Code Review

**Chat & Updates:** Telegram: [https://t.me/+VfHrJXPGVWLflGhz](https://t.me/+VfHrJXPGVWLflGhz) Discord: [https://discord.gg/SVb44D9](https://discord.gg/SVb44D9) **\*Deutscher Text unten\*** **Come & go as it fits your schedule** We are meeting in-person and online every week. We offer an office environment for self-study, work and presentation/discussion (lightning talks). **Schedule:** * 10am open doors * 10am online video conference open [https://meet.in-berlin.de/fcc](https://meet.in-berlin.de/fcc) * optional, afternoon, around 1pm: 1h presentation session (if requested / offered) * 6pm or extended open-end **Open co-working / co-learning** work on the FreeCodeCamp curriculum or your own project. Vibe inside but vape outside. **Mutual exchange** and support is welcome. English and German, as needed. We have fast internet, chocolate bars, drinks and a nice atmosphere. :-) **Personal Consultation / Career advice** Bodo runs this meetup for many years. As a Senior Dev/DevOp he is open to giving guidance for your questions about career development. Book a free appointment (up to 60min) with him here: [https://calendar.app.google/yoZfVZR4D9zwt5in7](https://calendar.app.google/yoZfVZR4D9zwt5in7) **Code presentations on the projector** Everybody can participate. Show your code and present your project/problem. Get feedback or help and let others learn from you! You don't have to prepare a fancy presentation, show us what you're working on. Also in English or German, as you feel more comfortable. **Komm und gehe jederzeit. Zeitplan:** * 10:00 Uhr Öffnung vor Ort * 10:00 Uhr online room [https://meet.in-berlin.de/fcc](https://meet.in-berlin.de/fcc) * Nachmittag, ca 13 Uhr: optional 1 Std. Präsentation / Gruppen-Diskussion (nach Angebot/Bedarf) * 18:00 bzw. länger, open-end **Präsentationsrunde** nach Bedarf und Angebot am Nachmittag. Dort man kurz zeigen, woran man gerade arbeitet, eventuell Hilfe bekommen oder interessante Tool vorstellen. Du musst keine große Präsentation vorbereiten. Ebenfalls auf Englisch oder Deutsch, wie Du Dich wohl fühlst. **Gegenseitiger Austausch** und Unterstützung sind willkommen. Es wird Englisch und Deutsch gesprochen. **Persönliche Beratung / Karriereempfehlung** Bodo veranstaltet dieses Meetup seit vielen Jahren. Als Senior Dev/DevOp gibt er Dir auch persönliche Ratschläge für Karriere im 1:1 Gespräch. Reserviere Deinen kostenfreien Online-Videocall (bis zu 60min) hier: [https://calendar.app.google/yoZfVZR4D9zwt5in7](https://calendar.app.google/yoZfVZR4D9zwt5in7) **Tech & Buzz:** Claude Code, nodeJS, npm, nvm, TypeScript, JavaScript, Bootstrap, Tailwind, Bulma, React, Angular, NextJS, Vue, Nuxt, Docker, Container, Virtualization, Django, Codex, LLM, vibe coding, static site generation, OAuth2, Simple SAML, UX, UI, CMS, markdown, Hugo, Netlify, freeCodeCamp, Udemy, Community, Frontend Masters, Backend, SQL, noSQL, MySQL, Python, Linux, Development, git, Version Control, HTML, CSS, Open Source, Responsive Web design, Relational Database, API, Data Science, Machine Learning, Infosec, Cybersecurity, Big Data, AI, Artificial Intelligence, ChatGPT, Stable Diffusion, Data Structures, Data Mining, Ethical Hacking, OSI, Network Security, Julia, Deno, Test driven development, CI, continuous delivery, Deployment Pipe, Bash, devOps, Gitlab, GitHub, Jira, Cloud Computing, Azure, AWS, Apache Server, SSH, Algorithm optimization, SEO, C/C++, Mobile Apps, Apple iPhone, mac OS, Firefox, Chrome, Android, Programming Languages, Cryptography, Patching, Blockchain, DApp, Solidity, Analytics, geek, nerd, Neural Network, MongoDB, ExpressJS, Flutter, Go Lang, AJAX, OOP, UML Diagram, Computer Science, Engineering, Modell, View, Controller, Requirements, risks analysis, PKI, SSL, PGP Certs

We are back in the c-base! Do you already run NixOS and want to talk to other people or want an introductory session with some NixOS users. Just bring your machine! Usually there are no topics, we just sit in front of our computers, talk about stuff, debug some problems or review some PRs on nixpkgs. There are drinks usually available from the c-base bar. If you can't find us. just ask around or ask in irc (#krebs on hackint)

**We switched away from Meetup to Luma for organizing this event!** Please go to [lu.ma/vuejs_berlin](https://lu.ma/vuejs_berlin) to find the actual event description.

