Biological Engineering

📅 **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.

**Note:** *We receive bookings from many different platforms, so you can expect a lively group with people joining from all over the world. When you join this tour, you’ll be part of a fun, social crowd ready to explore the city together.* Get ready for an unforgettable night out in Berlin! Join The Original Berlin Pub Crawl and dive into the city’s legendary nightlife — from buzzing bars to hidden underground clubs. This is the Berlin experience you don’t want to miss. Your night starts with a warm welcome shot and a friendly local guide who knows every hidden corner of Berlin’s party scene. You’ll explore some of the city’s most exciting bars, enjoy exclusive drink specials, free shots at every stop, and meet fellow travellers from around the world. As the night goes on, we’ll lead you straight to one of Berlin’s top nightclubs — where you’ll skip the line and dance until dawn. This isn’t just a pub crawl — it’s a social adventure through Berlin’s most electric neighbourhoods, filled with laughter, music, and new friends. **✅ What’s Included:** * Friendly local nightlife guide * Free welcome shots at each venue * Exclusive drink deals & discounts * VIP entry to one of Berlin’s top clubs * A fun international crowd **🌟 Highlights** * Discover Berlin’s best bars and hidden party spots * Experience the authentic Berlin nightlife scene * Meet travellers and locals from around the world * Enjoy free drinks and skip-the-line club entry * Dance the night away in true Berlin style

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

**Note:** *We regularly receive bookings for the Free Walking Tour Berlin from many different platforms, which means you’ll be joining a diverse group of travellers from all over the world. Expect a lively atmosphere, lots of people, and an amazing opportunity to meet new friends while exploring Berlin together.* **Free Walking Tour Berlin – Discover the City’s History & Culture:** Explore Berlin like never before with our Free Walking Tour Berlin, the most authentic and engaging way to experience Germany’s capital. Whether it’s your first visit or you’re returning to discover more, this guided walking tour is designed to help you uncover the stories, landmarks, and hidden corners that make Berlin one of the most fascinating cities in Europe. **Why Join Our Free Walking Tour in Berlin?** * Pay-what-you-want model – Everyone is welcome, and you decide the value. * Expert local guides – Friendly, knowledgeable, and passionate about Berlin. * Meet fellow travellers – A social and fun way to explore the city. * Daily departures – Rain or shine, we walk every day. **Who Is This Tour For?** The Free Walking Tour Berlin is perfect for backpackers, solo travellers, groups, and families who want to get an overview of the city before diving deeper. Whether you’re interested in history, culture, or just a fun day out, this tour offers something for everyone. **How It Works:** The tour is free to join – no upfront cost. At the end, you are welcome to leave a tip that reflects what the experience was worth to you. Simply book your spot online to secure your place, as tours often fill up quickly. **Join Us Today:** See Berlin through the eyes of a local and experience its history come to life. Book your spot now and get ready to walk, learn, and connect on the Original Free Walking Tour Berlin.

Welcome to WeMoa, where Kiez becomes community based on simply being together through social events, sports and culture. WeMoa is all about building a tight-knit community where fitness, fun, and connection come together. We’re more than just a workout group—we’re a movement that brings people of all cultures backgrounds and ages together through running, sports, and health-focused activities. Whether it’s sweating it out in the studio or exploring the outdoors and getting into the wintry Plötzensee or even simply meeting up in the courtyard for a chat, we believe in lifting each other up and making fitness accessible, social, and, most importantly, fun! Together, we move, grow, and thrive. On Saturday’s we will get sweaty and limber together with 2 classes: **Full Body Burn - 45 min** Get ready to sweat, move, and feel unstoppable in this 45-minute high-intensity interval training (HIIT) class! Designed to target your entire body for everybody, this fast-paced workout combines fun movements, strength-building exercises, and short recovery periods to maximize results in minimal time. Whether you’re looking to boost your fitness or just love a good challenge, this class will leave you energized, strong, and ready to take on the day. Come ready to work hard, have fun, and crush it! DIRECTLY FOLLOWED BY **Full Body Flow - 30 min** Feel the freedom to move! In this 30-minute Full Body Flow class, we combine deep stretches and dynamic mobility exercises to unlock tight muscles, improve flexibility, and enhance your overall movement. It’s the perfect way to cool down and recover after our high-energy HIIT class, helping your body reset and relax. Whether you’re looking to improve flexibility, release tension, or simply wind down, this session will leave you feeling refreshed and ready to take on the rest of your day. Stretch, flow, and feel amazing! DIRECTLY FOLLOWED BY A potluck Brunch ! Bring something for the community buffet! FOR BOTH CLASSES PLEASE bring your own towel, water bottle and yoga mat if you can! This class is donation based. Pay what you can and feel is right! Cash or PayPal accepted. REGISTER yourself by email at[ findyourmoa@wemoa.de](mailto:findyourmoa@wemoa.de) or join the WhatsApp community for direct access to the classes: [https://chat.whatsapp.com/LOHENJ4oxkAAA2g0wtrdIR ](https://chat.whatsapp.com/LOHENJ4oxkAAA2g0wtrdIR) Sometimes due to scheduling conflicts the times are different on certain Saturdays. If you do not have WhatsApp and want to see the up to date schedule please visit: [https://www.wemoa.de/calendar ](https://www.wemoa.de/calendar) All the best, Coach Noah

