Predictive Analytics

Join us for a meetup on April 21th together with **Elastic** and **Confluent**! Doors open at 17.45 and we share some pizzas and drinks before the presentations begin at 18.30. We wrap up around 20.45. **Address:** Nine A/S Office Kongens Nytorv 18 DK-1050 København K **Agenda:** 17.45: Doors open 18.00: Pizzas, drinks and networking 18.30: Securing data in motion the right way 19\.15: From Raw Data to Real Insight: Modern Dashboards and Data Exploration with ES\|QL in Kibana 20.30: Wrap up **Talks:** **Securing data in motion the right way** Data streaming is powering everything from fraud detection and real-time analytics to patient monitoring and order fulfillment. But as the role of streaming grows, so does the risk - because many streaming platforms, like Apache Kafka, aren't secure by default. In this talk, we’ll take a practical look at data streaming security through the lens of Kafka, one of the most widely adopted streaming platforms in the world. We'll walk through what can go wrong - real examples of exposing 14M patient-doctor messages, or years of real-time delivery info to the internet - and what it takes to do it right. We'll cover the key pillars of securing a streaming system: encryption in transit and at rest, access control, monitoring, and key management. Along the way, we’ll look at the trade-offs like disk encryption vs. end-to-end encryption, what is behind field-level and envelope encryption, and the realities of using customer-managed keys in regulated industries. We’ll also explore how monitoring extends beyond Kafka itself—into downstream systems like Elasticsearch—where logs, events, and even sensitive data are often indexed, creating both powerful detection capabilities and new security risks if left unprotected. If you're building, running, or scaling streaming systems, this talk will help you see the security blind spots and give you concrete steps to protect the data flowing through your pipelines. *Speaker: Olena Kutsenko, Developer Advocate, Confluent* **From Raw Data to Real Insight: Modern Dashboards and Data Exploration with ES\|QL in Kibana** Kibana has evolved from simple visualizations to a powerful exploration workspace where search, aggregation, and advanced analytics come together in one flow. In this session\, Ninoslav Miskovic\, Principal Product Manager for Discover\, walks through the latest capabilities in Kibana Dashboards and data exploration powered by ES\|QL\. We will cover how ES\|QL changes the way you explore data\, including joins\, advanced aggregations\, pattern analysis\, and faster iteration directly in the UI\. You will see how these capabilities surface in dashboards and how they enable more flexible\, analyst\-driven workflows across observability\, security\, and search use cases\. *Speakers: Mikkel Kidmose and Lasse Hoff Byrnak, Elastic*

IMPORTANT PLEASE RSVP AT https://www.meetup.com/copenhagen-elastic-fantastics/events/313912945/?eventOrigin=group_upcoming_events \*\* Join us for a meetup on April 21th together with **Elastic** and **Confluent**! Doors open at 17.45 and we share some pizzas and drinks before the presentations begin at 18.30. We wrap up around 20.45. **Address:** Nine A/S Office Kongens Nytorv 18 DK-1050 København K **Agenda:** 17.45: Doors open 18.00: Pizzas, drinks and networking 18.30: Securing data in motion the right way 19\.15: From Raw Data to Real Insight: Modern Dashboards and Data Exploration with ES\|QL in Kibana 20.30: Wrap up **Talks:** **Securing data in motion the right way** Data streaming is powering everything from fraud detection and real-time analytics to patient monitoring and order fulfillment. But as the role of streaming grows, so does the risk - because many streaming platforms, like Apache Kafka, aren't secure by default. In this talk, we'll take a practical look at data streaming security through the lens of Kafka, one of the most widely adopted streaming platforms in the world. We'll walk through what can go wrong - real examples of exposing 14M patient-doctor messages, or years of real-time delivery info to the internet - and what it takes to do it right. We'll cover the key pillars of securing a streaming system: encryption in transit and at rest, access control, monitoring, and key management. Along the way, we'll look at the trade-offs like disk encryption vs. end-to-end encryption, what is behind field-level and envelope encryption, and the realities of using customer-managed keys in regulated industries. We'll also explore how monitoring extends beyond Kafka itself—into downstream systems like Elasticsearch—where logs, events, and even sensitive data are often indexed, creating both powerful detection capabilities and new security risks if left unprotected. If you're building, running, or scaling streaming systems, this talk will help you see the security blind spots and give you concrete steps to protect the data flowing through your pipelines. *Speaker: Olena Kutsenko, Confluent* **From Raw Data to Real Insight: Modern Dashboards and Data Exploration with ES\|QL in Kibana** Kibana has evolved from simple visualizations to a powerful exploration workspace where search, aggregation, and advanced analytics come together in one flow. In this session\, Ninoslav Miskovic\, Principal Product Manager for Discover\, walks through the latest capabilities in Kibana Dashboards and data exploration powered by ES\|QL\. We will cover how ES\|QL changes the way you explore data\, including joins\, advanced aggregations\, pattern analysis\, and faster iteration directly in the UI\. You will see how these capabilities surface in dashboards and how they enable more flexible\, analyst\-driven workflows across observability\, security\, and search use cases\. *Speaker: Ninoslav Miskovic (Principal Product Manager), Elastic*

