Kanban

**From Projects to Products: Why Data Products Are Still Hard** A Data Products Book Launch & Practitioner Panel **About the event** This meetup marks the release of[ ](https://www.amazon.de/dp/B0GJDZNDMS?ref=cm_sw_r_ffobk_cso_cp_apin_dp_W685MDYH8P9CFTPVHV6S&ref_=cm_sw_r_ffobk_cso_cp_apin_dp_W685MDYH8P9CFTPVHV6S&social_share=cm_sw_r_ffobk_cso_cp_apin_dp_W685MDYH8P9CFTPVHV6S&bestFormat=true)**[Amy Raygada’s new book on Data Products](https://www.amazon.de/dp/B0GJDZNDMS?ref=cm_sw_r_ffobk_cso_cp_apin_dp_W685MDYH8P9CFTPVHV6S&ref_=cm_sw_r_ffobk_cso_cp_apin_dp_W685MDYH8P9CFTPVHV6S&social_share=cm_sw_r_ffobk_cso_cp_apin_dp_W685MDYH8P9CFTPVHV6S&bestFormat=true)**[ ](https://www.amazon.de/dp/B0GJDZNDMS?ref=cm_sw_r_ffobk_cso_cp_apin_dp_W685MDYH8P9CFTPVHV6S&ref_=cm_sw_r_ffobk_cso_cp_apin_dp_W685MDYH8P9CFTPVHV6S&social_share=cm_sw_r_ffobk_cso_cp_apin_dp_W685MDYH8P9CFTPVHV6S&bestFormat=true)and explores why, despite years of discussion, data products are still hard to implement in practice. Data products are not a new concept. For years, organisations have talked about treating data as a product — with clear ownership, well-defined interfaces, and measurable business value. And yet, many teams continue to struggle with fragmented dashboards, inconsistent metrics, and slow, reactive delivery. So why is this still so difficult? In this meetup, we’ll unpack why data products remain hard in practice — not because teams lack tools or frameworks, but because meaning, ownership, and operating models are often misunderstood or only partially implemented. Through in-depth practitioner talks and discussion, we’ll explore: * Why data initiatives often slip back into project mode * Where ownership breaks down across domains and platforms * How weak semantics and unclear definitions erode trust * What changes when data products are treated as long-lived products rather than delivery artefacts * Why AI and advanced analytics amplify these challenges instead of solving them The conversation is grounded in real delivery experience across engineering, architecture, and data strategy. It also features insights from Amy Raygada’s newly released book, which captures lessons learned from years of hands-on work helping organisations move from intent to execution. Expect practical perspectives, honest trade-offs, and an open discussion — not hype, not vendor pitches, and no one-size-fits-all answers. **About the speakers** **Amy Raygada** Principal Data & AI Strategist at Thoughtworks \| Author Amy Raygada is a Principal Data & AI Strategist at Thoughtworks, with over a decade of experience helping organisations design and govern data products that deliver real business impact. Her work spans data product strategy, governance, operating models, and AI readiness, with a strong focus on aligning technical capabilities with decision-making. This meetup marks the release of her new book on Data Products, bringing together lessons from years of real-world delivery across industries. **Kiran Prakash** Director, Data & AI at Thoughtworks Kiran Prakash is a Director in the Data & AI service line at Thoughtworks, working with organisations to design and scale data-driven systems. In his talk *“What We Talk About When We Talk About Data Products,”* Kiran presents a practical approach to designing, implementing, and governing data products. Drawing on real-world experience, he clarifies what data products are — and what they are not — and explores how teams can work backwards from use cases, apply adaptable implementation patterns, and use governance mechanisms such as fitness functions to keep data products aligned over time. **Carsten Fritsch** Principal Data Engineer at Thoughtworks Carsten Fritsch is a Principal Data Engineer at Thoughtworks in Berlin, with deep experience in data engineering, analytics architecture, and data modelling at scale. His work focuses on semantic layers, shared metrics, and the practical challenges of operationalising meaning across organisations. Carsten brings a grounded perspective on why semantics are foundational to trustworthy data products — especially as organisations move toward AI-driven use cases. **Format** * Each speaker will deliver a **25–30 minute talk**, followed by **Q&A** * Final **panel discussion** with all speakers * Open audience Q&A * Informal networking and book signing \-\-\-\-\-\- **Code of Conduct** We adhere to the [Berlin Code of Conduct](https://berlincodeofconduct.org/) to ensure a welcoming and respectful environment for all participants. The event space operates under largely compatible [Thoughtworks Meetups & Events CoC](https://www.thoughtworks.com/en-de/about-us/events/code-of-conduct-germany). **Accessibility** The Location is accessible for wheelchair users. This includes the entrance (no steps to get into the location), toilets and the stage.

Cuban salsa classes every Wednesday . Join us, learn how to dance, save lives and make friends! **Classes**: 19:00 - Absolute Beginners (For Free) 20:00 - Beginners 2 21.00 - Improvers 1 **Price: (Card payment only)** 1 class - 7€ 10 class pass - 49€ or 42€ reduced* (To use within 11 weeks. Valid for all our classes. It can only be used by one person per class. No refund possible) * Reduced price for students, Schüler, Azubis, H4-Empfänger, and pensioners/retired folks. A valid proof is needed. **Why should you learn Salsa, and why with us?** - It's great fun! - You don't need any prior dancing experience. - You get to know loads of new people. - No registration, just swing by. - No fix starting date - you can start any week. - No dress code - come in whatever you feel comfortable in. Note:No outside shoes in the room: socks or a pair of clean shoes will be required - No partner needed - we change regularly during the classes (bring all your friends though!) - You can help us make a difference! **What is Salsa4Water**? Simple! We teach Salsa and donate all our profits to the NGO Welthungerhilfe, which uses these funds for their local projects in Malawi. Welthungerhilfe fights for equal access to safe drinking water, sanitation, and hygiene in nearly 40 countries world wide. This gives you the chance to save lives while dancing!