**Note:** *We regularly receive bookings for the Free Walking Tour Berlin from many different platforms, which means you’ll be joining a diverse group of travellers from all over the world. Expect a lively atmosphere, lots of people, and an amazing opportunity to meet new friends while exploring Berlin together.* **Free Walking Tour Berlin – Discover the City’s History & Culture:** Explore Berlin like never before with our Free Walking Tour Berlin, the most authentic and engaging way to experience Germany’s capital. Whether it’s your first visit or you’re returning to discover more, this guided walking tour is designed to help you uncover the stories, landmarks, and hidden corners that make Berlin one of the most fascinating cities in Europe. **Why Join Our Free Walking Tour in Berlin?** * Pay-what-you-want model – Everyone is welcome, and you decide the value. * Expert local guides – Friendly, knowledgeable, and passionate about Berlin. * Meet fellow travellers – A social and fun way to explore the city. * Daily departures – Rain or shine, we walk every day. **Who Is This Tour For?** The Free Walking Tour Berlin is perfect for backpackers, solo travellers, groups, and families who want to get an overview of the city before diving deeper. Whether you’re interested in history, culture, or just a fun day out, this tour offers something for everyone. **How It Works:** The tour is free to join – no upfront cost. At the end, you are welcome to leave a tip that reflects what the experience was worth to you. Simply book your spot online to secure your place, as tours often fill up quickly. **Join Us Today:** See Berlin through the eyes of a local and experience its history come to life. Book your spot now and get ready to walk, learn, and connect on the Original Free Walking Tour Berlin.

Wir laden dich herzlich zu einem besonderen Workshop ein, in dem Zeichnung und Handstickerei auf kreative Weise miteinander verschmelzen. Gemeinsam verwandeln wir einfache Zeichnungen in gestickte Kunstwerke. Du lernst die Grundlagen der Handstickerei, den bewussten Umgang mit Farben und wie Fäden als ausdrucksstarkes, künstlerisches Medium eingesetzt werden können. Schritt für Schritt entsteht so dein ganz persönliches Werk. Der Workshop ist sowohl für Anfänger\*innen als auch für Teilnehmende mit Vorkenntnissen geeignet. Im Mittelpunkt stehen Kreativität, Achtsamkeit und das handwerkliche Arbeiten als individuelle Ausdrucksform – entschleunigend, inspirierend und meditativ. **Jeden Samstag** **14:00 – 16:30 Uhr** **Teilnahmegebühr:** 20 € (inkl. aller Materialien) ✨ **Unsere Empfehlung:** Melde dich direkt für **3 Termine** an, um dein gesticktes Bild in Ruhe fertigzustellen. **3-Termine-Paket:** 50 € inkl. Materialien Lass deiner Kreativität freien Lauf und entdecke die Verbindung von Linie, Farbe und Faden!

Welcome to Sunday Tech Coffee. This is a **networking** event for those in the tech industry in Berlin. We are usually inside and to the right. Ask the barista/bartender if you can't find us.