**RUN THE CITY. MEET THE WORLD.** We launched something new - and what a success it was! With up to 40 people we run beautiful routes through Copenhagen on our social runs - and you're invited to be part of the next edition and kick off the New Year full of energy. **DEAR WORLD RUNS** is for those who want to move, connect, and feel the city in motion. Whether you're a regular runner or just curious to join, this is your moment. 🏃‍♂️ **The Run** • Friendly but fun pace - we go easy on the first one, but with ambition • Approx. 5–6 km, accessible for most • You don’t need to be “fast” - just bring energy ☕ **The Vibe** • Post-run coffee/tea included & hangout at Nomad Day Bar in the 25hours hotel on beautiful Paper Island • Come solo or bring a friend - we’ll make it social • Led by the Dear World crew you can leave your belongings that you don’t want to take along the run with the venue which will secure it while we are gone. 📍**Where & When** Nomad Day Bar / 25hours Hotel Paper Island 🗓️ Tuesday every 2 weeks 🕙 18:00H sharp (meet from 17:45) **We run the city - join us.** Let’s make this the start of something that moves us all. #DWRuns #DearWorldCPH

Välkomna på språkcafé hos Mindfulness Home på Nobelvägen 11 i Malmö tisdagar, onsdagar och torsdagar kl 12:30-14:00 Vi ses för att träna på svenska språket, skapa nya bekantskaper och fika lite tillsammans. Det kostar 50kr för att bli medlem för ett helt år. Välkomna! Vi har även andra program som ni kan läsa mer om på vår hemsida/facebook/instagram https://mindfulnesshome.se https://www.instagram.com/mindfulnesshomemalmo?igsh=Z25rd2s5b3FuY3Z4&utm_source=qr Kontakt: 070-355 41 91(Emma)

Booked pitch at Holmen. Pitch is booked until 22.30 💰 **Cost:** 10 kr Mobilepay: 9539SH Revolut: [revolut.me/frederwnn](https://revolut.me/frederwnn) Or bring Cash * Event begins at 20:15 * You must sign out no later than 9:00 same day * Spots are non-transferable (you cannot reserve a spot and send someone else in your place) * Members who follow the rules and attend regularly will be given priority **Be at the pitch at 20.15 sharp!** Minimum 14 players by midnight and we play! Otherwise the game is cancelled. We aim for 8v8. The game is naturally for everyone no matter gender, level or anything. We emphasise on having fun! That also means no risky tackles or foul language. Bring a white and a black t-shirt and a ball if you have one. **Last minute sign-off's** (Later than 9AM on the same day) or no-shows will be banned from the next games and be put in the no-show list. 3 Strikes and you're out for a full year - no exceptions

