tired of being tied to a desk * Seeking ways to diversify your income streams * Craving location freedom in your professional life **What to Expect** Picture yourself in a vibrant cafe in Bali, effortlessly managing your work, then exploring ancient temples. Location-independent professionals make this their reality daily. This bootcamp empowers *you* to do the same. Over fourteen immersive days, you'll learn how to create multiple streams of income online and master the art of staying productive, no matter where you log in from. Our expert instructors have built successful remote careers across numerous countries. You're not just learning skills; you're joining a global movement. **Outcomes You Can Anticipate** * Developing diverse income opportunities to fund your lifestyle * Understanding crucial frameworks of successful location-free work * Gaining exclusive access to a network of remote-first entrepreneurs **Kickstart Your New Life** From the moment your enrol, you receive resources and support that prepare you for a remote-first trajectory. Don't wait! This course is high in demand, and seats dissapear quickly. [REGISTER NOW 🚀](https://remoteready.io/product/RemoteReadyBootcamp?city=Columbus&groupurlname=circle-of-professionals-mastering-ai-income&startgmtdatetime=2026-04-24T22:00:00Z) **Important Next Step:** Completing the registration form is essential to formally confirm your placement.

**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** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD

Come attend a free in-person seminar where you will find out why you: -Feel isolated -Can't express yourself openly -Get nervous or anxious in front of people -Run out of things to say or feel tongue-tied -Feel introverted -Don't feel comfortable in any social setting -Can't make more friends -Are shy and miss opportunities to connect in a meaningful way And we cover what you can do about any one, some or all of the above. This seminar is the weapon against loneliness, isolation and boredom, come join us! COME TO THIS SEMINAR AND LEARN THE SECRETS TODAY This seminar is brought to you by the Dianetics & Scientology Life Improvement Center. 1266 Dublin Road, Columbus, Ohio 43215

**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 Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. 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

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Here is the secret of being positive and free: Thinking positively is not enough. You also have to get rid of the negative thinking. Your mind is like a garden. You can plant many beautiful flowers in it, but if you don't get rid of the weeds when you plant your flowers, the weeds will soon take over the whole garden. A positive thought is like a flower in your mental garden, and a negative thought is like a weed. You cannot expect to have a positive mindset if you continue to have negative thoughts dwelling and growing there. So, how do you get rid of the negative thoughts? That's what this Meetup is all about. Attend this local meeting and find out! The Meetup event will be led by a consultant who had helped many people live happier in life. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Dianetics & Scientology life improvement center.

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.