Deep Reinforcement Learning

📅 **Week 6 Focus: Publishing Your Work** 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 6**, we will finalizing and polishing your flashcard output: * Cleaning up ur pipeline and making it runnable end-to-end * Structuring your GitHub repository properly * Writing a clear README * Preparing a short project presentation/demo * Thinking about how to explain your technical decisions \*\*\* **👋 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.

In diesem kompakten Präsenzkurs lernst du das 10-Finger-Schreiben auf moderne, spielerische Weise – ganz ohne langweiliges Pauken. Statt sturem Wiederholen erwarten dich Geschichten, Farben, Bilder und Musik, die dir helfen, die Tastatur ganz intuitiv zu verinnerlichen. **Was dich erwartet:** ✅ 2 Termine à 2 Stunden ✅ Einführung in die Lernmethode mit Geschichten & Bildern ✅ Erste praktische Übungen zum Blindschreiben ✅ Zugang zu einem hochwertigen Online-Tipptrainer ✅ Kursheft zur Unterstützung beim Üben zu Hause **Ablauf:** Beim **ersten Termin** am **28\. Februar** lernst du die Tasten für die **linke Hand**, beim **zweiten Termin** am **7\. März** lernst du die Tasten der **rechten Hand** kennen. Du erhältst ein **Kursheft für 25€**, mit dem wir gemeinsam arbeiten – und das dir hilft, in der Zeit bis zum zweiten Termin zu Hause weiter zu üben. Ziel ist es, das Gelernte zu festigen und erste Sicherheit beim Tippen zu entwickeln. **Bitte mitbringen:** – Stifte für eigene Notizen (am besten einen gelben, roten, blauen und grünen Stift) – Einen eigenen Laptop, inkl. Netzteil, wenn du lieber mit deinem Gerät arbeitest – Motivation & Neugier aufs Lernen **Kursort:** VHS Berlin Mitte, 13347 Berlin, Antonstr. 37, Raum 204 (EDV) Bei Interesse melde dich gleich an -> https://www.vhsit.berlin.de/VHSKURSE/BusinessPages/CourseDetail.aspx?id=768343 Ich freue mich auf deine Teilnahme!

A small NEXUS gathering built around movement rather than discussion alone. This is for high-bandwidth Mavericks who spend most of their time in conceptual thought and need some physical counterweight. Why bouldering? Because it’s deliberate: short problems, full focus, and immediate feedback. You’re on the wall, solving something tangible. The mental noise drops instantly! Conversations happen naturally in between climbs. No pressure, you move at your own pace. Some exchanges stay light. Others go deep. Both are fine. This is not about athletic achievement. It’s about presence, recalibration, and being around people who don’t require you to shrink or translate yourself. Come as you are. Try some bouldering problems. Rest when needed, and engage where it makes sense. **Bring comfortable clothes and climbing shoes if you have them (rentals are available at the gym).** *Registration equals commitment. If you sign up, you show up. Read the group description first and decide consciously. For context about NEXUS, visit our* ***[website](https://thenexusformula.com)*** *and* ***[newsletter](https://news.thenexusformula.com)****.*

Im Jungfernheideweg 77, 13629 Berlin treffen wir uns zwischen 16.30 Uhr und 22.30 Uhr wieder um gemeinsam Brett- und Gesellschaftsspiele zu daddeln. Das Angebot richtet sich an alle Interessierten. Kinder bitte erst ab 12 Jahre. Eine Vielzahl toller Brettspiele sind vor Ort, es können aber auch gerne eigene mitgebracht werden. PS: Es wäre sehr hilfreich wenn die Leute, die sich anmelden und dann doch nicht können, sich auch wieder abmelden vorher. danke schön

!!! ABOUT THE MEETING SPOT !!! For some reason, the map pin keeps jumping back to the wrong meeting spot and [meetup.com](http://meetup.com/) won't let me change it! Please note that we will meet HERE: [https://maps.app.goo.gl/L8SuKJxoLLa8hXCdA](https://maps.app.goo.gl/L8SuKJxoLLa8hXCdA) \-\-\-\-\- 大家好！ Thanks to everyone joining in our past events - 很高兴认识你们! Now let's meet again to learn German and Mandarin Chinese together, because as they say in German: "Wer rastet, der rostet!" :) Feel free to bring a friend as well! We'll meet here, on the 3 wooden tree benches slightly left of the main entrance gate of Tempelhofer Feld: https://maps.app.goo.gl/L8SuKJxoLLa8hXCdA We'll meet at the meeting spot first and then - depending on the weather - decide as a group to either walk around Tempelhofer Feld or go to a closeby restaurant to warm up and chat. So please be on time. Or if you are running late or can't find us, just give me a call on 0176-21984345. See you all soon, 昊兴 (Matthias)

