Text Analytics

In diesem Kurs beschäftigen wir uns mit verschiedenen Texten aus unterschiedlichen Bereichen. Das können u.a. kurze Geschichten, Gedichte, Zeitungsartikel, Kolumnen oder Videos sein. Immer sind es Themen, die uns gefallen, die wir besonders interessant, wichtig oder manchmal auch richtig schlecht finden. Gemeinsam versuchen wir die Position der Autor*in, den Stil und die Argumentationsstruktur zu verstehen. Dazu diskutieren wir über das, was wir verstehen, welche Meinung wir zu dem Thema haben oder welche Fragen offen bleiben.
Gerne könnt ihr uns auch Themenvorschläge mitbringen oder zuschicken.
Der Kurs richtet sich an interessierte Menschen mit einem B2-Niveau (oder so ähnlich), die Lust haben sich weiter mit der deutschen Sprache zu beschäftigen und ihren Wortschatz zu erweitern.
Die Termine sind sporadisch.

On the 3rd March we will host the next iteration of our monthly Audio Developer Meetup. The long talk will be by Christian Grothe on building audio applications for the terminal in rust. The short talk will be by Maksymilian Padalak on how to convert text prompts into plug-ins. See below! As always, there will be a chance to network over drinks and pizza. Anyone interested in Audio development is welcome! Doors open at 18:00, talks start at 18:15. Please note: Attendance is **strictly limited** to people who have RSVP'd Talk details: **Building Audio Applications with a TUI in Rust** \- Christian Grothe In this talk, we will explore the possibilities of building musical instruments with a terminal user interface using Rust and Ratatui. We will look at both the challenges and advantages of this approach, illustrated with practical examples and sound demonstrations. **Christian Grothe** is a programmer and musician based in Potsdam. During his music studies, he became increasingly interested in creating improvised electronic music using his own tools. Starting with MAX/MSP, exploring the Axoloti board, experimenting with Arduino and Teensy, and eventually building an analog modular synthesizer from scratch, his technical abilities evolved through time and hands-on experience. Primarily focused on building tools for live sampling, Christian settled on a stack where he uses Rust to create custom sampler instruments running in the terminal, alongside SuperCollider patches—literally making music with tmux. **pluginmaker.ai - How We Turn Text Prompts into Working VST/AU Plugins -** Maksymilian Padalak pluginmaker.ai is the first ever browser-based, no-code generator for VST and AU audio plugins. Users describe an effect or instrument in plain language - "plate reverb with decay and damping controls" - and within minutes receive a plugin they can load in almost any DAW. In this talk they'll demo the full flow from prompt to plugin, walk through how the generation pipeline works at a high level, and share what they've learned building an AI system that writes real-time audio code. Maksymilian Padalak is an ex-Nord Security (NordVPN) developer, guitarist, music producer, former professional standup comedian, and co-founder of pluginmaker.ai - an AI-powered platform that generates audio plugins from natural language descriptions. He co-founded the project with his best friend and ex high school bandmate Dominik Bilski, an ex-FedEx and ex-Pearson developer, bassist, and AI enthusiast. Both quit their jobs to build pluginmaker.ai full-time.

We’re excited to invite you to a **partner meetup with Alpic and Slite**, focused on the **practical implementation of MCP** in production AI systems. ✅ **Registration** is managed exclusively via Luma. Please **reserve your spot** through the **official MCP Connect event page**: https://luma.com/olsyxsvn **Entry is reserved for confirmed guests.** ​🚀 **AI at Superhuman**: **Better Models or Better MCPs?** [Viktor Zamarueiv](https://www.linkedin.com/in/viktor-zamaruiev-99a2bb25/), Director of Engineering at Superhuman Generic wrappers let you easily wrap any APIs as MCP tools accessible by Claude and other MCP clients. However, existing APIs might be challenging for LLMs, especially for cost-efficient models. This talk explores shifting complexity out of probabilistic models into deterministic interfaces through MCP in order to build reliable AI systems. 🚀 ​**How to implement progressive tool/MCP calling** [Christophe Pasquier](https://www.linkedin.com/in/christophepasquier/), CEO at Slite ​Our journey on how we implemented a progressive tool calling to open to MCPs, solving this through disambiguation layers and on-demand tool loading, letting agents discover only the tools they need, when they need them. 🚀 ​**Designing MCP Apps with Skybridge** [Fredéric Barthelet](https://www.linkedin.com/in/frederic-barthelet/), Co-founder and CTO at Alpic ​Lessons learned from building dozens of ChatGPT Apps and an introduction to Skybridge, an open-source framework for MCP Apps ​ 🗓 **Agenda** ✨ 18:30–19:00 — Doors open, check-in & refreshments **We'll be welcoming guests with confirmed registrations.** ✨ 19:00–20:30 — Talks ✨ 20:30–21:30 — Networking & mingling

