Singularity

📅 **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.

International Meetup for those who still like to follow the Peaceful teachings of Christ. We are free and curious humans, try to practice patience, kindness, humanity, etc, and have the freedom to read any book of the world, including the Gospels. Let's support each-other, upbuild faith, and find some like-minded friends in our community. (If you are a new believer, you are also welcome only if you have been practicing Christianity regularly for at least since last 3 years. )

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 11:15. **For space reasons, we are limited to a certain number of attendees, so please update your RSVP if you can't come**. We often have a large waiting list, and not updating your RSVP or not showing up if you do RSVP yes means that others miss out. We also ask that if you do change your RSVP, do it with reasonable notice. Thanks! We typically take over all of the cafe, but try to share tables if you can to allow space for other customers. 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/).

(Inside event) Are you learning a language but can't find people to practice with? Do you enjoy helping people speak your native language? If so, meet with us to make friends and have some good conversations. We begin by sharing the languages we speak fluently and the ones we are learning. Then we split into groups and speak! You can switch groups as often as you'd like. The goal is to speak about interesting, thought-provoking topics - not just the typical introductions we usually make. At our last meetups we spoke: German, Ukranian, English, French, Hebrew, Russian, Spanish, Italian, Portuguese, Hindi, Chinese, Greek, Japanese, Turkish, Polish, Swedish, Arabic, Norwegian, and Dutch. Can you help us make this list bigger? We hope to see you there and welcome ANY and ALL languages. (However, we cannot guarantee we will have a speaking partner for all languages). Looking forward to see you all! 😁

This week we are discussing **Eva Baltasar:** Boulder. We look forward to seeing you! If you have book suggestions, would like to vote on our next reads, or join us for additional activities, please ask someone at the meeting to add you to our WhatsApp group. **Also, if you're unable to attend, please update your RSVP so that someone from the waiting list can take your spot.**

**\*\*\*Please only RSVP if you truly plan to come. If you RSVP and don’t attend, you will be banned from getting a spot in the next meeting. Let’s be mindful of others who want to join\*\*\*\*** Still can’t find your people? Is it hard for you to connect with others in such a big city? Are you tired of navigating through social media profiles and shallow conversations? Would you be ready to skip the small talk and discuss topics that actually matter with someone you have never seen before? If the answer to any of these questions is yes, then this event is for you! This event is about informal fun discussions about the queer world and life in general. This event is about connecting based on the things that matter. Are you curious? Just come and join! \*Please be on time, discussions start 10 min after the scheduled time. Unfortunately, people arriving later might not be able to integrate.

Life rarely moves in straight lines. Things fall apart, plans change, patterns break; and yet, meaning keeps finding us. On February 7, 2026, DiscoCourse opens with "The Aesthetics of Chaos," a shared conversation on uncertainty, instability, and the unexpected beauty that emerges from them across art, systems, and our own lives. Should we pay more attention to chaos, or resist it? Is there a deeper meaning in it, or are we simply trying to impose one? As the night unfolds, the body joins in. The conversation moves to the dance floor, where rhythm takes over, and unpredictability is felt, not just discussed. A shared beginning. A conversation that starts in words and continues in motion. Come think, come feel, come dance. You can find out more about this event including the ticket price by following this link: https://discocourseberlin.eventbrite.de

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.