Hello! I’m organising a coworking + socialising session for all of us who are working on projects (e.g. our own creations, freelance or remote work) but don't feel like sitting alone at home. 🙂 To ensure that we have time for both socialising AND working, we will be using the so-called “Pomodoro” technique: **50 mins deep work** (silent), followed by **10 mins break** to socialise. And then repeat! You are welcome to join whatever your personal background is, and whatever project you are working on. I (the host) speak English and German, so either language is fine. ——————————————————- AGENDA: * **Short Intro** Tell us who you are and share something about what you will be working on today * **Pomodoro Session** \- 3x \(3h\) Each Pomodoro session consists of 50 mins focused “deep work” (no talking, no interruptions, **phones on silent mode**) -> then 10 mins break: a chance to share your progress with others -> Repeat * **15 mins Wrap Up** Celebrate what you achieved and get to know others 😊 ———— The location is **Espresso House near Checkpoint Charlie** (they have multiple outlets - so be sure to go to the correct one!) Wifi + power plugs are available - but best to bring a fully charged laptop, just in case 🙃 You **do not** have to pay anything. But since we are using the café space, it is common courtesy to buy at least one drink (coffee costs roughly **4 Euros**).

Letzte Woche wurden wir verzaubert und mit allerlei Tricks in die Irre geführt. Beim nächsten Treffen geht es nun darum, zu feiern. Geburtstag oder Nichtgeburtstag, das spielt keine Rolle, die Deko is vorhanden und der Platz ist da. Wer gern Tischtennis spielt, kann sich hier austoben. Unser erstes Treffen im Februar bringt und ins Flax. Wir sind dort gern gesehen und kommen gern dort hin. Günstige Getränke und eine offene Playlist runden den Abend. Schaut vorbei. Achtet auf unsere Tischaufsteller und fragt gern an der Bar nach. Bezahlt wird mit Bargeld. Wir sind ab 19 Uhr vor Ort solange bis der letzte geht. Zu einem Treffen kommen ca. 25 Leute. Wie kommt ihr hin? Tram: M4/M10 - Danziger/Greifswalder S-Bahn: Ring - Greifswalder Str.

**This is 100% non-profit. The 15€ sign up fee for everyone is only to minimize last-minute cancellations. The total sum goes to a bar-tap that everyone can use to order drinks until the amount is used up. ‼️NO REFUNDS‼️** **‼️Please don't just show up without RSVPing here and paying the 15€. We have a separate room that has limited capacity and a specific drinks agreement with the bar - so splitting up the bill won't become a mess.‼️** **Small update on how your money get's used from May 2024 onwards:** As of this month, meetup.com has started charging me 34€ instead of 16€ per month. I've decided to distribute this fee evenly among all us participants every month. Example: In the last 12 meetups, the average number of attendees was 17. With 17 attendees I would effectively collect 230€ (after fees). I would now substract 34€ leaving us with 196€ that go to the bar. 15% get's tipped to the wait staff, in this case 30€, leaving us with 166€ effectively to order drinks. Hope everyone is cool with this system. :) Website: https://www.pberg-engineers.me WhatsApp groups: Please come and join us on WhatsApp! \- "PBerg Engineers \- NEWS" \- Only organizers can post announcements or polls \-\> https://chat\.whatsapp\.com/EqMJMmlCZO6LOOfAoG4yTj \- "PBerg Engineers \- DISCUSS" \- Everyone can post \-\> https://chat\.whatsapp\.com/LPuo76J83gF6IZMLUcM4u2 Please join those groups now if you're interested. :) All skill/education-levels welcome! :) Lightning Talks: \- TBD We'll also have a brief "Jobs: Lost & Found section". **Location:** From the street you will have to enter the right hand Cafe Chagall (yes, there are 2). Then, you go upstairs and our private room is in the far end corner of the building. We are a relaxed, non-formal meetup of like-minded software engineers who want to always keep learning and want to meet in physical reality over a drink or two. Prenzlauer Berg, Berlin is home to some of the most talented software engineers in the world, and every month, they come together for an exciting knowledge sharing meetup. This meetup is a chance for attendees to learn from each other, share their experiences, and gain new insights into the world of software engineering. The atmosphere is friendly and welcoming, and the discussions are always engaging and thought-provoking. Whether you're a seasoned veteran or just starting out in your career, you'll find something valuable at this meetup. Don't miss out on your chance to connect with like-minded professionals and advance your knowledge of software engineering. Sign up for the next event now! **Website:** https://www.pberg-engineers.me **WhatsApp groups:** Please come and join us on WhatsApp! \- "PBerg Engineers \- NEWS" \- Only organizers can post announcements or polls \-\> [https://chat.whatsapp.com/EqMJMmlCZO6LOOfAoG4yTj](https://chat.whatsapp.com/EqMJMmlCZO6LOOfAoG4yTj) \- "PBerg Engineers \- DISCUSS" \- Everyone can post \-\> [https://chat.whatsapp.com/LPuo76J83gF6IZMLUcM4u2](https://chat.whatsapp.com/LPuo76J83gF6IZMLUcM4u2) Please join those groups now if you're interested. :)