New Starting Time: 12:00 Come along, grab a coffee, shut up, and write! We will do two 45-minute writing sessions, with a 15-minute break in between. The first session starts at 10:45am. You can find us in the room on the right. For space reasons, we are limited to a certain number of attendees, so please update your RSVP if you can't come. If you are new, come and say hello, as we know that suddenly going quiet for 45 minutes and staring at that blank page can be intimidating when it's your first time. We have a lot of long-term regulars who will be happy to help you feel welcome. In between sessions, we have a Telegram chat: https://t.me/joinchat/ERW3pxD5kfELGeWs9SUhjw For more information, visit [https://shutupwrite.com](https://shutupwrite.com/).

Medals, titles, and records look like success – but they do not make you a champion. In this ESMT Insight Hour, **[Tina Manker](https://www.linkedin.com/in/tinamanker/)**, Olympian, world champion, and coach for high-performance teams, invites participants to rethink what performance and leadership really mean. True champions are not defined by what they win, but by how they behave, especially when no one is watching. Drawing on her experience in elite sport and her work with leadership and startup teams, Manker will explore how high performance is built collectively, sustained over time, and tested under pressure. * What does it actually mean to be a champion when no one is watching? * Which conversations are teams most likely to avoid, and why? * Do you really want feedback? * Performing on your best day is easy. But how do you perform on your worst? * What difficulties await you when you leave your comfort zone? Participants will leave with new perspectives on behavior, pressure, and responsibility, as well as practical insights into how teams can “raise the floor” to perform – and achieve – consistently. The session concludes with an experiential element that brings the realities of preparation, pressure, and performance vividly to life. Moderated by **[Hilde Rosenboom](https://www.linkedin.com/in/hilde-rosenboom-9bb7a2140/)**, Program Director, Executive Programs, ESMT Berlin **About the speaker** **[Tina Manker](https://www.linkedin.com/in/tinamanker/)** is a coach, teacher, and Olympic rower. She represented Germany at the London 2012 Olympic Games and achieved multiple international successes, including World Champion in 2011 and World Championship Bronze in 2010. She has worked as a performance life coach at High Performance Sport New Zealand and currently serves as team coach for startup and high-performance teams in the DEEP Pioneers program of DEEP – Institute for Deep Tech Innovation at ESMT Berlin. Manker is also a TEDx speaker. Her talk, “[Emotions help us create connection](https://youtu.be/nJHWGDXdRsI?si=A-5ANKF2VVfWv2Bk),” focuses on the role of emotions in performance, leadership, and human connection. **About the moderator** **[Hilde Rosenboom](https://www.linkedin.com/in/hilde-rosenboom-9bb7a2140/)** is a Program Director at ESMT, where she designs and delivers Executive Education programs, including *[High Performing Teams führen](https://esmt.berlin/de/executive-education/seminare-fuehrungskraefte/high-performing-teams)* and a range of customized corporate training programs.

Come along, grab a coffee, shut up, and write! We will do at least two sessions of each 45 minutes of writing and two breaks. We will start the first writing session at 10:45. For space reasons we only allow a limited number of attendees, so please update your RSVP if you can't come. We'll probably be grouped around the large table in the back room's center. In the summer, also outside. Looking forward to seeing you there!

