Drupal

**⚠️ IMPORTANT: REGISTRATION MANDATORY ⚠️** Registration is **REQUIRED** to attend this event. **Link: [https://lnkd.in/dSK-v3yY](https://lnkd.in/dSK-v3yY)** Your registration is subject to host approval. You must complete the registration process to receive the full event location details and confirmation of your attendance. **Please note: Without approved registration, you will NOT be able to access the event location or attend.** Join us for an exclusive Event with **[G-Research](https://www.linkedin.com/company/g-research/)**! In this interactive event, you’ll tackle maths-based brain teasers and dive into the world of quantitative finance in a relaxed, social setting. Expect a 𝗹𝗶𝘃𝗲𝗹𝘆 𝗮𝘁𝗺𝗼𝘀𝗽𝗵𝗲𝗿𝗲, 𝗰𝗼𝗹𝗹𝗮𝗯𝗼𝗿𝗮𝘁𝗶𝘃𝗲 𝗽𝗿𝗼𝗯𝗹𝗲𝗺𝘀𝗼𝗹𝘃𝗶𝗻𝗴, and a bit of 𝗳𝗿𝗶𝗲𝗻𝗱𝗹𝘆 𝗰𝗼𝗺𝗽𝗲𝘁𝗶𝘁𝗶𝗼𝗻. Form a team of up to 4 people and compete across multiple rounds for 𝗲𝘅𝗰𝗶𝘁𝗶𝗻𝗴 𝗽𝗿𝗶𝘇𝗲𝘀. 🥂 Catering is provided so you can fully focus on the quiz and enjoy the evening. 🏆 𝗣𝗿𝗶𝘇𝗲𝘀 𝗶𝗻𝗰𝗹𝘂𝗱𝗲: 1st place: €250 Amazon vouchers 2nd place: €100 Amazon vouchers 3rd place: €50 Amazon vouchers 📅 𝗪𝗵𝗲𝗻: Friday, 8th May 📍 𝗟𝗼𝗰𝗮𝘁𝗶𝗼𝗻: Mitte, Berlin, Shared upon registration This event is specifically for STEM students (undergraduate, graduate, and PhD) who are about to graduate soon. 👉 Secure your spot by scanning the QR-Code or through the following link: **[https://share-eu1.hsforms.com/1GfuPr7ijQl6AKWQbD5qw-A2b8apt?utm_source=blissmeetup](https://share-eu1.hsforms.com/1GfuPr7ijQl6AKWQbD5qw-A2b8apt?utm_source=blissmeetup)** **⚡ FINAL REMINDER ⚡** **You MUST register and be approved to attend. The event location will only be visible after your registration is confirmed by the host. Link: [https://share-eu1.hsforms.com/1GfuPr7ijQl6AKWQbD5qw-A2b8apt?utm_source=blissmeetup](https://share-eu1.hsforms.com/1GfuPr7ijQl6AKWQbD5qw-A2b8apt?utm_source=blissmeetup)** *** We are **BLISS e.V.**, Berlin’s AI community connecting like-minded individuals passionate about machine learning and data science. ​​​BLISS Website:[ https://bliss.berlin](https://bliss.berlin/?utm_source=luma) ​​​BLISS Youtube:[ https://www.youtube.com/@bliss.ev.berlin](https://www.youtube.com/@bliss.ev.berlin?utm_source=luma)

A space for working on projects & learning new stuff together. 💻☕️ Please RSVP if you intend to join, as we have limited space. 😊

Experience "The Hostel" – A Celebration of Berlin's Linguistic Diversity! Join us for a unique multilingual improv show featuring players from Berlin's German, Russian and Serbo-Croatian-speaking improv communities. In this special format, improvisers create a vibrant mix of humor and drama, all set in a bustling hostel. No matter what language you speak, you'll understand the universal language of laughter. Doors: 19:30, Show: 20:00. Limited tickets available, get yours in advance to avoid disappointment: [https://www.improvworksberlin.com/shows](https://www.improvworksberlin.com/shows?fbclid=IwAR0OZepfvE6J9DflqkK7VzVIFOMqSmzY2FbyW7p12B4SfNc1M2iYBQHk4kA_aem_AUL8GK2KBGPsMtopJkEpxV1ZbIpfY_bZB-XxJGOaLbtkfPFIzAcDaKF0Hr1ljEJF3EoJuVUV9hPaq-a9X-lQcmdL)