Hello All! L will be out of town, so Ruth Sergel\* will be leading this month's open studio. We will focus on using Isadora to create interactive documentary projects including strategies for seamless public participation, story building through scenes and using Isadora to create audience experiences that are transformative. No prior experience with Isadora is necessary but please bring pictures/video/audio that you'd like to use as a base for your project and we will launch from there. If you are new to Isadora, we provide a free Isadora 7-Day license to jump start your work. All are welcome! **Isadora** is a software created by and for artists to use interactivity in performance, installations and more. Learn about Isadora [here](https://troikatronix.com/isadora/). **Ruth Sergel** has exhibited at the Museum of Modern Art (NYC), Boston Museum of Fine Art, Corcoran Gallery of Art, National Museum of Women in the Arts, New-York Historical Society, Anthology Film Archives, 3LD Art & Technology Center, and Künstlerhaus Bethanien (Berlin). Her work is in the permanent collection of Universität Hamburg. Her projects have been supported by the New York State Council on the Arts, Jerome Foundation, Lower Manhattan Cultural Council and the 21st Century ILGWU Heritage Fund. Ruth was resident researcher in video at New York University where she received her masters degree and a fellow in Public Humanities at Brown University. In 2011, Ruth was honored to be included in the Community Leaders Briefing Series at the Obama White House. Her first book, See You in the Streets! Art, Action and Remembering the Triangle Shirtwaist Factory Fire, won a 2017 American Book Award.

!!! Bitte beachtet die **geänderte Location,** da der Arminius Markthalle leider die Heizung abgestellt wurde. Der 2 Fußminuten entfernte **CI Space auf der Bugenhagenstraße 9, 10551 Berlin** (https://maps.app.goo.gl/dXaYKm8fkhBsxk42A), ist unsere Location für dieses Mal. Vielen Dank an Iztok Petek, den Inhaber, der das so kurzfristig und v. a. kostenlos für uns möglich gemacht hat - bitte dankt es ihm nach Möglichkeit mit dem Kauf von 1, 2 Getränken vor Ort! **Bitte seid spätestens 5min vor 9 Uhr da, da wir pünktlich starten werden.** Die ersten sind i. d. R. bereits ab 8:30 Uhr da, um vorab schonmal ein bisschen durchzustarten mit dem Netzwerken :)... Denkt daran **genügend Visitenkarten,** bitte mindestens eine, mitzubringen für die moderierte Netzwerkrunde. **Veranstaltungsort:** Arminius Markthalle Nordeingang an der Bugenhagenstraße 10551 Berlin --> Treffpunkt Nordeingang, in der Halle drin, Treffpunkt bis 8:55 Uhr im Mittelgang Nächste **U-Bahn-Station**: U9 Turmstraße oder U9 Birkenstraße (jeweils ca. 5 Gehminuten). **Start:** pünktlich 08:55 Uhr (ab 08:30 Uhr sind sonst die ersten da, die Halle hat sogar schon ab 08:00 Uhr auf, falls ihr vorab was Kleines frühstücken wollt...) Zum nun bereits 6. Mal verschlägt es uns nach Moabit! Unser neuer Moderator [Der Gottwald (siehe hier)](www.der-gottwald.de) lädt in die Arminius Markthalle ein, einem der coolsten Standorte, in denen wir jemals genetzwerkt haben. Wie immer bieten wir eine moderierte Netzwerkrunde für euch an, um neue Kontakte zu knüpfen und das eigene Business voran zu treiben! Zu Beginn der Veranstaltung stellt sich unser Gastgeber, die Arminius Markthalle kurz vor, und ein ca. 10-minütiger Impulsvortrag mit ganz viel Mehrwert für euch ist auch wieder eingeplant - falls ihr bei einem zukünftigen Treffen selbst einmal vortragen oder gar ein Treffen moderieren möchtet, meldet euch gern bei uns. Den leckeren Kaffee, Croissants, Kuchen oder was auch immer euch zum Kauf animiert hat, bezahlt bitte selbst ;) und bringt das Geschirr danach wieder zum jeweiligen Markthallenstand zurück. **zum Impulsvortrag:** Der kurze Vortrag wird dieses Mal von Irmi Schäffl von twelve-or-higher.de gestaltet. Wie kann ich ein Team in kürzester Zeit wirklich zusammenbringen? Und warum klappt das am besten, wenn jeder so tut, als ob er jemand anders wäre? In diesem Impulsvortrag wollen wir nicht nur theoretisch auf das Thema Teamidentität schauen, sondern es gleich ausprobieren: Mit der spielerischen und erlebnisbasierten Pen&Paper Methode. Werdet zu epischen Helden und stürzt euch gemeinsam ins Abenteuer, um herauszufinden, was wirklich zählt - und ob die anderen das genauso sehen. \-\-\- **(Fast) alle** Gründer\*innen, StartUps, Freiberufler, Unternehmer und Unternehmensvertreter sind willkommen beim Business Netzwerken Meetup. Die Teilnahme ist generell kostenlos und **nicht** an eine Mitgliedschaft gebunden. **Bitte beachten:** Unternehmer mit Multi-Level Marketing-Geschäftsmodellen schließen wir von unseren Veranstaltungen komplett aus, da wir hier die Erfahrung machen mussten, dass es dabei oft nur ums Verkaufen geht, und meistens kein echtes Interesse am Netzwerken und am Gegenüber existiert. **Weiterhin** stehen wir deshalb auch allen Arten des Provisionsgeschäfts (Finanzoptimierer, Immobilienmakler, Versicherungsvertreter, etc.) extrem kritisch gegenüber und gestatten diesen keine Teilnahme an unseren Events. Solltet ihr der Meinung sein, ihr fallt nicht in diese Kategorie, obwohl ihr in einer der genannten Branchen arbeitet, so sprecht uns bitte im Vorfeld an. Wir freuen uns darauf, auch **dich** persönlich kennenzulernen und dir bei der Entwicklung deines Geschäfts weiterzuhelfen! \-\-\- (Bild von Doris Antony, Berlin - CC BY-SA 3.0, https://commons.wikimedia.org/w/index.php?curid=937033)