**\*\*\* SIGN-UP on LUMA ONLY to get the address and attend!\*\*\*** **A Small Update for 2026** Thanks to those who took the LSLab survey. We learned a lot, and will use that feedback to continue creating a dynamic, safe and relevant learning community. Starting now, there will be a few small changes, beginning with this meet-up, so we can test as we go. So after many years on Meetup, LSLab Berlin is evolving. **From now on:** * Events will be announced inside Meetup, but *organized on LUMA* (**Link to sign up here:** [https://luma.com/vs42c5uc](https://luma.com/vs42c5uc)). * We’ll charge a small participation \*fee when you sign up. * Sign-ups to the email so updates can come from LUMA - no spam, just updates on LS events (address or date change, opportunities to be on the design team, events relevant for LS!) This helps: * Cover admin and multiple platform costs * Support behind-the-scenes coordination * Encourage attendance commitment * Give our hosts a more accurate guest count It’s about sustainability and respecting everyone’s time. We will see how it all works and make adjustments as we go. \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* **Here we come, Deutsche Bahn** 🚆 We’re on fire in 2026, our second Lab this year and we’re not even out of Q1. As always, we are looking to make it: fun, practical, slightly surprising. **Theme:** TBD – our design team meets next week and we’ll post the theme and string as soon as it’s ready. **Our Host:** We’re excited to be hosted by Deutsche Bahn. Their space gives us plenty of room to move, work in small groups, and play. **What Happens at an LSLab?** Every Lab includes: ✔️ Networking & connecting ✔️ Giving and Getting Help ✔️ A thoughtfully designed Liberating Structures “string.” ✔️ Action planning We don’t do long debriefs during the session, on purpose. LSLab is a practice space, mostly for the Design Team, and the participant, you, learn by doing! By participating. By seeing what it’s like to be part of the collective intelligence. Questions are welcome during the break and after we close. **New to Liberating Structures?** Totally fine. You don’t need experience. We’re a mix of beginners, experienced facilitators, agilists, OD/L&D folks, coaches, leaders, and curious humans who want better collaboration. You’ll learn by being part of it. **Language** Intro and instructions are in English. Small group work can happen in whatever language works for you. Mark your calendar. Come practice. Bring your curiosity. See you there, Sylvia \*If you are facing financial hardship or have been laid off, we'll waive your fee. Just reach out to us and let us know. We want you to be able to contribute and connect with us!

Deine Reise um die Welt – im Invavu Café Flower! Hast du Lust auf neue Leute, spannende Sprachen und eine richtig gute Zeit? Dann komm vorbei zu unserem internationalen Sprachcafé! ☕✨ In unserem neuen, wunderschönen und gemütlichen Café zeigen wir: Freundschaft macht einfach mehr Spaß. Gemeinsam wollen wir freundlich leben und eine kleine Reise um die Welt machen – direkt hier am Tisch. Egal, welche Sprache du sprichst oder lernen willst, du bist herzlich willkommen! Wann? Freitag, 06.03.2026, ab 17:00 Uhr Wo? Invavu Café Flower Kurfürstendamm 115B, 10711 Berlin Schnapp dir ein Getränk, lerne neue Freunde kennen und lass uns zusammen die Vielfalt feiern. Wir freuen uns auf dich!

📅 **Week 7: Presentation Day!** 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 7**, we celebrate and present. This is our **Showcase Night**. Participants will: * Present their project (5–10 minutes each) * Demo their pipeline or flashcard system * Share challenges, lessons learned, and technical decisions * Give and receive thoughtful feedback We’ve come a long way — from raw images on our phones to a complete, working portfolio project — and this week is about learning to clearly explain your ideas, your challenges, and the technical decisions behind your work. \*\*\* **👋 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.

**How AI Agents Are Changing the Way We Work** Join us on March 5th, for an exciting session, which will aim to help you develop your skills in the world of SEO, GEO, AI and Marketing. The session will be held at the **Buzzmatic Office, Schönhauser Allee 149**, from **9:30 to 11:00**. Enjoy **free attendance,** some lovely **breakfast** and great conversation! The returning champion of our breakfast events, our CEO Raoul Schreck, will give us the full rundown on how AI Agents are changing the way we work. 2026 is the year AI agents are going from buzzword to daily workflow. Claude Code, Claude Cowork, n8n and recently OpenClaw are the tools of the hour. But what does that actually mean for SEO and marketing teams? This session cuts through the hype and shows what's real: live demos and practical workflows using Claude Code, Claude Skills, Agents and the Model Context Protocol (MCP). You'll see how autonomous agents plan, decide, and execute multi-step marketing tasks – from content production to AI visibility audits to automated reporting. **No slides, just tools, workflows, and some stuff that will blow your mind.** This session is ideal for SEOs, marketeers and anyone looking to expand their understanding of how AI is increasingly influencing these fields. In the following months we will also be hosting external speakers Nicolas Caramella and Andrés Tapia for some deepdives on related topics. We will be posting more about these events soon, so stay tuned! You can also find our events on Eventbrite: https://www.eventbrite.com/e/agentic-seo-marketing-tickets-1983261319996 Bring yourself, a good mood and any thoughts or questions you have on the subject. We look forward to seeing you there and hearing your thoughts!