Join us for a fun, low-pressure way to connect with techies/non-techies in Berlin. On **May 8th from 6:00–9:00 PM** we'll run the inaugarial **404 Brain Not Found – Tech Trivia Night**—a playful, welcoming tech-themed quiz night where curiosity beats expertise every time. You don’t need to be a developer, engineer, or “tech person” to have a great time. The questions span everything from everyday tech and internet culture to random fun facts, so everyone can contribute and shine. Whether you’re in it to win or just to laugh along the way, you’ll fit right in. Come with a team of 4–6 friends, colleagues, or fellow trivia lovers—or arrive solo and **we’ll match you up with others.** It’s a great way to meet new people, share a few laughs, and maybe learn something unexpected. Expect good vibes, light competition, and plenty of “wait, I actually knew that!” moments. No pressure. No gatekeeping. Just a great evening together. We’ll have a small **prize** for the winning team—something to celebrate your trivia glory and well-earned bragging rights! We kindly ask each participant to contribute **€2**. A small buy-in, but it makes the win even sweeter 😉 Details **Location**: Kürbiskern Bar at Kopernikusstraße 23 (Near M13 and M10 trams, Also not far from S/U Warschauer Str). **Time**: Please arrive by 18:00, Quiz starts at 18:30. Can't join if you're late. **Teams**: No team no problem! come alone to join others. If you bring your own team (max 4 members). **Contribution**: Bring €2/player to cover prize. **Quiz play**: 3 Rounds of 10 questions each. 2 minutes per question. Please bring a charged phone to answer the questions.

**[😊Scenes from our last kitchen gathering](https://www.instagram.com/vegan_chick_mskmtur/) 🌸** ⭐️ This event is a **FRIDAY EVENING edition** ✨ **Just bring 2 vegetables of your choice so we can create a beautiful fusion MEZE**. ✨ *What is fusion meze?* Meze traditionally refers to a selection of small dishes from Middle Eastern and Mediterranean cuisines, meant for sharing. *Fusion meze* means we’ll creatively blend these styles with flavors and ingredients from different cultures—so expect a playful mix of tastes, textures, and influences in small, shareable vegan dishes. 🥕 **What we’ll do:** **This is not a potluck**. Each participant brings some ingredient to share. Together, we’ll chop, mix, and create a beautiful vegan supper. 🏡 **What the organizer will provide** 🏡 Basic and essential ingredients for vegan cooking and meze including: A selection of tea, rapeseed oil, olive oil, Arabic flatbread, some bean-based products, **walnuts**, white onions, (requested vegan feta), garlic, fresh herbs, **soy** yogurt, spices, lentils, condiments, dips, pickled olives etc. *** 💚 **Details at a Glance** 💚 Friday May 8th \| 18:00–21:00 🧺 **Please Bring:** **2 vegetables** **of your choice** (or fruits ) 💵 **Fee:** €5 (Covers the meetup fee and shared ingredients) 🙏🙏 **please check your mail box and confirm your attendance to secure your spot by Thursday noon** 🙏🙏 This event is limited to 6 people and hosted in my private kitchen *** ### **Flow of the gathering:** 18:00–20:00 Prepare simple vegan food together 20:00–20:45 Meze(dinner) time 20:45- 21:00 Gentle closing **Allergies / Food Intolerances** Some ingredients may contain **wheat (gluten) Peanut and soy**, **sesame** (in thahini) and **walnut**. Since participants bring different vegetables and /other vegan ingredients, the **exact dishes cannot be confirmed in advance**. **Meeting Point** Levetzowstr. 13 (EG), 10555 Berlin – Moabit *(Accessible via S-Tiergarten, U9 Hansaplatz, or U9 Turmstraße)* ✨ **What to expect:** • Fun vegan cooking time with fellow enthusiasts • Cozy dinner with conversation *** **About the Host** [Hi! I’m Misaki](https://www.plant-spirit-living.com/) — a certified vegan/plant-based nutritionist. I usually teach simple and healthy vegan cooking, this time we’ll be improvising a vegan fusion meze using the vegetables everyone brings. I’m really looking forward to cooking and sharing space with you! ***