Join us for an upcoming in-person Lean Coffee meetup. Lean Coffee is a lightly-structured meeting format where the attendees create the agenda. Bring your management challenges; whether you're managing people, products, processes or beyond, and solve them together with peers from a diverse set of backgrounds. This event is great for anybody trying to create better ways of working and wants to share with + learn from others trying to do the same.

\*\*\*DEUTSCHE VERSION UNTEN STEHEND\*\*\* 🌟 Calling all Soulful and Energetic Voices that wanna tell stories! 🌟 Hey there, vibrant souls! 🎤 Are you ready to ignite the stage with your youthful energy and passion for music? Join our electrifying urban pop & musical ensemble, where voices come together in a celebration of song and joy! 🎶 Picture this: a dynamic fusion of historic and contemporary pop, musical hits, and soulful melodies, all brought to life by voices bursting with youthful exuberance! 🎵If you're between 15 and 45 and crave the thrill of harmonizing with fellow music lovers, this is your golden ticket! 🌈 Rehearse with us every Thursday from 7:30-10 pm in the heart of Kreuzberg, and experience the sheer exhilaration of making music with kindred spirits! 💃🕺 So, what are you waiting for? We're on the lookout for singers who bring their prior solo and ensemble experience to the mix – voices that stand out and harmonize seamlessly with the sound of the ensemble. 🌟 Are you ready to add your voice to our chorus of excitement? Send us a private message expressing your interest, vocal range, and any singing experience you bring to the table. Let's turn up the volume on fun and create memorable musical moments together! 🎉 🎶 **Day doesn't fit, too little singing experience, or not in the required age group? No problem!** I conduct several choirs with different profiles: **Shabach! *– the choir not only for shy people*** (https://www.meetup.com/de-DE/shabach-berlin-the-choir-not-only-for-shy-people/) **DEUTSCHE VERISON:** Liebe Nachbarn, wir haben 2023 das neue urbane Pop- & Musical-Ensemble "SHOWTIME!" in Kreuzberg 61 ins Leben gerufen, Altersspanne ca. 15-45 Jahre, in englischer und deutscher Sprache. Wir singen Popsongs, Musicals, und Filmmusik. Das Level ist für Fortgeschrittene und die Sänger\*innen sollten über eine gewisse Gesangserfahrung verfügen. Der Chor probt **jeden Donnerstag von 19:30-22:00 Uhr im Gewölbekeller der Kapelle-am-Urban, Grimmstr. 10, Berlin-Kreuzberg.** Falls es Dich interessiert mitzumachen: Schreib mir bitte vorab Dein Interesse und Deine Stimmgruppe / Erfahrung kurz per Privatnachricht. Danke. **Keine Zeit an dem Tag, zu wenig Gesangserfahrung oder außerhalb der Altersgruppe? Kein Problem!** Ich leite Chöre mit verschiedenen Profilen: **Shabach! *– der Chor nicht nur für Schüchterne*** (https://www.meetup.com/de-DE/shabach-berlin-the-choir-not-only-for-shy-people/)

**Here's what nobody tells you about the AI age in product work: it didn't solve our hardest problem. It actually made it worse.** When execution was expensive, bad ideas died naturally through friction. We couldn't explore every direction, so we got really good at being ruthless about what actually deserved to get built. But now? AI has made execution ridiculously cheap. You can write specs in minutes, spin up prototypes in hours, and often code practically writes itself. No question that you can produce 10x more output than you could before. But here's the thing: in our craft, **producing 10x more doesn't mean you're creating 10x more value.** Most conversations about AI and product management obsess over tactics - how can you prompt better? What AI features could you ship? How can you ship faster? But the truth is that speed isn't the competitive advantage in our industry anymore. Judgment is. **The product builders who'll define the next decade aren't the ones generating more output or ideas - they're the ones who can stand in front of infinite plausible options and point to the one that matters.** Join us on February 5th as Akash Kedia takes a fresh look at what AI really changes in product work. Building is indeed easier than ever, which means judgment matters more than ever, too. When everything is fast, bad decisions ship just as easily as good ones. If you've felt the discomfort of infinite options but zero clarity, and you're ready to think harder about what good judgment actually looks like, this one's for you! Thank you to our host **N26** for making this event possible. **Agenda** 18:30 - Doors open 19:00 - Hello from ProductTank 19:05 - Main Talk 19:30 - Fireside chat with Akash 19:45 - Q&A with Akash 20:00 - Networking 21:30 - Event ends Please note * **N26 is a bank so please bring your IDs as you’ll need it when entering the venue.** * The event is RSVP only: to enter, you must RSVP here on Meetup. * We'd like to capture the event with photographs for promotional purposes, such as sharing on LinkedIn after the event. If you have any concerns or preferences regarding this, please feel free to let us know beforehand.