**😫 Valentine’s Day is just around the corner and if you’re not a fan, you’re not alone. Zeya Social**, a **women-founded curated singles event in Berlin**, is hosting an **Anti-Valentine Hot Chocolate Hangout** at a cozy Berlin café. 👍 This event is for **singles who hate dating apps** and prefer real conversations over endless swiping. 🇩🇪 **Kein Bock auf Valentinstag und Dating-Apps?** Zeya Social lädt zu einem gemütlichen Anti-Valentins-Hot-Chocolate-Hangout für Singles in Berlin ein – echte Gespräche statt endlosem Swipen. ☕️✨ **[Join Anti-Valentine hangout – RSVP now!](https://zeya.cc/register) 🍫** **📋 How it works:** 1. **Register (1 min):** Fill out a curation form at [https://zeya.cc/register](https://zeya.cc/register) 2. **Get Matched:** We find the best match for you among Berlin singles. 3. **Join the Hangout:** Once matched, you’ll get a WhatsApp invitation to a cozy Berlin spot. 4. **No Pressure:** Just €15 to ensure a balanced mix and no-shows. If no hangout offer in 31 days? **100% Full Refund.** **🥰** **Why Berliners Love Zeya?** * 🔒 **Privacy First:** No public profiles. No one sees you until you meet in person. * ⏳ **Zero Effort:** Skip the endless "Hey, how's your weekend?" texts. We do the work. * ☕ **Organic Vibes:** No awkward ice-breakers or loud moderators nor busy rotating with funny bell sound 🐶. Just 6 like-minded people having a great time. * 💌 **Smooth Follow-ups:** Like someone? Let us know privately via our post-event form. We connect you if it's a match! **[Join Anti-Valentine hangout – RSVP now!](https://zeya.cc/register)** #BerlinSingles #ZeyaHangouts #SocialMatchingBerlin #BerlinEvents #SafeDatingBerlin #BerlinSinglesHangouts #SinglesEventsBerlin #WomenFounded #CoffeeDate #NeuinBerlin #Leutekennenlernen #Socialize #DatingAlternative #FreundeFinden #AntiValentinstag #ValentinstagBerlin #SingleAmValentinstag #ValentinesDayBerlin #AntiValentine #AntiValentinesDay #ValentinesDayBerlin #SingleOnValentinesDay #ValentinesDayBerlin #AntiValentine

Ciao a tutti! For our event we would like to meet you at 17:00 and have a beer all together, or other drinks. The goal of our first meeting is to get to know eachother and practice Italian and German. Please don’t be afraid that your language skills might not be sufficiently good or that you are a beginner. We understand that learning languages is a difficult and long journey. We don’t tolerate discrimination. We don't tolerate any aggressive or weird attitude. This has to be a Place of Comfort zone for everyone :) Please be respectful and kind with the others! PS: you can find us on the pool table area usually, if not just ask to the bar area for the reservation on the name "Claudio" A presto, bis bald Claudio Ich hoffe dass wir bald uns sehen!

Chitta Walks is for people whose days move fast, while the mind never fully lands. Thoughts keep looping even when nothing is urgent. The body moves, but attention is elsewhere. Over time, this disconnect drains clarity and ease. This walk is a simple reset. We meet in Berlin’s Tiergarten and walk at a gentle pace. Parts of the walk are in silence, with light guidance and a few short prompts. The walk itself is the practice, bringing body and mind back into the same moment. No apps. No performance. Just a clear space to slow down and notice what is happening. If you want to slow down without withdrawing from life, join a Chitta Walk. ✨ **What to expect (approx. 90 minutes):** * A short arrival and orientation * A guided silent walk (phones off, no conversation) * One concise science-based impulse on attention or stress * Optional reflection in pairs or small groups * A simple takeaway or experiment for daily life 🚶**Who this is for:** * Professionals, creatives, and people in transition. * People who feel mentally busy and want more clarity and balance. * Those curious about mindfulness, but grounded and practical. * Anyone comfortable with silence and gentle self observation. 🔔 **Practical notes:** * Duration: 60-90 minutes * Wear comfortable shoes and weather-appropriate clothing * No prior experience needed * Group size is limited to keep the space quiet and focused 🧭 **Facilitator:** My name is Partha Sarathi, you can call me PS. I have lived in Berlin for over 12 years. With a background in physics and materials science, my interest in mindfulness grew through personal experience with stress and health challenges. I facilitate the space and structure of the walk, inviting shared exploration rather than instruction. 🤔 **Why Chitta Walks?** Chitta is a Sanskrit word referring to the mind or field of awareness, used here in a practical, non-religious sense. Chitta Walks is about noticing how the mind works by slowing down and walking together. Mindful walking makes thought patterns visible in real time, while moving and sensing in the world. The name points to a simple capacity: noticing what is happening in the mind without immediately trying to fix, judge, or optimize it. 🌿 **Possible effects:** A calmer nervous system. Clearer attention. A felt sense of being more present in your body. Subtle insights into how your mind reacts under everyday conditions. A quieter, more grounded way of moving through the city. **Come as you are. Walk. Notice. Leave with a little more space inside.**