**Guests: Registration on email is required before attendance** Guests are most welcome to join our meetings, but attendance must be registered by email to [copenhagen@toastmasters.dk.](http://copenhagen@toastmasters.dk.%2A%2A/) Please come 10 minutes before the meeting start. We start at exactly 18:00. Welcome to ***Copenhagen Toastmasters Club*** Looking to improve your speaking and communication skills? Ignite your career? Gain the confidence to speak up? You’ve come to the right place. **Our meetings for 2026 from April to June:** • Wk 15: 7. april • Wk 17: 21. april • Wk 19: 5. may • Wk 21: 19. may • Wk 23 2. jun. • Wk 25 16. jun. **Our history** The *Copenhagen Toastmasters Club* was established in June 1996 by a group of dedicated people. We are the first Toastmasters club in Denmark. We are part of the Toastmasters International which is a nonprofit organisation that helps people to improve public speaking. **Our goals** *Copenhagen Toastmasters Club* will give you the skills and confidence you need to express yourself effectively in any situation. Toastmasters is the most efficient, enjoyable and affordable way of gaining great communication skills. You'll learn how to: * Formulate and express your ideas effectively * Be more persuasive and confident when giving presentations * Improve your one-on-one dealings with others At *Copenhagen Toastmasters Club*, you'll get to practice your skills by organising and conducting meetings and motivating others to help you. Become a better negotiator. Gain trust. Inspire your team. **Want to know more about *Copenhagen Toastmasters Club*?** [Facebook](https://www.facebook.com/CopenhagenToastmasters) , [LinkedIn](https://www.linkedin.com/company/2480522/admin/dashboard/) [Toastmasters International - global network](https://www.toastmasters.org/)

**Co-working for writers in Amager!** Join us for an hour of focused writing time. All writers and all experience levels are welcome and don’t worry, no one will see what you've written. This session is about getting your writing done and meeting other writers in the area. We meet in this lovely spacious café, chilled out, usually not very busy at this time, with an on-site bakery of delicious pastries. Once everyone is here and settled, I will lead a quick introduction, and then set the timer for our quiet and focused writing session. After the hour is up feel free to chat / take off / keep writing if you're on a roll. We often talk about our successes and challenges as writers, and it can be a great way to learn from eachother. **A note about the format** We don’t host critiques or readings. These events are a safe space for writers of all skill levels and genres to work on their craft, so no one will read or critique your writing. For our full event schedule, visit [https://shutupwrite.com](https://shutupwrite.com) **Practical Details:** WiFi name / password: Kasada / haveaniceday Travel / Parking info: Kasada is just a few minutes walk from Lergravsparken Metro Station. We've reserved the large round table in the main room, with power outlets if you need one. Venue Guidelines: Please thank our hosts by purchasing something.

Two Topics on todays agenda: **Reliable agent-driven development** (Thomas Martinsen, Tech Evangelist @ Twoday, MS MVP & RD) Agent-driven development is not about letting tools write code for you. It is about shifting responsibility. We move from writing every line ourselves to defining intent, constraints, architecture, and security boundaries—while agents produce the first drafts. The real challenge is not generation, but reliability and value. Tools will evolve. What matters is understanding how they work, where they fail, and how to design guardrails around them. Just as anyone can write code but not everyone practices solid software engineering, the difference in this new paradigm lies in discipline, not access to AI. This session focuses on how to make agent-driven development robust: how to define clear requirements, enforce non-functional constraints, embed security and observability, and validate AI-generated artifacts at scale. The goal is to raise the abstraction level without losing control—and to ensure that agent-generated output translates into sustained business value. **How Does a Coding Agent Work?** (Tore Nestenius, .NET Architect & Technical Trainer, MS MVP) Coding agents are increasingly used to automate software tasks, yet how they actually work is often treated as a black box. This talk breaks a coding agent down into its core mechanics: how it is structured, how it communicates with a language model, and how a text-only model can read and modify real source code. We will cover: \* what a coding agent is, mechanically \* how agents communicate with language models \* how tools and MCP calls are executed \* how a text-only model works with source code \* how to build a basic coding agent in C#