**Discover a diverse landscape of open fields, lakes, forests & creeks while listening to the birds singing and the water murmuring.** Check this Reels [Click here ](https://www.instagram.com/reel/Cw8Fb3MI0Bj/?igshid=MzRlODBiNWFlZA==) **WHY GO?** Join us as we explore the ancient landscape of Biesenthaler Becken, a region well-known for its rich biodiversity and breathtaking scenery. Take a break from the humdrum of city life and immerse yourself into the serenity of sprawling forests, meadows with wildflowers, and the company of little forest animals and migratory birds. The trail starts from the former agricultural town of Biesenthal where you will meander through beautiful open fields with views of the Streesee lake before stopping for a picnic lunch break. Then, you will continue on towards the Biesenthaler basin to explore its glacial landscape dating back to the Ice Age. Enjoy a photo stop at the stunning Lake Hellsee and finally, toast to a great hike at a beer garden on the banks of the Obersee Lake. **HOW DO I JOIN THIS EVENT?** Click on link below to get complete info and to sign up for this event by getting your ticket. [https://biesenthaler-becken-hike-8feb2026.eventbrite.de](https://biesenthaler-becken-hike-8feb2026.eventbrite.de) ### **TRIP DETAILS** **Meeting location & time:** * Option A: [Berlin Central Train Station (Berlin Hbf) ](https://maps.app.goo.gl/rmtWJoJyzsJ8CLgm6 "https://maps.app.goo.gl/rmtWJoJyzsJ8CLgm6")at 9:30 am * Option B: [Biesenthal Bahnhof ](https://maps.app.goo.gl/BP6msv5NN99yBNva8 "https://maps.app.goo.gl/BP6msv5NN99yBNva8")at 10:45 am **Finishing location & time:** * Option A: [Berlin Central Train Station (Berlin Hbf)](https://maps.app.goo.gl/BuF3N1q6mh5FFhf69 "https://maps.app.goo.gl/BuF3N1q6mh5FFhf69") at 5:30pm * Option B: [Bus stop Lanke, Dorf](https://maps.app.goo.gl/z7rxMV2is6DNEEMK7 "https://maps.app.goo.gl/z7rxMV2is6DNEEMK7") at 4pm **Distance:** 13 km walking, 5 hours from start to closing, multiple break times **Hiking Difficulty:** Easy – walking on marked paths / dirt roads, mostly flat terrain, relaxed pace **Kid Friendly:** Yes **Price:** Starting from **11 euros** **What is included?** * Community leader & guide for the entire duration. * Transportation to and from Berlin (based on the ticket option selected). * Access to google photos album dedicated for this trip for sharing all your amazing pics & videos from the trip. * Access to a WhatsApp group for confirmed participants. **Note:** Please contact us immediately if you do not have WhatsApp & we can make alternate arrangements from our end to ensure you do not miss out on any communication. Please do join our WhatsApp / Telegram channel for updates about our future trips including possible early bird discounts, contests etc. 1. [Whatsapp Channel](https://go.unt.global/travelgroup) 2. [Telegram Channel](https://t.me/urbanaturetravel)

📅 **Week 3 Focus: Training Your Own Deep Learning Model** Each 7-week cycle focuses on a small, well-defined part of a larger system—and over time, these cycles build toward a complete, real-world project Feel free to join at any week and we will catch you up. There is no need to be at the beginning of the cohort to build. Complete beginners welcomed! 📌 By the End of a Full Cycle, You should Have 🎯 A working project in your own GitHub repo 🎯 A small but real portfolio piece you can demo or write about 🧠 **Current Project** This cycle’s shared project is an **image-based knowledge extraction system**. In Week 2, we explored classical computer vision with OpenCV and introduced the full data labeling workflow needed for deep learning models. In **Week 3**, we’ll make the jump into modern deep learning with **YOLO**: * Quick recap of OpenCV techniques and how they compare to deep learning approaches * Intuition-first overview of how YOLO works (what it predicts, how training actually happens) * How labeled datasets are used to train object detection models * Walkthrough of training YOLO on your own project data \*\*\* **👋 Who Is This For?** 🔹 Beginners who learn best by doing — no prior experience needed 🔹 Career switchers from product, engineering, design, marketing, or other fields who want to break into data 🔹 Analysts, engineers, and PMs looking to sharpen their skills or build real-world projects 🔹 Data professionals who want a creative playground outside of work 🔹 Anyone with big questions and a love for learning through experimentation \*\*\* **BUILD. LEARN. EXPERIMENT. OVER COFFEE.** Come hang out, meet like-minded people, and work on something fun. 📍 Based in Berlin – in-person meetups only (for now!) 💻 Laptops + ☕ highly encouraged Join our Discord → [https://discord.gg/dPnmzcCP8w](https://discord.gg/dPnmzcCP8w) Check out our program resources: [Google Drive](https://drive.google.com/drive/folders/15DmZqD4bLBk2vU4zpvh1HiB3_5n09v-q?usp=sharing) \*\*\* ✨ Who’s Hosting? I’m Lindsey, a senior data scientist working on AI, causal inference, and data products. I’ve built models for fraud detection, uplift modeling, and LLM-based systems. I am always open to suggestion for different format for this meetup.