**Join the FINALE of the free BLISS AI Speaker Series Winter 2025/26!** We are excited to feature **Ahmed Salem**, who is currently a Researcher at **Microsoft Security Response Center (MSRC)** and will discuss **"The Price of Intelligence: Three Risks Inherent in LLMs**", lasting approximately 45 minutes. After the talk, seize the opportunity to connect with fellow AI enthusiasts to share ideas and questions while enjoying free drinks and pizza. **Door close by 7.15pm, so please come early! Also, "attend"ing (RSVP) here on Meetup is strictly necessary to be guaranteed entry.** Please note that Meetup has recently been quite keen on promoting its Plus program. However, you are not obligated to purchase it, as both our events and the platform remain free. **Who is this event for?** This event is open to everyone interested in state-of-the-art AI research. We especially design it for students, PhD candidates, academic researchers, and industry professionals with a research focus in machine learning. **Abstract**: As LLMs move from passive assistants to action taking agents, the price of intelligence is increasingly paid in control failures: what the model treats as instruction, how behavior shifts across time and context, and how fragile safety properties can become under downstream adaptation. In this talk, we begin with indirect prompt injection as an end‑to‑end problem, where untrusted content can steer downstream actions in realistic pipelines. We then discuss a defense direction that secures agent planning through deterministic policy enforcement and principled control over what information is exposed during planning. Finally, we turn to a practical question that underlies all of these results: how do we know when an agent/LLM is actually safe, rather than merely scoring well on an evaluation? We highlight two factors that can systematically distort safety measurement in agent settings. First, reasoning models can change compliance when they infer they are being evaluated (“test awareness”), which can bias apparent robustness and complicate safety audits. Second, we discuss implicit memory as a hidden channel that challenges the “stateless” assumption and enables temporal behaviors that standard evaluation setups may fail to surface. **Bio**: [Ahmed](https://ahmedsalem2.github.io/) is a Researcher at the Microsoft Security Response Center (MSRC), focusing on machine learning privacy, biomedical data privacy, and applied cryptography. He was previously a Postdoctoral Researcher at Microsoft Research Cambridge (2022–2024). He received his PhD in Computer Science from CISPA Helmholtz Center for Information Security, Saarland University, under the supervision of Michael Backes and Yang Zhang, graduating *summa cum laude*. Before that, he earned his MSc in Computer Science from Saarland University with high honors and his BSc in Digital Media Engineering from the German University in Cairo. His work has appeared at ICML, USENIX Security, CCS, NDSS, and Oakland. We are [BLISS](https://bliss.berlin/) e.V., the **AI** **organization** in Berlin that **connects like-minded individuals** who share great interest and passion for the field of machine learning. This winter 2025/26, we will, again, host an exciting speaker series on site in Berlin, featuring excellent researchers from Tübingen AI Center, DeepMind, Microsoft, King's College London, cohere, and ETH Zürich. Website: [https://bliss.berlin](https://bliss.berlin/) Youtube: [https://www.youtube.com/@bliss.ev.berlin](https://www.youtube.com/@bliss.ev.berlin) Disclaimer: By attending this event you agree to be photographed.