**\*\*Calling all Single Ladies & Gents tired of dating apps\*\*** **Authentic You Me's Slow-Dating is back by popular demand!!** Are you tired of dating apps and swiping left, right, and everywhere in between? Bored of matching and not getting responses or having endless uninspiring chats that that lead nowhere? Ready to leave dating apps behind to connect with singles more meaningfully in real life? **Join us for a meaningful, swipe-free afternoon!** **Anti-Valentine's Edition** AAuthentic You Me – Copenhagen’s go-to social network for authentic connection and creator of slow-friending socials; is back again this February to bring you a singles-only swipe-free evening designed to connect single professionals, **aged 36-45**, and discover meaningful dating compatibility in a thoughtfully curated, fun and relaxed setting. **\*\*\*This is not your usual speed dating\*\*\*** Because here at Authentic You Me, we like doing things differently. At **Authentic You Me** we challenge the status quo by reinventing traditional event formats. Just like we created our unique slow-friending networking format for meaningful connections, our **slow-dating** socials bring you something a little different from the usual speed dating events. **What to expect** * Meet like-minded singles in a relaxed, swipe-free, welcoming space where IRL authentic impressions matter most * Say goodbye to ghosting and surface-level chats and hello to meaningful conversations that flow effortlessly. * From carefully curated icebreakers to engaging authentic conversations, every moment is designed to help you discover meaningful compatibility. No surface level talk. * You'll get to know more about yourself and others as a potential date or partner * You'll get to laugh, connect, and rediscover what dating should feel like **Paid Event. Advance booking only** Book your ticket [here](https://billetto.dk/en/e/for-singles-tired-of-dating-apps-real-connection-in-real-life-36-45-year-olds-billetter-1889349?utm_source=organiser&utm_medium=share&utm_campaign=copy_link&utm_content=2) \*\*Spaces are intentionally limited to a few spots only. We sell out fast so don't delay in booking your ticket soon!\*\*\* **Who is this for?** * Single, professionals aged **36-45** who identify as heterosexual men and women * Singles bored of dating apps, looking for a refreshing, meaningful alternative * Those who are more Bumble and Hinge than Tinder; ; seeking to intentionally connect with potential dates **Not your age group?** Visit our sister Slow Dating event for **30-35 year olds** [here](https://billetto.dk/en/e/slow-dating-social-for-singles-tired-of-dating-apps-real-connection-in-real-life-30-35-year-olds-billetter-1812621?utm_source=organiser&utm_medium=share&utm_campaign=copy_link&utm_content=2). If you are on the edge of the range, pick your preferred group. **Remember** While we can’t guarantee you’ll meet your ideal partner, we can promise a cozy, welcoming, non-intimidating atmosphere where you’ll enjoy meaningful interactions with like-minded singles. The magic of connection depends on who shows up, being curious and open-minded - and that’s part of the fun! . . **Incorrect address. Exact address will be shared 24-48 hours before via email to all ticket holders. Make sure you check spam folders.** . . \*\*Please note that tickets are not refundable, non-transferable.

ISKCON Malmö is welcoming everyone to a very spiritual inspiring Bhakti-yoga feast on Sunday. Adress: Mindfulness Home, Nobelvägen 11, Malmö Program: 15:00-15:30 Bhajans 15:30-16:15 Bhagavad-gita Lecture 16:15-17:30 Gaura-arati, Hare Krishna Kirtan and Prasadam Let us know by marking Attending if you will come so we can arrange for prasadam vegetarian feast accordingly Contact: 070-355 41 91(Emma) We also welcome you to Tempel and reading room. Open for meditation Monday-Friday kl 11:00-15:00

Dear all, Once again, it is time for a physical Meetup in the GTD Copenhagen Community. We will meet at Danske Regioner, Dampfærgevej 22, 2100 København Ø, where Bente Villumsen will host the meeting. We will meet on Thursday, 23th of May, at 17.00. The topic for the meeting is **the five GTD steps with a deep dive into the Clarify and Organise steps**. So come and join us if you would like a chance to improve your own GTD system. Our Copenhagen-based GTD Coach, Michael Eltong Gade, will take us through all five steps of GTD before we focus on the Clarify and Organise steps. We hope that the topic will give you the tools to make 2026 a great GTD year. After the presentation, we will discuss our own GTD Systems. You will get ideas to improve your system from Michael and the meeting participants. If time allows, we will discuss tips and tricks for challenges you have with the GTD practice. We look very much forward to seeing you. Best regards, Bente Villumsen, Jens Hynne Petersen, and Michael Eltong Gade

**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacer—pets, friends, family, are welcome. 🗓️ Launched in San Francisco, July 16, 2022 🌍 Now in 35+ cities 📅 Running + Networking events + Community **Join the community** [http://foundersrc.com/chats](http://foundersrc.com/chats) **Stay updated**: Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/) Podcast [http://podcast.foundersrc.com/](http://podcast.foundersrc.com/) LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/) Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC) Website [http://foundersrc.com/](http://foundersrc.com/)