Zalando is graciously hosting us for our first Meetup in 2026. And we are doing it a bit different: we have two rooms, and two talks in parallel. This gives you the opportunity to choose between two talks, for a total of four talks. This year, we’re especially happy to welcome Amazon Web Services as the food sponsor for our meet-up. Thanks to their support, our community can enjoy great conversations over great food — making the evening not only insightful, but also delicious. Meet the AWS experts Sikandra Chaudhary, Daria Aleshkova, and Narendra Tawar. Narendra will be delivering a talk on PostgreSQL and AI, sharing practical insights and real-world experience. We truly appreciate AWS’s commitment to supporting local tech communities and helping us create a warm, welcoming atmosphere for everyone. **PLEASE BRING YOUR PHOTO ID** **USE THE MAIN ENTRANCE TO BHW ON THE SIDE OF UBER ARENA** **Agenda** Two sessions run in parallel in rooms codenamed "Auditorium" and "Festival" **18:30** \- doors open: registration\, networking\, and drinks **19:00 - 19:05** Auditorium, "Event intro" by Sergey Dudoladov, Senior Database Engineer in Zalando. **Auditorium: Track A** **19:10 - 19:55** "How we made WarehousePG Open Source (again)" by Andreas 'ads' Scherbaum, a WarehousePG Principal Engineer at EDB and a Founding Member of PostgreSQL Europe **19:55 - 20:15** Networking, Q&A, and pizza **20:15 - 21:00** "From 20 seconds to sub-second: Speeding up CloudNativePG wake-ups" by Tudor Golubenco, CTO of Xata **Festival: Track B** **19:10 - 19:55** "The Role of PostgreSQL in the AI World" by Narendra Tawar, Sr Database Specialist SA, AWS **19:55 - 20:15** Networking, Q&A, and pizza **20:15 - 21:00** "Modernizing Postgres Communication with Hackorum", by Kai Wagner, Percona **21:00 - 22:00 Networking, Q&A, and pizza** **22:00 - The End** **Abstracts** **How we made WarehousePG Open Source (again)** WarehousePG is an Open Source fork of Greenplum Database, which by itself is a fork of PostgreSQL. The project was born after the upstream project was made closed source. This talk gives a quick overview of the history of both projects, which already spans more than two decades. We then dive into the reasons for creating a fork, and all the stumbling stones we had to pass in order to make this project open source again. We also talk about the challenges of CLAs (Contributor License Agreements) and what implications the PostgreSQL and Apache Licenses have for the project. Speaker: Andreas 'ads' Scherbaum **The Role of PostgreSQL in the AI World** As artificial intelligence (AI) continues to revolutionize industries, the need for robust, scalable, and efficient data management solutions has never been greater. PostgreSQL, with its extensibility, performance, and advanced data capabilities, plays a crucial role in enabling AI-driven applications. This talk explores how PostgreSQL supports AI workloads, from managing vast datasets and integrating with machine learning frameworks to leveraging extensions like PostgreSQL ML, TimescaleDB, and JSONB for AI-ready storage and querying. Attendees will gain insights into best practices for using PostgreSQL in AI pipelines, optimizing performance for AI inference, and harnessing the power of open-source innovation to drive intelligent decision-making. Whether you're a data engineer, AI researcher, or PostgreSQL enthusiast, this session will showcase why PostgreSQL is an essential component in the AI ecosystem. **From 20 seconds to sub-second: Speeding up CloudNativePG wake-ups** CloudNativePG (CNPG) is a popular and battle-tested operator for running Postgres on top of Kubernetes. At Xata, we’ve been using CNPG and extending it in several different directions. One of them is implementing a scale-to-zero plugin: clusters hibernate when inactive and they wake up automatically when new connections are created. After adding scale-to-zero, we’ve faced the challenge that the CNPG wake-up from hibernation is rather slow.This is an optimization story about how we reduced the wake-up times from 20+ seconds to under one second. Speaker: Tudor Golubenco **Modernizing Postgres Communication with Hackorum** In 2026, the debate over whether mailing lists are still "state of the art" continues to divide developers. While some view them as relics, we cannot neglect the unique benefits of their decentralized, archival nature. Rather than fighting over platforms or ignoring the friction, Hackorum asks a simpler question: Why not just improve the user experience? Hackorum transforms the daunting mailing list "firehose" into a modern, forum-style interface without breaking the underlying email culture. It is designed to lower the barrier for new contributors while providing power tools for veterans: Seamless Integration: Real-time sync between mailing lists and daily sync of the Commitfest status. Modern UX: Per-message read tracking, tagging, and contributor profiles. Enhanced Coordination: Shared notes and mentions to streamline complex reviews. We have to stay open minded and willing to expand our horizon and as such Hackorum is rapidly evolving. While our roots are in development, we are currently expanding to include broader mailing lists like -general and -docs. Our goal is to make the entire Postgres ecosystem more accessible and usable for everyone. Join us for a demo of the latest updates and help us shape the future of Postgres communication. Speaker: Kai Wagner **About the speakers** **Andreas Scherbaum** has been working with PostgreSQL since 1997. He is involved in several PostgreSQL related community projects, member of the Board of Directors of the European PostgreSQL User Group and also wrote a PostgreSQL book (in German). Since 2011 he was working for EMC/Greenplum/Pivotal and tackled very big databases. Until 2024 he was doing the same - but with maybe even more and bigger databases - for Adjust GmbH in Berlin. Now he's working at EDB as WarehousePG Principal Engineer and is helping customers with even larger databases. **Tudor Golubenco** is the CTO of Xata, a Postgres platform with branches and zero-downtime, reversible schema changes. Before Xata, Tudor worked as a tech lead at companies like Elastic and Oracle. **Narendra Tawar** \- Sr Database Specialist SA I am accomplished database professional with 21 years of comprehensive experience across Oracle, PostgreSQL, Microsoft SQL Server, and MySQL environments, with specialised PostgreSQL expertise since a decade. Currently serving as a Senior Data Migration Specialist at AWS, I architect and execute complex enterprise migration strategies while actively expanding into Generative AI technologies to enhance migration efficiency and optimize data workflows. My core competencies include database architecture, performance optimization, migration planning, and cross-platform data integration, combining decades of hands-on experience with modern cloud methodologies to deliver scalable, reliable data solutions that bridge traditional database principles with emerging AI capabilities. **Kai Wagner** \- I’m Kai\, a Senior Engineering Manager at Percona with almost two decades of "bleeding" open source in my DNA\. From the Linux Kernel and Ceph at SUSE to leading PostgreSQL development today\, my career is built on a foundation of transparent communication and community\-driven innovation\. In my free time\, I'm a handball\, agility and movement coach for various ages and teams\, next to spending time with the family and on the house\. **Note** We will again take notes who signs up and does not show up. This information will be used to provide seats to others at future events. Plain and simple: please only sign up if you plan to attend.