*Please note, this event is free but please sign up here so we can inform the venue of your attendance: [https://uxdx.com/community/community-berlin-2026-02-10/](https://uxdx.com/community/community-berlin-2026-02-10/)* Design is changing — both in what we build and how we build it. This month we’ll explore how teams are designing more local, trust-driven experiences that connect online and offline behavior, and how AI is reshaping the way designers move from idea to working prototype. Together, these perspectives show how design is evolving at both the strategic and execution levels: from what we build for people, to how quickly and effectively we can build it. **AGENDA:** **6:00 PM:** Registration and networking **6:20 PM:** Welcome from UXDX Berlin **6:30 PM:** Talk: *"From Marketplaces to Neighborhoods"* with **[Yihui Liu](https://www.linkedin.com/in/yihui-liu-b98627121/),** Product Design Lead, eBay An exploration on how eBay uses design to shift their experience from a global marketplace to a more local, human, and connected ecosystem. **7:00 PM:** Talk: *"3 Months to 2 Weeks: Using AI to Build MVPs in a Single Design Sprint"* by **[Behrad Mirafshar](https://www.linkedin.com/in/behradmirafshar/),** CEO, Bonanza Studios Practical walkthrough of how they've compressed the design-to-working-prototype cycle using tools like Claude Code + Figma Make. What works, what doesn't, and where the hype falls short. **7:30 PM:** Closing Remarks **7:40 PM:** Networking Thank you [Delivery Hero](https://www.deliveryhero.com/) for supporting the event. See you there!

A Berlin meetup bridging Product, UX, Design, and Dev to build better products, faster. A collaboration between UXDX Community and UX Gym. This is our first event of the year, and it's in person. Throughout 2025, we'll host more events and partner with conferences to bring you exclusive discounts. **[Registration Link](https://uxdx.com/community/community-berlin-2026-02-10/)** **From Marketplaces to Neighborhoods** An exploration of how eBay uses design to shift its experience from a global marketplace to a more local, human, and connected ecosystem. [Yihui Liu](https://www.linkedin.com/in/yihui-liu-b98627121/)[,](https://uxdx.com/profile/yihui-liu/)Senior Product Design,eBay **3 Months to 2 Weeks: Using AI to Build MVPs in a Single Design Sprint** Design tools come and go. The craft stays. Over the past year at Bonanza I've been testing where AI actually fits into how we work. Not as a replacement for thinking, but as a way to show up to a design sprint with something tangible. We now walk into day one with a working prototype. Clients see real interactions, not wireframes. Conversations shift from "imagine this" to "try this." That compression changes everything downstream. On February 10th, I'm breaking down our process at the UXDX Community event in Berlin. How we use Claude Code and Figma Make to go from brief to functional MVP in two weeks. What worked, what flopped, where the hype doesn't hold up. If you're a product leader or designer trying to figure out where these tools actually fit, this one's practical. [Behrad Mirafshar](https://www.linkedin.com/in/behradmirafshar/)[,](https://uxdx.com/profile/behrad-mirafshar/) CEO,Bonanza Design