**\*\*Calling all Single Ladies & Gents tired of dating apps\*\*** **Authentic You Me's Slow-Dating is back by popular demand!!** Are you tired of dating apps and swiping left, right, and everywhere in between? Bored of matching and not getting responses or having endless uninspiring chats that that lead nowhere? Ready to leave dating apps behind to connect with singles more meaningfully in real life? **Join us for a meaningful, swipe-free evening! Anti-Valentine's Edition** Authentic You Me – Copenhagen’s go-to social network for authentic connection and creator of slow-friending socials; is back again this February to bring you a singles-only swipe-free evening designed to connect single professionals, **aged 30-35**, and discover meaningful dating compatibility in a thoughtfully curated, fun and relaxed setting. **\*\*\*This is not your usual speed dating\*\*\*** Because here at Authentic You Me, we like doing things differently. **Paid Event. Advance booking only** Book your ticket [here](https://billetto.dk/en/e/slow-dating-social-for-singles-tired-of-dating-apps-real-connection-in-real-life-30-35-year-olds-billetter-1812621?utm_source=organiser&utm_medium=share&utm_campaign=copy_link&utm_content=2) **What to expect** * Meet like-minded singles in a relaxed, swipe-free, welcoming space where IRL authentic impressions matter most * Say goodbye to ghosting and surface-level chats and hello to meaningful conversations that flow effortlessly. * From carefully curated icebreakers to engaging authentic conversations, every moment is designed to help you discover meaningful compatibility. No surface level talk. * You'll get to know more about yourself and others as a potential date or partner * You'll get to laugh, connect, and rediscover what dating should feel like \*\*Spaces are intentionally limited to a few spots only. We sell out fast so don't delay in booking your ticket soon!\*\*\* **Who joins us** \*Single, professionals 𝐚𝐠𝐞𝐝 𝟯𝟬–𝟯𝟱 who identify as heterosexual men and women \*Singles bored of dating apps, looking for a refreshing, meaningful alternative. \*Those who are more Bumble and Hinge than Tinder; seeking to intentionally connect with potential dates 𝐍𝐨𝐭 𝐲𝐨𝐮𝐫 𝐚𝐠𝐞 𝐠𝐫𝐨𝐮𝐩? Visit our sister Slow Dating event for **36-45 year olds** [here](https://billetto.dk/en/e/for-singles-tired-of-dating-apps-real-connection-in-real-life-36-45-year-olds-billetter-1889349?utm_source=organiser&utm_medium=share&utm_campaign=copy_link&utm_content=2). If you are on the edge of the range, pick your preferred group. **Remember** While we can’t guarantee you’ll meet your ideal partner, we can promise a cozy, welcoming, non-intimidating atmosphere where you’ll enjoy meaningful interactions with like-minded singles. . . **Exact address will be shared 24-48 hours before to all registered participants. Make sure you check spam folders.** . . \*\*Please note that tickets are not refundable, non-transferable.

AI is changing how art is made. But when does it stop being your work and start being the machine’s? This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation? We encourage audience participation during this event that will be moderated by Chris Slee. 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.transformlabs.com/services) Sign up also accessible via [Transform Labs Luma](https://luma.com/55umjqta)

Our next much-awaited **COLUMBUS** meetup is **Tuesday April 21 from 7-10 pm EST at ACE OF CUPS**. Meet patients, cultivators, processors, dispensary managers/staff, physicians, home growers, educators, activists, nonprofits, artists, attorneys, business owners, writers, students, and supporters to network, share our knowledge, collaborate, support each other and make new ones! Hope you will be there too! Save the date and pass the word. **Please RSVP** so we know who is coming and how many to expect. Find us to say hi and we will introduce you to others. We should be easy to spot. (The happy-looking group wearing cool nametags! See photos from our past events.) Sign in, grab a name tag, start your own bar/food tab, meet old friends and make new ones! Everyone is welcome. SEE YOU THERE!

**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

**We'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron You can download documents, or clone/fork the repository. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377 Passcode: 940392 **If you can't get in, please call me at: 734 223-3307** **The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**

**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

Join other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn from each other, build better relationships and experiment with new ideas ***NOTE:*** Pre-registration is required for this event. **Please arrive 10 minutes early** to check in at the security desk.

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.