Hi everyone. We'll meet and play a relaxed game of ultimate in Volkspark Rehberge if the weather cooperates. Our games focus on having great team play, where the teams work together to advance the disk down the field. It's more important to work well together as a team than have a few star players get a point with lucky shots. For this reason, players of all skill levels (especially those who have never played) are welcome to join Bring plenty of water, shoes you can run in and comfortable clothing that can get a bit dirty. Although we're an established group, newcomers are always welcome. After the game we try to spend some time together and have fun. Finding us: We meet in this big grassy area, it's a short bike ride from the subway stop Rehberge on the U6 or Amrumer Strasse on the U9. It can be a bit tricky to find the first time, so we've got a few methods to help out (don't trust the meetup map pin, it often shows some point in the park, not the exact spot where we are) 1. GPS: 52°32'54.9"N 13°19'51.0"E ; 52.548581, 13.330842 2. Google Maps: https://goo.gl/maps/xbZgaXzMSMt 3. the helpful picture here https://secure.meetupstatic.com/photos/event/2/8/8/f/highres_451930383.jpeg *This event may also be photographed and/or video-recorded, and published on social media channels such as meetup and eventbrite.* *By participating, you acknowledge and accept the risk of injury while playing Ultimate. Although adherence to the rules, proper equipment, and common sense reduce this risk, the risk of serious injury does exist; and, you willingly and freely assume all such risks.*

**✧ FOR YOU ✧** Maybe you’re curious about eroticism as life force — about playing with sensuality, clothing, and aliveness in a safe(r) space. Maybe you just love good music and want to dance outside the club. CLOSER x-dance is for all who want to explore the meeting of movement, creativity x life force energy. CLOSER x-dance is open to all, creating a safe(r) space for different horizons, sexual orientations and experiences. ***No previous experience required.*** **✦ WHAT IS CLOSER x-dance ✦** CLOSER x-dance is a dedication to unshackling any chains that teach us to separate our inherent er-t\*c aliveness from the rest of ourselves. It is an invitation to embrace the sensual when it arises, to grant permission to our emotions, and to move with creative play in a spontaneous movement journey. Guided by an eclectic wave of sound and inspirational prompts, you’ll move through the 5Rhythms — five life energies that rise and fall like a wave. ✺ **Three ingredients shape each journey** ✺ ✺ Celebration of you - Nothing to get "right" ✺ Invitations - Follow what feels true for you ✺ Presence - Dance becomes a meditation in motion **⟢ CONTRIBUTION ⟣** ⟢ €15 \(Reduced\) \| €20 \(Regular\) \| €25 \(Supportive\) ⟢ Buy at www.samarlinn.com/events or cash at the door **⋰ WHAT TO EXPECT ⋱** ⋰ Entry from 19.15 - Please note entry after 19.45 isn’t possible. ⋰ Warm-up + Introduction ⋰ Guided music wave — move, release, reconnect ⋰ Take it further - open space after class to connect ⋰ No phones on the dance floor