Hey, React Berlin Community! **To attend the meetup please ➡️➡️➡️ [REGISTER HERE](https://guild.host/events/react-berlin-meetup-luc0zo) ⬅️⬅️⬅️ via Guild.** We’re kicking off our first meetup of the year! Join us on **February 11** as we explore modernizing React apps (compiler, useEffectEvent & more) and dive into real-time collaboration powered by a triplestore without a traditional backend. **🗣 Call for Proposals** Have an idea or story to share? Submit your talk proposal through our [CFP form](https://docs.google.com/forms/d/e/1FAIpQLSfbG_BEJJYuAtVL5vhMMnWTpQbYHzGM8kmlqaJ790-Lgqv0fA/viewform) and take the stage at one of our upcoming meetups! **🤝 Organized by** This event made possible thanks to the support from[ React Summit](https://reactsummit.com/) and[ JSNation](https://jsnation.com/) organizers –[ GitNation](https://portal.gitnation.org/). **🤝 Sponsored by** Huge thanks to our friends from Superhuman! Superhuman (formerly Grammarly) is the AI productivity platform on a mission to unlock the superhuman potential in everyone. The Superhuman suite of apps and agents brings AI wherever people work, integrating with over 1 million applications and websites. The company’s products include Grammarly’s writing assistance, Coda’s collaborative workspaces, Mail’s inbox management, and Go, the proactive AI assistant that understands context and delivers help automatically. Superhuman’s global team brings together over 1,500 people across Europe and North America. Learn more about [our products](https://gram.ly/3N7lpsl) and [open roles in Berlin](https://gram.ly/3Z6DdGB). **🕑 Event Schedule** * 18:30 - Doors open - snacks, beer, socialization * 19:00 - Intro and announcements * 19:10 - **Building Cross-Platform Agentic UI at Superhuman by [Oleksii Levzhynskyi](https://www.linkedin.com/in/oleksiilevzhynskyi/)** * **19.35 - Modernizing Your React App: Compiler, useEffectEvent, Activity & Friends by [Vitor Alencar](https:)** * 20:00 - Break with drinks * **20:15 - A Triplestore-Powered BaaS: Real-Time Collaboration Without the Backend by [Oliver Wolf](https://www.linkedin.com/in/oliver-wolf-81a33099/)** * 20:40 - Networking, Open Mic Lightning Talks * Mingle until 21:30pm 🗣️ **Talks** **➡️ Modernizing Your React App: Compiler, useEffectEvent, Activity & Friends** *React has changed a lot in the last year: React 19, 19.1 and now 19.2 brought a stable React Compiler, new hooks like useEffectEvent, the \ API, and better SSR primitives such as Partial Pre-rendering. And more* *In this talk we’ll take a demo React app that’s full of effects, memoization and “old school” patterns, and modernize it step by step.* **➡️ A Triplestore-Powered BaaS: Real-Time Collaboration Without the Backend** *Backend-as-a-Service platforms promise simplicity, but often lock developers into complex APIs authorization rules. What if your frontend could directly manage data, authorization, and collaboration - without domain-specific backend code?* *In this talk, Oliver shares how he built a triplestore-based BaaS to power real-time collaboration in his side project MonsterWriter, and how the approach grew into an independent open-source project. We’ll see how LinkedRecords.com enables fine-grained authorization, simplifies real-time collaboration, and supports a Bring Your Own Backend model that gives organizations more control over their data and vendor relationships. It is also shown how global state management becomes a lot easier in React apps.* **➡️ Building Cross-Platform Agentic UI at Superhuman** *Recently, Superhuman (formerly Grammarly) launched Superhuman Go, an AI assistant that works alongside you on every platform. To build it, we needed a scalable solution that supports an unlimited number of agents that dynamically shapes the user interface and looks similar across all supported desktop and mobile platforms. Join me to find out how we discovered solutions for this innovative new product.* **—** **👍 Code of Conduct** By registering for this event you agree to comply with our[ CoC](https://portal.gitnation.org/coc) **📩 Contact** events@gitnation.org [https://twitter.com/ReactSummit](https://twitter.com/ReactSummit) [https://bsky.app/profile/reactsummit.gitnation.org](https://bsky.app/profile/reactsummit.gitnation.org) [http://youtube.com/ReactConferences](http://youtube.com/ReactConferences)

Hello friends! We're getting together to have drinks & tamales at Trespassers in Mitte. Whether you're a newcomer or an old-timer, drop in to discuss Clojure and talk tech. https://clojure.berlin/events/drinks/ IMPORTANT NOTE: We're switching from meetup.com to luma.com, because meetup was bought by private equity is getting incredibly expensive. Subscribe here to keep up to date: https://luma.com/clojure.berlin See you on Thursday - it's been a while! Paulus

👋 Hallo und 💜-lich Willkommen to the Elixir Berlin Meetup. Let's get 2026 started with some Elixir. If you're new to the community the best way to introduce yourself is [to submit a talk](https://github.com/elixir-berlin/planning/issues/new?template=talk.yml) ⏰ Schedule 18:45: Doors open 19:05: Welcome & Announcements 19:15: 🗣 SSH OTP application by [Cara](https://github.com/cararemixed) 19:45: 🍺 break 🍵🧃 20:15: 🗣 Structuring Unstructured Text using structured generative AI by [Oren](https://github.com/orenmatar) 20:45: ⚡️ Lightning talks and Socializing 🪩 We want to encourage members of the Elixir community to share what they're working on. If you want to give a lightning talk at this Meetup, contact one of the organizers with a short description of your talk - or [submit a talk](https://github.com/elixir-berlin/planning/issues/new?template=talk.yml) See you all there 💜💜💜