Bist du bereit für viele positive Veränderungen? Dann kommt der Access Bars® Kurs genau richtig für dich! Jeden Tag erleben knapp eine Million Menschen weltweit die transformative Kraft dieses Körperprozesses. Wissenschaftliche Studien belegen die positiven Wirkungen auf das Gehirn, das Nervensystem und den Körper. Die Access Bars® berühren alle Aspekte des Lebens: Beziehung, Körper, Alterung, Heilung, Selbstliebe, Freude, Trauer, Beziehung und Kommunikation, innerer Frieden ua. Klick auf meine Website und erfahre, was die Bars® bewirken können und welche kraftvollen Werkzeuge du an diesem Kurstag mit nach Hause nimmst. https://www.i-feel-so-good.de/access-consciousness/access-consciousness-einzelsessions/access-bodyprozesse.html Nachdem du den Kurs abgeschlossen hast, erhältst du das Practitioner Zertifikat. Es qualifiziert dich, die Access Bars® anderen zu geben, deinen Familienmitgliedern, deinen Freunden und deinen Klienten. Und natürlich kannst du die Bars® auch bei dir selbst anwenden. Nach dem Kurs kannst du dich mit anderen Praktizierenden zum Austausch treffen. Bist du bereit für ein leichteres Leben? Dann freue ich mich, wenn du mit dabei bist! Kontaktiere mich gerne, wenn du Fragen hast oder eine Kennenlernsession buchen möchtest. PS: Die Anmeldung für den Kurs ist nur telefonisch möglich.

**Note:** *We receive bookings from many different platforms, so you can expect a lively group with people joining from all over the world. When you join this tour, you’ll be part of a fun, social crowd ready to explore the city together.* Get ready for an unforgettable night out in Berlin! Join The Original Berlin Pub Crawl and dive into the city’s legendary nightlife — from buzzing bars to hidden underground clubs. This is the Berlin experience you don’t want to miss. Your night starts with a warm welcome shot and a friendly local guide who knows every hidden corner of Berlin’s party scene. You’ll explore some of the city’s most exciting bars, enjoy exclusive drink specials, free shots at every stop, and meet fellow travellers from around the world. As the night goes on, we’ll lead you straight to one of Berlin’s top nightclubs — where you’ll skip the line and dance until dawn. This isn’t just a pub crawl — it’s a social adventure through Berlin’s most electric neighbourhoods, filled with laughter, music, and new friends. **✅ What’s Included:** * Friendly local nightlife guide * Free welcome shots at each venue * Exclusive drink deals & discounts * VIP entry to one of Berlin’s top clubs * A fun international crowd **🌟 Highlights** * Discover Berlin’s best bars and hidden party spots * Experience the authentic Berlin nightlife scene * Meet travellers and locals from around the world * Enjoy free drinks and skip-the-line club entry * Dance the night away in true Berlin style

**Step right up for a fortune-telling experience that's barely accurate, but definitely unforgettable.** Magdalena, the "fortune teller", combines a crystal ball, questionable predictions and a healthy dose of dark humour in a show that's as absurd as it is entertaining. Described by the 'Scotsman' (top newspaper in the UK) as 'unexpected, clever, ridiculous but great stuff, crystal ball and all', this interactive comedy has left audiences worldwide laughing and wondering what just happened. Some say it's life-changing, others call it pure nonsense-but no one escapes without a few laughs, some spirit summoning and answers you probably didn't want. **Sold out run in Edinburgh Fringe Festival 2025** Reserve your seat for just €2, and at the end of the show, you decide what it was worth (suggested contribution: €10-15). Reservations are held until 10 minutes before the show starts. This is a paid show—you just get to choose how much to pay. **Make sure to reserve your ticket [HERE](https://www.eventbrite.co.uk/e/01-accurate-english-comedy-night-tickets-1980718239574?aff=meetup)** Door open- 20:00 Show starts- 20:30