## 🇩🇪 Berlin Korean-German Language Exchange 🇰🇷 ## [베를린 한국어-독일어 언어교환 모임] 정신없고 비싸기만 한 언어교환은 이제 그만! 체계적이고 친절한 환경 속에서 편안하게 친구들을 만들며 자연스럽게 언어를 배우는 시간을 가져보세요. Stop attending chaotic and overpriced meetups! We pursue a structured, friendly environment where you can make friends and practice languages naturally and comfortably. *** ### ⏰ **TIME & SYSTEM (일시 및 운영 방식)** * **Start Date:** May 8th (Friday) / 5월 8일 첫 모임 시작 * **When:** **Every Friday** at 4:00 PM – 5:30 PM (1.5 hours) * **언제:** **매주 금요일** 오후 4:00 – 5:30 (총 1시간 30분) * **System:** \* 3 rounds of German (15 mins each) + 3 rounds of Korean (15 mins each) * **Partner swap every 15 minutes!** You will meet a new partner for every round. * **운영 방식:** \* 독일어 15분씩 3라운드 + 한국어 15분씩 3라운드 진행 * **15분마다 파트너를 교체**하여 다양한 분들과 대화할 수 있습니다.💬 **For Shy & New Members (초보 및 내성적인 분들을 위해)** * **Ice-breaking cards on every table!** Each table has a list of fun and easy topics to talk about. No need to worry about what to say next! * **Don't worry if you are shy!** Even if you are an introvert or new to language exchanges, our structured system and friendly atmosphere will help you fit right in. * **테이블마다 준비된 아이스브레이킹 주제!** 각 테이블에는 대화를 도와줄 재미있고 쉬운 질문지(쪽지)가 비치되어 있습니다. 다음 대화 주제를 고민할 걱정이 없어요! * **내성적이어도 걱정 마세요!** 이런 활동이 처음이거나 낯을 가리는 분들도 걱정하지 마세요. 체계적인 시스템과 친절한 분위기 속에서 자연스럽게 어울리실 수 있습니다. *** ### 📍 **LOCATION (장소)** * **Venue:** Petit Brunch * **Address:** Schönhauser Allee 140a, 10437 Berlin * **Note:** The venue is subject to change. **Please check our Instagram Story for any location updates before you come!** * **장소:** Petit Brunch * **주소:** Schönhauser Allee 140a, 10437 Berlin * **참고:** 장소는 변동될 가능성이 있습니다. **방문 전 인스타그램 스토리 공지를 반드시 확인해 주세요!** * **How to find us:** Please look for **'Aiden Park** once you arrive. * **찾아오시는 법:** 카페에 들어오셔서 \*\*에이든 박'\*\*를 찾아주세요. *** ### 💡 **DETAILS (참여 안내)** * **Language Level:** A2 – C2 / 독일어 또는 한국어 실력 A2\~C2 권장 * **Age Limit:** 20+ years old / **만 20세 이상** * **Entrance Fee:** **5€** (Cash or Bank transfer only / Pay on-site) * **입장료:** **5유로** (현금 혹은 계좌이체만 가능 / 현장 지불) * **1 drink per person is mandatory** (Cafe drinks are separate). * 카페 음료비는 별도이며, **1인 1주문은 필수**입니다. *** ### 💬 **CONTACT & RSVP (연락처 및 신청)** * If you suddenly cannot attend, please let us know via **Instagram DM**. * Even if the RSVP is closed, feel free to stop by! If there's an extra seat, you might be able to join at a discounted price. * 갑작스러운 불참 시 **인스타그램 DM**으로 알려주세요! * 모집이 마감되었더라도 자리가 있다면 조금 더 저렴하게 참여 가능할 수도 있으니 편하게 들러보세요. *** ### ⚠️ **NOTICE (주의사항)** * Any participant who joins with intentions other than language exchange and makes others uncomfortable may be removed from the group based on a majority vote. * 언어 교환이 아닌 다른 목적으로 입장하여 다른 파트너를 불편하게 만든다면, 다수결에 의해 강제 퇴장 조치될 수 있음을 알려드립니다. *** **[Organizer Contact]** * **Instagram:** @kr.de.language.exchange.berlin