Empowered in Tech, in collaboration with Fraunhofer IPK, come together to invite you to a new **FLINTA Talk Night**: an event designed to explore and address career progression challenges, offering a space for FLINTA\* professionals to reflect, learn and connect. ⏰ **Agenda** **18:00 – Doors Open** **18:30 – Welcome and Intro by Empowered in Tech** **18:35 – Talk by** **Fraunhofer IPK: *Equal Opportunities Are Essential to Innovation*.** Facilitated by Ruth Asan and Dr. Maiara Rosa Cencic. Researchers need the space to develop their full potential in order to have the groundbreaking ideas that drive us forward. A diverse, inclusive working environment for all is not just a noble goal, but also a competitive advantage. * Ruth Asan explains the approaches and programs we use at Fraunhofer IPK to implement fair career and development opportunities, specifically for FLINTA. * Building on this, Dr. Maiara Rosa Cencic will introduce the technologies developed by Fraunhofer IPK – from digital twins that connect engineering, simulation, and real-time shop-floor data to decentralized data spaces. Together, we will demonstrate that equitable opportunities unlock people’s potential and that our technology turns that potential into measurable impact for industry — smarter, more sustainable, and more human. **19:05 – Break** **19:15 – Talk: *The Hidden Half of the Job.*** Facilitated by Anastasiia Kudriavtseva. A practical guide on the thinking, explaining and negotiating that happens before and after the code, and quietly defines your career, and how to get better at it without losing your mind. In this talk participants will learn: ✔️ How AI changes what “good engineering work” looks like ✔️ How to adapt your message to reach different target audiences ✔️ Tackling daily standups and complaining in retrospectives (correctly!) ✔️ Tracking your work with a WTF-notebook and progress notes ✔️ How to ask for and use feedback without combusting ✔️ How to manage your energy on good and bad days **19:45 – Open Networking Round** (Hosted program concludes) 🍴 **Food & drinks** We’ll have water, coffee, and tea available. **Food won’t be provided**, so feel free to bring something to eat. 👋 **About Empowered in Tech** We are a local community in Berlin dedicated to empowering FLINTA (women, lesbians, intersex, non-binary, trans and agender) people to excel in their tech journey. Our events offer study groups, technical workshops, hackathons, networking events, panel discussions, lightning talks, and social events.Stay in touch with the community! Join our Slack: [https://bit.ly/EmpoweredInTechSlack](https://bit.ly/EiTSlack) **✨ About Ruth Asan** Ruth Asan is the equal opportunities officer at Fraunhofer IPK and the deputy equal opportunities officer of Fraunhofer-Gesellschaft. She has a background in political communication and has been working as an expert for digital communication at Fraunhofer IPK since 2018. **✨ About Dr. Maiara Rosa Cencic** Since 2024, she has been leading the department of Extended Reality at Fraunhofer IPK. She has around 10 years of experience as a researcher, with focus on developing innovative smart services and data-oriented business models. **✨ About Anastasiia Kudriavtseva** Frontend Engineer with a focus on React, and experience UI/UX design, with a background in robotics and computer systems. Worked across biopharma, publishing, and defence tech. Originally from Ukraine, now based in Berlin. 📍**Host** This evening will be kindly hosted by Fraunhofer IPK, a research and development institution in the field of production technology. They are located in Berlin-Charlottenburg, at Pascalstr. 13 – 14 10587 Berlin. Learn more: [Fraunhofer IPK](https://www.ipk.fraunhofer.de/) **☂️ About the FLINTA label** This event is labeled as FLINTA (women, lesbians, intersex, non-binary, trans and agender) as we make it a mission to empower women and other underrepresented minorities in the tech community. That being said, we don't exclude anybody! Cis men are welcome to join, just bear in mind that the topics will be discussed from this perspective. 😊 💗 **Code of Conduct** We are dedicated to providing a safe and welcoming experience for everyone who participates in our events. Our events aim to empower diverse women and we welcome everyone who identifies as a woman or another underrepresented group in tech or an ally.We follow the Berlin Code of Conduct for our events: [https://berlincodeofconduct.org/](https://berlincodeofconduct.org/) 📸 **Media Consent** We may be taking photos of this event for social media posts. If you do not want to be photographed, please let the organizers at the event know. We will make sure to respect your privacy.

📅 **Week 4 Focus: Calling LLM via API** 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 3, we trained a deep learning object detection model (YOLO) and learned how modern computer vision models are built. **In Week 4** we will try **LLM-based image understanding via APIs** to extract structured information from images and comparing this approach with traditional computer vision and building your own deep learning methods. * \*\*\* **👋 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.