**Fellow Humans, we're starting a book club!** We focus on understanding what's actually happening on the crowded stage of AI: the companies driving the AI race, the decisions being made on our behalf, and what it all means for the rest of us. Every few weeks, we'll choose and read one book together and talk about it. Bring your **thoughts**, your **questions**, your **highlighted passages**, and your **honest reactions**. **Our first pick: *Empire of AI* by Karen Hao**, who has worked for The Wall Street Journal and contributes to The Atlantic. *She argues that the pursuit of an artificial superintelligence has become its own figurative paper clip factory, devouring too much energy, minerals and human labour. She portrays OpenAI and other companies that make up the fast‑growing A.I. sector as a “modern-day colonial world order.”* (excerpt from the NYT review) **What to expect:** A relaxed, semi-structured conversation (around 2 hours). We'll dig into the themes together, share what stood out, and connect the ideas to what we're actually experiencing. **No expertise required, just read the book and show up curious.** **Why a book club?** Because some things can't be captured in a headline or a 60-second video. The questions AI raises for our work, our relationships, and our futures deserve more than a scroll. They deserve a real conversation with real people, and a book gives us common ground to start from. **After this first Meetup, you help define what's next!** Suggest books that have changed how you think about AI, technology, or what it means to be Human. This is your club. **No tech background needed. Just curiosity and willingness to think out loud with fellow critical thinkers.** **Join our [LinkedIn Group](https://www.linkedin.com/groups/10088542/) and [Substack](https://humanfuturehub.substack.com/)** for articles, perspectives, and resources between events. See you there, Your HFH Team! **Humans, together. Nobody is left behind.** ❤️