* Find us on IG: [@neurocrafting.berlin](https://www.instagram.com/neurocrafting.berlin/) **Welcome to the Knitting Club!** °˖✧◝(⁰▿⁰)◜✧˖° Want to work on that project you have been ignoring for weeks, months... even years?? This is your event. We will give each other support while having some tea and biscuits. If you also would like to learn how to knit or crochet, yarn, knitting needles/crochet hooks, and instructions will be provided. **There is a donation of a minimum of 3-4 euros to cover the materials and organization.** In case you wish to pay via paypal: [[neurocrafting.berlin@gmail.com](mailto:neurocrafting.berlin@gmail.com)]

You want to make animated short film, collaborate on, or be part of the creation process; this meetup is for you! From animators, storytellers, character designers, 3D modellers, sound designers or voice actors, join in and share your work. We present our creations and work processes, share our knowledge and skills, give and receive honest constructive feedback. This regular meet-up is there to set a structure in our creation process, initiate the opportunity to collaborate and to be a source of inspiration. The goal is the process. Let us enjoy the animations we want to make! PS: The café has another floor, take some time to look upstairs ;)

Hi, dieses Mal besprechen wir „Endling“ von Jasmin Schreiber (2023). Hier der Link zum Inhalt und Buch : https://bastei-luebbe.de/Buecher/Romane-Erzaehlungen/Endling/9783847901457?srsltid=AfmBOoraygUWNe6VpnbkTjEISJwiNRsOMpTUiNxZPdVzBkNcJbjRqRqf Wir treffen uns diesmal im Fuchsbau nahe Kottbusser Damm. :)

### 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/)

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

Can two girls—one enchanted, one the enchantress—save their kingdom and each other? Two hundred years ago, a slighted deity stole the magic from Auréal and vanished without a trace. But seventeen-year-old Odile has a plan. All her life, her father, a vengeful sorcerer, has raised her for one singular task: infiltrate the royal palace and steal the king’s crown, an artefact with enough power to restore magic. But to enter the palace, she must assume the identity of a noblewoman. She chooses Marie d’Odette: famed for her beauty, a rumored candidate for future queen…and Odile’s childhood-friend-turned-sworn-enemy. With her father’s help, Odile transforms Marie into a swan and takes her place at court. But when the king is brutally murdered and her own brother is accused, her plans are thrown into chaos. Desperate to free her brother, Odile is forced to team up with none other than elegant, infuriating Marie, the girl she has cursed…and the girl she can’t seem to stop thinking about despite her best efforts. To make matters worse, there are whispers that the king’s murder was not at the hands of man, but beast. Torn between loyalty to her father and her growing feelings for Marie, Odile becomes tangled in a web of treachery and deceit. To save her kingdom, she must find the true path to magic…and find the real killer before they—or it—strikes again.

Let's check out a Popular Astronomy and Science Based Film at COSI Science Center on their HUGE 360 Degree 4K Spherical Dome Screen Theater, in which is touring the nation and has already sold over 10,000 tickets! COSI is one of the leading Science Centers in America. Alan Watts was one of the Most Influential Amateur Astronomers of the 20th Century and held fascinating views of the Galaxy. Tickets are only $33 plus a small fee and taxes and can be purchased here: [Trust the Universe: Immersive Dome Show](https://www.sphericalpictures.com/tickets) PLEASE purchase tickets for the 8:15 PM Feature on Friday, February 13. There seem to be at least 10 tickets left, possibly more. We should be able to sit together in the same row or at least in the general section. This is an exciting chance to view actual footage of the Solar System on a Large 4k Resolution Screen plus added in Cosmological and Astronomical Related Philosophy! We will plan on meeting at about 7:50 PM by the Atomic Cafe on the first Floor of COSI, where the Movie Theater is located, in order to give us time before the show starts to purchase refreshments. Parking is available at the COSI Garage and in the area on side streets and adjacent garages. We can also walk somewhere in the area and get food afterwards, if anyone wants to do so. Thanks and hope to see you come out!

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.