Welcome to the PyData Berlin February meetup! We would like to welcome you all starting from 18:00. There will be food and drinks. The talks begin around 18.30 and the doors will close at 18:45. **Make sure to arrive on time!** Please provide your first and last name for the registration because this is required for the venue's entry policy. If you cannot attend, please cancel your spot so others are able to join as the space is limited. **Host**: **GetYourGuide** is excited to welcome you to this month's version of PyData. \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* The Lineup for the evening **Talk 1: How Data (Science) is Transforming Professional Sports** **Abstract**: From Moneyball's linear regression revolution to AlphaGo's Move 37, data science has fundamentally reshaped how we understand and play sports. This talk explores three key dimensions of this transformation: first, how analytics revolutionized scouting and training—from the Oakland Athletics' 20-game winning streak to Liverpool FC ending their 30-year championship drought through data-driven player selection. Second, how machine learning and real-time tracking systems have changed gameplay itself, making the mid-range jump shot obsolete in basketball and revealing chess strategies that had eluded grandmasters for thousands of years. Finally, we'll examine the darker consequences, including how ML-powered microbetting has transformed sports gambling into a $149 billion industry that resembles slot machines more than traditional wagering. This talk offers insights spanning baseball, soccer, basketball, chess, and Go - demonstrating how data science doesn't just optimize existing strategies, it fundamentally questions the assumptions entire sports were built upon. **Speaker**: Kaan Isik **Bio**: Kaan Isik is a Data Scientist at GetYourGuide where he works on the Activity Ranking team. As a member of this team, he focuses on developing and optimizing the learn-to-rank deep learning model that powers real-time activity recommendations for millions of travelers worldwide. His work directly impacts how users discover activities across GetYourGuide's platform, making their travel planning more personalized and efficient. **Talk 2: Can Foundation Models outperform classic ML on structured data? Hands-on experience with TabPFN** **Abstract**: LLMs excel at generalising over text data, but cannot reliably predict outcomes from spreadsheets and databases, which drive most critical decisions across medicine, finance, science and virtually all industries. In this talk, we will showcase how TabPFN, Tabular Foundation Model developed by Berlin-based Prior Labs, successfully generalises over structured data problems, beating classic ML with win rates ranging from 100% to 87%. **Speaker**: Diana Kriuchkova **Bio**: Diana is leading Product at Prior Labs. She is a part of the team developing TabPFN, a foundational model for tasks on structured data. TabPFN was published in the 2025 issue of Nature journal, and has shown to beat classic ML methods like XGBoost in >80% of cases. Diana's former background is in machine learning, and she spent last years leading product at developer-focused startups in Berlin. **Lightning talks** There will be slots for 2-3 Lightning Talks (3-5 Minutes for each) between the two main talks. Kindly let us know if you would like to present something :) \*\*\* NumFOCUS **Code of Conduct** THE SHORT VERSION Be kind to others. Do not insult or put down others. Behave professionally. Remember that harassment and sexist, racist, or exclusionary jokes are not appropriate for NumFOCUS. All communication should be appropriate for a professional audience including people of many different backgrounds. Sexual language and imagery are not appropriate. NumFOCUS is dedicated to providing a harassment-free community for everyone, regardless of gender, sexual orientation, gender identity, and expression, disability, physical appearance, body size, race, or religion. We do not tolerate harassment of community members in any form. Thank you for helping make this a welcoming, friendly community for all. If you haven't yet, please read the detailed version here: https://numfocus.org/code-of-conduct \*\*\*

Hi everyone, Our next **CorrelAid Berlin in-person meetup** is coming up! This Thursday, we’ll meet at **Café Milagro** in Kreuzberg – a cozy spot perfect for catching up and talking “Data for Good.” 🗓️ **When:** Thursday, February 12, 2026 🕠 **Time:** 17:30 – 19:00 📍 **Where:** [Café Milagro, Bergmannkiez, Kreuzberg](https://maps.app.goo.gl/y4Cu8mQZ8rMa9uHh8?g_st=ipc) Whether you’re already involved in projects or just curious about what CorrelAid Berlin does, you’re very welcome to join — grab a drink, share your ideas, and meet fellow data-for-good enthusiasts. Looking forward to seeing you there! CorrelAid Berlin team💙

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.

Join us for a casual chat over coffee & tea at Grandview Grind! Come out and meet some new people, enjoy your favorite drink, and make some new friends!

**NEW LOCATION: 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). See the handy Parking Map - we recommend street parking. [Street Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) 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 centralohpython@gmail.com

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Bring a lightning talk with you and let's learn some quick things. What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/

**New Dojo Location!** **Draft Day Columbus** 1130 Dublin Road Columbus, OH 43215 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)

**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 **Abstract** TBD **YouTube Link** TBA