Join this **Interview Simulation** session — to sharpen the skills for both interviews **and** architectural pitches. 💡 How it works The event is split into three parts: 1. **Answers for common behavioral questions** \- at the beginning\, I will read some common interview questions\, explain what they mean\, and give the correct answers\. 2. **Interview Simulation (10 minute rounds)** – One participant acts as the interviewee and answers a round of behavioral and design-focused questions. Each other participant gets to ask him one interview question. 3. **Feedback Round** – The group provides feedback on communication, structure, and clarity. Constructive criticism is encouraged. 💡You will be asked: * **Behavioral questions** (“Tell me about yourself”, “Describe a challenge you faced...”) * **Technical questions** (based on your tech stack) * **Light design problems** (high-level reasoning, not code) No need to prepare anything in advance — just bring curiosity and an open mind. Feel free to bring your CV if you’d like feedback from others, or share a few words if you’re currently job hunting. If so, we will also brainstorm answers to more common questions that you were asked. Whether you’re preparing for an interview or simply want to grow as a software designer or architect, this session is for you. Note: location is restaurant Hackesher Hoff: https://maps.app.goo.gl/btSChwkJzaoUSfN7A 💡Resources: * IT portfolio ideas: ideabrowser.com , reddit.com/r/SideProject * mock interview platforms: pramp.com , interviewbit.com , finalroundai.com * online coding platforms: leetcode.com, hackerrank.com, codewars.com , codingame.com , projecteuler.net ,techiedelight.com , exercism.org * confidence building exercises: [Confidence exercises ](https://limewire.com/d/o4tZw#RLA03qdOxU) , [reddit discussion](https://www.reddit.com/r/jobs/comments/1cjlblp/how_in_the_world_do_you_keep_your_selfesteem_up/) , [another discussion](https://www.quora.com/How-do-I-keep-my-self-esteem-from-being-destroyed-while-job-hunting) , [quora discussion](https://www.quora.com/In-my-late-50s-I-find-myself-out-of-work-for-the-first-time-in-30-years-How-do-I-replace-apprehension-and-anxiety-with-confidence-to-job-hunt) * success stories: [story 1](https://www.reddit.com/r/RemoteJobseekers/comments/1p8faip/i_finally_landed_a_remote_job_after_10_months_of/), [story 2](https://www.reddit.com/r/RemoteJobseekers/comments/1fdpeg2/how_i_landed_multiple_remote_job_offers_my_remote/)

Curious what we do? Check our [Instagram](https://www.instagram.com/filmmakersandmovienerds/) ♥️ Would you like to meet some like-minded filmmakers? Start a project? Or do you need help with a movie you are currently working on? Are you new in the city and you'd like to meet people tinkering with movies? **Then you should join us!** We meet every Sunday. It’s important to us that we get to know each other in person. To create a community of connected people, work, learn and grow together. For film making you need a crew of reliable people with a positive can-do-attitude. This is the place to find them. Together, we will talk about these topics: * What you are currently working on * What you need help with * What would you like to help with * What you you would like to learn This is event is great for: * filmmakers * movie nerds * writers * camera operators * editors * actors * sound recorders * composers * gaffers * producers We are limiting the amount of people, so we can have a structured introduction and discussion. After that we get together loosely with some drinks and chats. And then we mostly go for dinner with a couple of us. **Important information**: *To sustain and grow this amazing community, we started a member contribution that is due every month. The money we collect is used solely for the purpose of the community. Of course you can come once or twice without contributing to check us out!*

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!\*\***

Bring your Raspberry Pi, Arduino, microcontroller, or any other electronic project and join fellow electronics makers for a night of creativity and collaboration! This session is open forum to share your current projects—whether complete or in progress, it’s all interesting! Whether you’re deep into embedded systems, exploring new ideas, or just getting started, you’ll find a welcoming space to collaborate, share, and get inspired. This session will be at the Karl Road Library in Conference Room 1

Hey! I’m Ron K, and I’m excited to welcome you to Neighborhood Boxing Club. Kickstart your fitness journey with a FREE Beginner Class **Class Schedule** **​** **12:30 - 1:00 PM** **Hand Wrapping & Basics Tutorial** **We’ll start with a step-by-step tutorial on wrapping your hands, followed by tips on stance, footwork, and striking to get you feeling confident.** **1:00 - 1:30 PM** **Beginner Boxing Class** **Dive into a high-energy, 30-minute workout on the heavy bags, where you can practice your moves, release stress, and enjoy a great workout.** **1:30 PM** **Q&A & Membership Overview** **Stick around after class to learn about our membership options and ask any questions to help you continue your boxing journey.** **​This is the perfect opportunity to kickstart your boxing journey, enjoy the energy, and join a supportive community. I’m here to help you every step of the way!** Visit The Following Link To Sign Up [https://www.neighborhoodboxingclub.com/freebeginnersclass](https://www.neighborhoodboxingclub.com/freebeginnersclass "https://www.neighborhoodboxingclub.com/freebeginnersclass")

### 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/)

Polarity Reflexology (PR) Certificate Course: (2026) February 21-22 March 21-22 April 25-26 May 30-31 June 27-28 Students must attend all 5 weekends to receive Certificate Classes run from 8:30am-5:30pm each scheduled day Information & Registration Link can be found here: [Polarity Reflexology (PR) Certificate Course](https://www.gafee.org/#/polarity-reflexology-pr/) *[Global Academy for Energetic Education (GAFEE) is Registered with the Ohio State Board of Career Colleges and Schools and is authorized to teach Diploma and Certificate Programs. (Registration #2091)](https://oh.edvera.com/directory/institutions)*

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.

**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)