**The Floor is Lava (Mostly):** **Game 1: Sitting Football (Sitzfußball) ⚽** We start low... literally. In this game, your butt is your anchor—it must stay on the floor at all times. You’ll be crab-scuttling across the court, trying to kick a ball into the goal while your triceps scream for mercy. It is the most ridiculous workout you’ll ever have. **Game 2: Weichbodenball (The Mat Catch)** Forget dodgeball; this is much more fun. The "Weichboden" (giant crash mat) is the scoring zone. **The Goal:** A teammate throws the ball, it must bounce **once** on the ground, and you have to catch it while landing or standing on the big blue mat. **The Chaos:** The mat is usually in the middle of the action, meaning you’ll be diving, jumping, and scrambling to secure that catch while the other team tries to block the space. **What to Expect** **The "Butt-Scurry":** You will realize that moving while sitting is a surprisingly difficult skill. **Soft Landings:** Expect a lot of diving onto the big mats It’s incredibly satisfying. **Pure Nostalgia:** It feels exactly like that one gym class where the teacher gave up and let everyone just play. **Post-Game Recovery:** We’ll head to a nearby spot for drinks/food to celebrate our lack of athletic prowess. **The Logistics** **Shoes:** **Clean indoor sports shoes are mandatory** (non-marking). No street shoes allowed in the hall! **Vibe:** We play for fun. If you’re getting competitive, you’re doing it wrong. **Level:** Beginners, "un-athletic" people, and curious internationals are all welcome. **Come be terrible with us—it's way more fun than the gym!** 🤸‍♂️💥

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!\*\***

Join our **CATAN** Meetup to play, socialize, and enjoy this classic board game. Everyone is welcome, whether you’re a beginner or an experienced player. Expect fun, friendly games, plenty of laughter, and the chance to make new friends. This is a relaxed, casual meetup: **no hardcore competition**, just friendly rivalry. 👉 **Please RSVP only if you plan to attend.** *** **How to Play (Quick Guide):** * **Setup:** Build the island with hex tiles, place number tokens, roads, settlements, and give each player starting resources. * **Turn order:** On your turn, roll two dice to produce resources, then trade and build. * **Resource production:** Players gain resources (wood, brick, sheep, wheat, ore) from tiles next to their settlements/cities when the tile’s number is rolled. * **Robber:** If a 7 is rolled, players with too many cards discard half; move the robber to block a tile and steal a card. *NOTE: Friendly robber rule: We play with the friendly robber rule, which means that the robber cannot be placed on a player with less than 3 points.* * **Trading:** Trade resources with other players or with the bank (usually 4:1, better with ports). * **Building:** Spend resources to build roads, settlements, cities, or buy development cards. * **Victory points:** Earn points from settlements, cities, development cards, Longest Road, and Largest Army. * **Winning:** The first player to reach 10 victory points on their turn wins. * 2-Hours-Max: If no one reaches 10 points by the end of the second hour, the player with the most points wins. This keeps our game capped at **two hours**. ⏰️ *** **Our Game Set-Up & Attendance Policy:** 1. We will have two CATAN sets available for up to six players each, assigned on a first-come, first-served basis. 2. Since each game takes a considerable amount of time, arriving after a game has already started may make it difficult to place you at a table. 3. In such cases, you may need to place your first two settlements on the remaining available parts of the map—if space allows. 4. Please make sure to update your RSVP in advance. Failure to do so may cause unnecessary delays for everyone at the start. 5. Not showing up without notice will result in being blacklisted for at least one future meetup. ***

Im Jungfernheideweg 77, 13629 Berlin treffen wir uns zwischen 13.30 Uhr und 21.30 Uhr wieder um gemeinsam Brett- und Gesellschaftsspiele zu daddeln. Das Angebot richtet sich an alle Interessierten. Kinder bitte erst ab 12 Jahre. Eine Vielzahl toller Brettspiele sind vor Ort, es können aber auch gerne eigene mitgebracht werden. PS: Es wäre sehr hilfreich wenn die Leute, die sich anmelden und dann doch nicht können, sich auch wieder abmelden vorher. danke schön

Hi everyone, join us on Sunday, March 1st 2026, at Castle Mitte for a fun afternoon to connect and discuss MBTI personality, psychology and other interesting topics. Looking forward to seeing you there! Take a test to learn your type: https://www.16personalities.com/free-personality-test https://sakinorva.net/functions Some basic info on functions and type: https://www.verywellmind.com/the-myers-briggs-type-indicator-2795583 https://www.truity.com/blog/beginners-guide-understanding-mbti-cognitive-functions Our group aims to bring together people who are interested in self-development and self-improvement using MBTI and cognitive functions, in order to learn more about the theory and share our experiences with it. Another reason for this meetup is to meet people with whom you might potentially get along really well based on your type. This can lead to meaningful connections :)
Although the meetup is geared towards people who are interested in learning about MBTI theory and using it to improve their lives, our conversations aren’t only about that! We talk about anything and everything. So it's more like a regular social meetup with the aim of avoiding small talk :) 
You can also join our WhatsApp group chat here: https://chat.whatsapp.com/KzEwl2YD5K9F6adO7kvqPO