Hey everyone! I’m organising a co-working + socialising session for all of us who like to work on something (e.g. our own project, freelance or remote work) but don't feel like sitting alone at home. 🙂 To ensure that we have both **socialising** AND **working**, we will be using the so called “Pomodoro” technique: **50min of deep work** (silent), followed by **10min of break** to socialise. Then repeat! If you get into flow, you're also welcome to skip the breaks. It’s an effective way to stay focused - you can read more about it [here](https://en.wikipedia.org/wiki/Pomodoro_Technique). Anyone from any background is welcome, whatever project you are working on or whatever is your personal background. I (the host) speak English and German, so either is fine :-) ——————————————————- AGENDA: * **15min Intro** * Get to know everyone, talk about what you will work on today * **Pomodoro Session** (3x) - *Each Pomodoro session consists* *of...* * ...**50min** of uninterrupted “deep work” (no talking, no interruptions, no phones) * ...**10min** of break: share your progress with others, talk about what you are stuck on etc. * Repeat * Conclude and celebrate your progress Share your progress, socialise and get to know others 😊 ———— We'll be at the Social Hub Berlin (they have a food menu in case you get hungry). The structured part will end at 2:30pm, but you're welcome to stay longer, go for lunch together, or leave earlier. See you there 🩵 **\*\*We'll reserve the long table. Please update your RSVP in advance if you can't attend!\*\***

Network and get inspired with entrepreneurs from diverse disciplines and cultures every first Friday of the month. The idea is collective contribution. Everybody bring 🥨🍷🙋 share their skills and experiences. Agenda 18:00-18:30 Boarding 18:30-19:15 Intro-Round Everybody 1-2 min: Tell your name, what you do and how we cam help you Pause (15 min.) 19:30-20:15 10 min pitches + 10 min feedback/discussion Pause (30 min) 21:15-22:00 Final-Round ***** Event is free of charge! Bring 🥨🍷🙋‍♂️ instead. ***** Let’s networth through a common community project in 2026:😀 Let’s build together a 🔥 FirstFriday 🔥Youtube-Channel! 🎦 from 0 to hero! With SHORTS of our events, TUTORIALS and even PODCASTS from our experts. 😀 We are opening doors to discover new talents, who are willing to participate in any way they choose (equipment, editing, sharing, creating content…). Join us!

Join members of the local UX and Digital Design community for a casual monthly breakfast. There _might_ be a little snow, but there _will_ be effectively infinite serve-yourself coffee, so it evens out if you ask me. Just a reminder, while the other locations are great too, we’re at the Lane Ave one this time.

We will meet next to the restrooms at the [Big Meadows Picnic Area](https://www.metroparks.net/wp-content/uploads/2022/06/HBK_Web_1980.png). They're all the way at the back of the park, and they can be found at coordinates [40°09'06.6"N 83°02'30.2"W](https://www.google.com/maps/place/40%C2%B009'06.6%22N+83%C2%B002'30.2%22W/@40.151828,-83.0423587,214m/data=!3m2!1e3!4b1!4m10!1m5!3m4!2zNDDCsDA5JzA4LjAiTiA4M8KwMDEnNDUuMSJX!8m2!3d40.1522222!4d-83.0291944!3m3!8m2!3d40.151827!4d-83.041715?entry=ttu&g_ep=EgoyMDI0MTIwNC4wIKXMDSoASAFQAw%3D%3D) (near the playground and the zip line). We'll hike about 5 miles at [Highbanks Metro Park](https://www.metroparks.net/parks-and-trails/highbanks/) on the Dripping Rock and Overlook Trails. Afterward, we'll head over to [Olentangy River Brewing](https://www.olentangybrew.com/) for drinks, coffee, or food (their Sunday [food truck](https://www.olentangybrew.com/eventsandfood) is Venezuelan and always gets good reviews). The actual address of the brewery is [303 Green Meadows Dr S, 43035](https://www.google.com/maps/place/303+Green+Meadows+Dr+S,+Lewis+Center,+OH+43035/@40.1551938,-83.0144045,17.25z/data=!4m6!3m5!1s0x8838f395cef06c97:0xe407de61b3e30069!8m2!3d40.1551765!4d-83.0124352!16s%2Fg%2F11c26jc7j9?entry=ttu). If you can't make the hike, we should be there by noon. **How to find our starting point in Big Meadows:** If you are new to Highbanks, the Big Meadows picnic area is 1.5 miles into the park just after you turn into the park off of U.S. Route 23. That is, after you enter the park, drive a mile and a half into the park. You will come to a crosswalk with a yield sign in the middle of it (this is not to be confused with the first such crosswalk you come to just in front of the Nature Center, which you arrive at maybe a quarter of a mile into the park). Just after this second crosswalk, make a left. Then make another almost immediate left into the parking lot on your left. There you will see the jungle gym and the kiddie zip line to your left. I will be just in front of the restrooms just a bit further down from the jungle gym and picnic shelter; the restroom building will also be on your left.