Silent Book Club is a group of book lovers who enjoy reading together in public. All books and all readers are welcome. (Kindly RSVP 'yes' only if you can make it, so we can save a seat for you and our fellow readers on the waitlist!) This page-turning party will unfold in the Café (1st floor) at the Bode Museum. There's no entrance fee, but please order at least one item from the cafe and don't bring any outside drinks :) No quizzes, no pressure, no assigned books - just a group of book-loving souls basking in the beauty of silent reading. **Our thrilling agenda:** 10:30 am - 11:00 am - Arrivals, ordering drinks/food (social time) 11:00 am - 12:00 pm - The Great Quiet Reading Hour (where silence is the star) 12:00 pm - 13:00 pm - Optional socializing, share your reading adventures or just keep exploring the pages Stay for lunch, and who knows? You might just find your next favorite book over a pizza. NB: If you plan to go for lunch, please consider bringing cash, as some restaurants only accept card payments after a certain amount.

**PLEASE NOTE THE ADDRESS CHANGE! We're now at [w3hub.berlin](https://w3hub.berlin)** *[Qase](https://qase.io) is presenting the **eleventh** Meetup on Quality Engineering in Berlin.* *This time, we’re bringing you three deep-dive talks — all designed to challenge the way you think about quality, testing, and collaboration.* *As always, expect great conversations, snacks, and drinks. See you there!* **AGENDA** **1\. Mitesh Patel\, Technical Consultant \- Scientific Instruments @ Altum Solutions: *Food QA: Testing Tasting*** On this fine evening, we shall enjoy some food … and also learn why we enjoy it. Because tasting is really a form of testing for our brains — wetware QA in essence. But how do we reformulate this wetware testing into those familiar realms of software and hardware testing? It is not as simple as exchanging taste buds for test suites and bites for bytes. Just ask Big Food which spends billions on this same question: How can computers do taste tests like humans? Guided by the example of an ML/AI-powered scientific instrument for chemical analyses, namely, a spectrometer, this session addresses this question and explores the broader topic of QA in the food industry. Discover how food companies scale testing across scientific software, device hardware, and food/human wetware. So grab a spoon for this insider scoop on QA for food. **2\. Vitaly Sharovatov\, developer advocate @ Qase: *QA Myths Busting: A Practical Guide to Higher Quality*** Have you ever felt the urge to increase the amount of testing or hire more testers, thinking it would improve product quality? As a tester, have you ever been held “accountable” for quality or pressed for time, leaving you feeling helpless? Or perhaps you’ve been asked to justify quality assurance initiatives with numbers? Our industry is filled with myths: from “quality can be measured” to “more testing means higher quality” and from “QA slows down work” to “testers are responsible for quality”. In this talk, I will present the myths I once believed, explain the dangers they pose to both teams and products, and demonstrate how they should be debunked and overcome. **3\. Asya Isakova\, Co\-Founder @ TECH_Connect: 𝘌𝘢𝘳𝘯 𝘛𝘳𝘶𝘴𝘵\, 𝘒𝘦𝘦𝘱 𝘠𝘰𝘶𝘳 𝘑𝘰𝘣** The job market is wild: it’s hard to get hired, and sometimes even harder to stay hired. In a new role (or a new team), one of the fastest ways to reduce uncertainty and accelerate collaboration is to build trust quickly. But how do colleagues and managers decide you’re trustworthy? It’s rarely just about closing Jira tickets or moving cards on a Kanban board. People assess trust through patterns of behavior: what you do, how consistently you do it, and how do you act towards others. In this talk, you’ll learn an evidence-based approach to building trust at work using three practical components: integrity, reliability, and benevolence. We’ll unpack what shapes people’s trust judgments (including context, risk, and prior experiences) and translate research into concrete behaviors you can apply immediately: especially in multicultural and cross-functional teams.