I swear it's a sport! Let's meet and play! **VERY IMPORTANT :** * Please keep reading comments and/or direct messages as long as you are on main OR waiting lists. * Sign-out as soon as you know you won't participate (even from waiting list). * Non-replied direct message ==> declined participation on Friday. **HOW TO JOIN** 1. Sign up to the event 2. Paypal on signup, 12€/person to https://paypal.me/berlinhorizon (use Friend&Family option !) 3. Join on Sunday * Guaranteed refund until cancellation deadline : -48h (=> Friday 1PM). * If **waiting list**, please **don't pay until** you get contacted and **moved to main list**. Contact if needed : berlin.horizon22@gmail.com **__________________________________________________________________________________** **Alternative no paypal (Cash, EXACT AMOUNT please)** 1. Reply 'Y' to RSVP question 2. Join on Sunday * Cancellation deadline (Friday 1PM) remains. * Late cancellation will be asked to pay. **__________________________________________________________________________________** **Timing :** * **13.00** : Meeting outside of main hall (or inside if rain) -> Introduction -> Desk registration (shoes check, rental...) * **13.15** : START PLAY * **14.45** : END PLAY !! Every 10th session you attend is for free !! (in form of a later refund. Still have to pay on the actual participation) **Facility :** TiB 1848 e.V, Columbiadamm 111 (close to Templehofer Feld) **Equipment :** * RACKET : Bring your own or rent one there (2€). * SHOES : checked at desk. Rental for 2€ -> Non-marking -> Light sole -> Not worn outside * Shower, locker available. * Sauna open at TiB discretion. Last but not least : no worries about level, we play for fun before all. The keyword of the event is sweet & sweat ! Looking forward to see you on the court :)

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.

If you enjoy knitting, crocheting, working with yarn, this is the group for you. Meet new friends, bring your projects, learn from others.
We normally meet a few times a month during the week from 6-8pm. We will occasionally meet on weekends during daytime hours.

Meeting @ Improving's office in Downtown Columbus, near Cosi. Parking is paid, food & drink are free! This time we're hanging out after the long winter break. We are going to look at a group-member's project used to help learn the fundamentals of Go, and if time allows, we can take a look at how we like to build Go projects using AI.

## Overview Networking event for aspiring school leaders interested in building their own high-quality K-12 public school in their community. **About the Event:** Aspiring school founders in the Columbus, OH, area are invited to join us for this special in-person networking event where you will be able to ask questions, learn more about the BES Fellowship and make sure you are prepared for the application process and beyond. In addition to meeting like-minded leaders who are also committed to transforming education and bringing a high-quality K-12 option to their community, you’ll have the opportunity to meet our team and gain special insights from Dr. Chaundria Smith, BES Senior Director of Fellowship Coaching, who works closely to support BES Fellows. During this event, you can also learn more about the various regions across Ohio we are prioritizing for the BES Fellowship to ensure that new schools will respond to the needs of their community. **About the BES Fellowship:** Leaders in the BES Fellowship embark on a multi-year process to design, found, and lead an excellent K-12 public school that reflects and responds to community needs. We are currently accepting applications to the 2026 BES Fellowship. The extended deadline is March 30, and the 2026 Cohort will begin August 2026. Applications will be reviewed on a rolling basis until all spots are filled. Learn more at [bes.org/fellowship](http://bes.org/fellowship "http://bes.org/fellowship").

If you are interested in selecting investment choices for your 401(k) or other workplace savings plan, minimizing your income tax liability, or identifying the most effective investments for your brokerage account, we are the group for you. We are a local chapter of Bogleheads**®**, whose investment strategy can be found here: https://www.bogleheads.org/wiki/Bogleheads%C2%AE_investment_philosophy Or you can peruse the Boglehead forum here: https://www.bogleheads.org/index.php I look forward to seeing you there. Mark Vonder Haar

*****Short Notice***** This Saturday the weather is predicted to be nicer! Let’s take at walk Saturday morning 2/28/2026 ( last day of the month) at 10:00a. Meet at Taylor Farms Park ( all paved) 5526 E Dublin Granville Rd in the parking lot