### Tools in your AI's Toolbox : An introduction to MCP Servers The generative AI revolution has unlocked unprecedented capabilities, but the next frontier is agency: empowering models to interact with, query, and act upon the world. The current challenge is the “N x M integration problem,” where every AI model requires a custom, brittle integration for each external tool or data source. This approach simply doesn’t scale. How can we give an AI access to our sales leads, code repositories, or IoT devices in a standardized, secure, and reusable way? This session introduces Anthropic’s Model Context Protocol (MCP), the open-source framework designed to solve this challenge and become the universal connector—the USB-C port—for AI. MCP standardizes how AI models discover and use external tools, moving beyond simple function-calling to a robust, client-server architecture. We will dive into how this open protocol is creating a new ecosystem for building powerful, context-aware AI agents. Join this session for a developer-focused introduction where you will learn how to: Understand the core concepts of the open-source Model Context Protocol and its architecture. Utilize pre-built, open-source MCP servers to instantly connect AI to tools like Git, Slack, and databases. Build a custom MCP server to securely expose your own proprietary data and APIs as tools for any compliant AI. Move beyond bespoke integrations and contribute to a standardized, collaborative, and open ecosystem. Stop building one-off connectors and start building intelligent agents. This session will give you the practical knowledge to leverage MCP and create the next generation of AI that doesn’t just talk, but does. Want to be a speaker? submit your talk to our Call for Presenters!!! [https://sessionize.com/azure-cbus-2026/](https://sessionize.com/azure-cbus-2026/)

**People Analytics 101: Making Sense of Compensation Data** Compensation data is one of the most widely used and widely misunderstood forms of people analytics. The session will cover where compensation data comes from, including market pricing data, internal payroll data, and benchmarking sources, and how companies think about structuring and analyzing that information. We will explore how compensation data is leveraged to set salary ranges, manage internal equity, support hiring and retention, and align pay with business strategy. A portion of the session will address common data challenges and limitations, such as market noise, inconsistent job matching, and incomplete datasets, while keeping the primary focus on practical use rather than technical depth. The session will also look ahead at where the space is going, including the growing impact of pay transparency laws, expanding pay equity requirements, and emerging regulations in the US and Europe that require organizations to report on gender and pay gaps. The goal is to give attendees a clear mental model for how compensation analytics works today and why getting it right is becoming increasingly critical. (note: we are back at Rev1 this month!) **About Our Speaker** [Alex Moore](https://www.linkedin.com/in/alexscottmoore/) is the founder of [Moore Cooperative](https://moorecooperative.com/), where he advises organizations on compensation strategy, pay equity, and people analytics. His work focuses on helping organizations like the Ohio Supreme Court design, analyze, and communicate compensation systems that are data-informed, defensible, and aligned with organizational goals. Alex lives in Granville, Ohio and has three little kiddos. More info at [cbusdaw.com](https://cbusdaw.com)