**Google Analytics Alternatives** Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday. Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”. Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process. We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

[The Board Walks](http://www.theboardwalks.com/) are for curious people who love deep conversations. If that sounds like you, **bring a thoughtful topic** and join us for a 5-mile walk (10,000+ steps!). **HOW IT WORKS** **Step 1: Bring a topic** Before you arrive, think of **one** topic you want to explore. A question. A thought that's been on your mind. An obsession you want to geek out on. This is your ticket to the event. **Step 2: Circle up & share** We gather in a circle. Your friendly walk host gives a speech to set the tone. Everyone shares: your name, what you're grateful for, and your topic. That's it. 60 seconds. **Step 3: Walk, talk & float** We walk 5 miles. You naturally drift into conversation with 2-3 people at a time, pulled by topics that spark your curiosity. When you're ready to move on, just say: "I'm going to float!" **Step 4: Feel more alive** Two hours flies by. You're back where you started — but you feel different. More alive. More energized. More connected to yourself and others. That's why regulars join 20+ times. *For more details, read our [Orientation Guide.](https://www.theboardwalks.com/orientation)* **HOW TO BRING A GREAT TOPIC** A great topic = something you're genuinely curious about. Recent topics include: * "What are you passionate about right now?" * "What makes a good friend?" * "What's a belief you used to hold that you've completely changed?" * "How do you want to be remembered?" * "What would you do if money wasn't a factor?" Think of your topic like the dish you're bringing to our conversational potluck. If everyone brings an A+ dish (i.e. energizing, uplifting, expansive), we'll all walk away feeling lighter and brighter. **WHAT TO EXPECT** This isn't a fitness event with casual chitchat. It's a walking think tank where we explore life's big questions together, beyond small talk. *If you're looking for light banter or a standard networking event, this probably isn't the right fit.* But if you crave depth, genuine connection, and conversations that make you feel alive? You'll love it here. **FAQ** * Wear casual athletic attire and sneakers. It's a long walk! * We have multiple first-timers at each event. We work hard to create a welcoming, inclusive, clique-free space. * We welcome people of **all** ages, backgrounds, and industries who align with the [intention](https://www.theboardwalks.com/ground-rules) of this space. * Rain or shine, we've been out here nearly every week since July 2022. If the event is cancelled, we'll let you know. * Dogs, babies in strollers, parents, and friends are welcome — please text/email them the event link so they can RSVP and prepare a topic! **LOGISTICS** * If you'll arrive over 10 minutes late, we suggest skipping the event. It's hard to find us once we start walking, and your host can't answer messages during the event. * This walk is designed for everyone to *move together at the same steady pace* (about 20 min/mile). This format works best when the whole group moves in unison. If you have mobility limitations, we kindly encourage you to find an event better suited to your needs. * Read our [Orientation Guide](https://www.theboardwalks.com/orientation) for full details. * If you enjoy the event, send **[this](http://www.theboardwalks.com/)** to a friend or sign up for our **[newsletter](https://theboardwalks.beehiiv.com/)**. We're in multiple cities with more on the way. 🤠👋 **IF YOU WANT TO GO DEEPER...** [The Board](https://stan.store/ellebeecher/p/the-board) is the next step: a high-trust collective for renaissance people devoted to creating, connecting, and building lives that light us up. * This is a global HQ for people who crave big talk, deep connection, and dream collaborations with people across industries. If the walks feel like a spark... The Board is the fire. Apply [here](https://stan.store/ellebeecher/p/the-board).

The March Ohio North Database Training user group meeting will be held on **March 3rd, 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/l/meetup-join/19%3ameeting_YTg3MTY3NzItODI3OS00MTRjLTgzYTItYTBlMjY5NTQ5MzU4%40thread.v2/0?context=%7b%22Tid%22%3a%22b966f302-6b93-4686-9041-c084635642c5%22%2c%22Oid%22%3a%2278c760cb-657f-46aa-bd2f-7066d9403bdb%22%7d)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**: Updates and 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.

Let’s meet and discuss this fun but moving collection of wildly creative short stories. (Photo credit: TimesNowNews.com)

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

Join membersrs of the Central Ohio UX and digital design community for a casual monthly breakfast.