💖 𝐕𝐀𝐋𝐄𝐍𝐓𝐈𝐍𝐄’𝐒 𝐃𝐀𝐘 𝐋𝐈𝐕𝐄 𝐒𝐀𝐋𝐒𝐀 𝐁𝐀𝐍𝐃! 💖 𝐒𝐈𝐍𝐆𝐋𝐄𝐒 𝐚𝐧𝐝 𝐂𝐎𝐔P𝐋𝐄𝐒 𝐖𝐞𝐥𝐜𝐨𝐦𝐞! . 𝐋𝐨𝐨𝐤𝐢𝐧𝐠 𝐟𝐨𝐫 𝐬𝐨𝐦𝐞𝐭𝐡𝐢𝐧𝐠 𝐭𝐨 𝐝𝐨 𝐭𝐡𝐢𝐬 𝐕𝐚𝐥𝐞𝐧𝐭𝐢𝐧𝐞’𝐬 𝐃𝐚𝐲? 𝐖𝐞𝐥𝐥 𝐥𝐨𝐨𝐤 𝐧𝐨 𝐟𝐮𝐫𝐭𝐡𝐞𝐫 𝐛𝐞𝐜𝐚𝐮𝐬𝐞 “𝐖𝐞 𝐆𝐨𝐭 𝐘𝐨𝐮!” 💯 . 𝐓𝐡𝐢𝐬 𝐢𝐬 𝐭𝐡𝐞 𝐏𝐞𝐫𝐟𝐞𝐜𝐭 𝐃𝐚𝐭𝐞 𝐍𝐢𝐠𝐡𝐭 𝐟𝐨𝐫 𝐂𝐨𝐮𝐩𝐥𝐞𝐬! . 𝐓𝐡𝐢𝐬 𝐢𝐬 𝐭𝐡𝐞 𝐏𝐞𝐫𝐟𝐞𝐜𝐭 𝐑𝐨𝐦𝐚𝐧𝐭𝐢𝐜 / 𝐅𝐮𝐧 𝐄𝐬𝐜𝐚𝐩𝐞 𝐟𝐨𝐫 𝐒𝐢𝐧𝐠𝐥𝐞𝐬! . 𝐆𝐞𝐭 𝐲𝐨𝐮𝐫 𝐭𝐢𝐜𝐤𝐞𝐭𝐬 𝐍𝐎𝐖 𝐛𝐞𝐟𝐨𝐫𝐞 𝐩𝐫𝐢𝐜𝐞𝐬 𝐠𝐨 𝐔𝐏 𝐨𝐧 𝟏/𝟑𝟏 𝐚𝐭 𝐌𝐢𝐝𝐧𝐢𝐠𝐡𝐭! . 💥 𝐋𝐢𝐧𝐜𝐨𝐥𝐧 𝐒𝐭𝐫𝐞𝐞𝐭 𝐒𝐚𝐥𝐬𝐚 💥 𝐅𝐞𝐚𝐭𝐮𝐫𝐢𝐧𝐠: 💥 𝐋𝐢𝐯𝐞 𝐒𝐚𝐥𝐬𝐚 𝐁𝐚𝐧𝐝: 𝐀𝐥 𝐒𝐨𝐧 𝐃𝐞𝐥 𝐈𝐲𝐚! . 💥 𝐒𝐚𝐭𝐮𝐫𝐝𝐚𝐲, 𝐅𝐞𝐛𝐫𝐮𝐚𝐫𝐲 𝟏𝟒 💥 𝟖 𝐩𝐦 – 𝟏 𝐚𝐦 . 🟣 Salsa, Bachata, and Merengue 🟣 Dancing All Night Long! . 👉 𝐁𝐮𝐲 𝐒𝐔𝐏𝐄𝐑 𝐄𝐚𝐫𝐥𝐲 𝐁𝐢𝐫𝐝 𝐓𝐢𝐜𝐤𝐞𝐭𝐬 𝐍𝐎𝐖 𝐚𝐭: https://columbussalsadancing.com/live-salsa-band-tickets-super/ . Lincoln Street Salsa 1717 Brice Rd Reynoldsburg, Ohio 43068 . 🟣 𝐑𝐞𝐠𝐢𝐬𝐭𝐫𝐚𝐭𝐢𝐨𝐧 8:00 pm – 8:30 pm . 🟣 𝐁𝐞𝐠𝐢𝐧𝐧𝐞𝐫 𝐃𝐚𝐧𝐜𝐞 𝐋𝐞𝐬𝐬𝐨𝐧! 8:30 pm – 9:30 pm . 🟣 𝐎𝐩𝐞𝐧 𝐃𝐚𝐧𝐜𝐞 𝐏𝐚𝐫𝐭𝐲 𝐖𝐢𝐭𝐡 𝐋𝐢𝐯𝐞 𝐒𝐚𝐥𝐬𝐚 𝐁𝐚𝐧𝐝! 9:30 pm – 1:00 am . ✅ Cover Includes Dance Lesson and/or Party! . 👉 𝐁𝐮𝐲 𝐒𝐔𝐏𝐄𝐑 𝐄𝐚𝐫𝐥𝐲 𝐁𝐢𝐫𝐝 𝐓𝐢𝐜𝐤𝐞𝐭𝐬 𝐍𝐎𝐖 𝐚𝐭: https://columbussalsadancing.com/live-salsa-band-tickets-super/ . 👉 $𝟐𝟎 𝐒𝐔𝐏𝐄𝐑 𝐄𝐚𝐫𝐥𝐲 𝐁𝐢𝐫𝐝 𝐓𝐢𝐜𝐤𝐞𝐭𝐬 (𝐄𝐧𝐝𝐬 𝟏/𝟑𝟏 𝐚𝐭 𝐌𝐢𝐝𝐧𝐢𝐠𝐡𝐭!) . 👉 $𝟐𝟓 𝐄𝐚𝐫𝐥𝐲 𝐁𝐢𝐫𝐝 𝐓𝐢𝐜𝐤𝐞𝐭𝐬 (𝐄𝐧𝐝𝐬 𝟐/𝟏𝟒 @ 𝟓 𝐩𝐦!) . 👉 $𝟑𝟎 𝐀𝐭 𝐭𝐡𝐞 𝐃𝐨𝐨𝐫 . ✅ 𝐍𝐨 𝐄𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞 𝐍𝐞𝐜𝐞𝐬𝐬𝐚𝐫𝐲! ✅ 𝐍𝐨 𝐏𝐚𝐫𝐭𝐧𝐞𝐫 𝐑𝐞𝐪𝐮𝐢𝐫𝐞𝐝! ✅ Always Other People to Dance With! ✅ Singles, Couples, Beginners, and Pros Welcome! . ✅ BYOB ✅ 18+ . ✅ 𝐐𝐮𝐞𝐬𝐭𝐢𝐨𝐧𝐬? 𝐕𝐢𝐬𝐢𝐭: LincolnStreetSalsa.com 𝐎𝐫 𝐓𝐞𝐱𝐭 𝐓𝐨𝐝𝐝: 𝟔𝟏𝟒-𝟕𝟕𝟒-𝟖𝟏𝟒𝟔 . 👉 𝐁𝐮𝐲 𝐒𝐔𝐏𝐄𝐑 𝐄𝐚𝐫𝐥𝐲 𝐁𝐢𝐫𝐝 𝐓𝐢𝐜𝐤𝐞𝐭𝐬 𝐍𝐎𝐖 𝐚𝐭: https://columbussalsadancing.com/live-salsa-band-tickets-super/ .

I love my job and one of the main things I do is help customers get going with any of the data technologies at Microsoft. Right now there are a lot of my customers asking about Microsoft Fabric. It's hard to weave across all the shiny new options across the Fabric landscape, let alone figure out where it fits into your organization. In this session we'll focus on answering one question - how can I get data into Fabric? We'll talk through the "it depends" options and see some of the options in live demos.