Hallo, es ist wieder so weit, der zweite Freitag im Mai ist diese Woche! Deshalb habe ich im Neffes draußen im Innenhof für uns reserviert. Wenn das Wetter schlecht werden sollte, haben wir die Ecke vor dem - ausgeschalteten - Fernseher für uns :-). Ich freue mich schon, euch wieder persönlich zu sehen! Und hier der übliche Ankündigungstext: Unser zweimonatliches Treffen steht wieder an! An jedem zweiten Freitag eines ungeraden Monats treffen wir Selbständige, Unternehmer und Freiberufler aus der IT uns wieder um 19:00 Uhr im Neffes. Bei einem gemütlichen Zusammensein werden wir uns über fast alle Themen unterhalten. Der Schwerpunkt liegt dabei auf den beruflichen Themen. Z. B. wie gehen andere mit den Kunden und deren Mitarbeitern um, was sind die neuesten Insider Infos von den verschiedenen Unternehmen, wie sieht es bei den anderen mit den Einsatzorten und Arbeitsbedingungen aus und vieles mehr. Es wird wie immer ein interessanter Abend mit einem umfangreichen Erfahrungsaustausch werden, der einen auch beruflich weiterbringt. Mit dem DBITS e.V. wollen wir die Anerkennung von IT-Freiberuflern in der Gesellschaft und Politik vorantreiben, dort gibt es leider noch einen sehr großen Aufhol- und Aufklärungsbedarf und damit viel zu besprechen und zu erfahren. Des Weiteren bietet uns der Verein ein breites Netzwerk an Leuten mit den gleichen Zielen und Problemen. Aber wie gesagt, das Ziel ist ein schöner, informativer Abend, es gibt kein Mitgliederzwang. Nimm teil, wir freuen uns auf dein Kommen! Viele Grüße und ich freue mich schon auf ein Treffen am nächsten Freitag!

**IMPORTANT! Please register at** [Luma Page](https://luma.com/9svvrv99) ​Vibecoding is no longer the question. What matters is what you actually do with it. **​On May 9** at **Spiced Academy (Berlin)**, we meet to figure that out in practice — using **[Lovable](https://lovable.dev/)**. No lectures, no slides. You open the tool and start working. ​[Projector Global community](https://www.linkedin.com/company/projector-global-community/) ambassadors and mentors will guide you through the basics, help you navigate the process, and answer your specific questions. **​This event is for those who:** — already have some experience in vibecoding — want to test a tool hands-on instead of watching demos — are stuck on something specific and want a real answer ​Come with a question. Even better — submit it during registration. ​We recommend creating an account in advance so you can jump straight in. **Mentors** During the session, you’ll be supported by experienced builders and designers: * **[Vitalik Kotik](https://www.linkedin.com/in/vitali-kotick/)** — CEO & Co-Founder @Superapp, ex-Bolt Senior Product Designer * **[Yevheniia Liubchyk](https://www.linkedin.com/in/yevheniia-liubchyk/)** — Product Designer @Zoi * **[Olha Kirdiaieva](https://www.linkedin.com/in/olha-kirdiaieva/)** — UX Designer @JUPUS * **[Danilo De la Fuente](https://www.linkedin.com/in/danilo-de-la-fuente-product-manager/)** — Founder @Arma Music, Product Manager They’ll be there to help you unblock, give direction, and support your ideas in real time. **​Tool Partner — Lovable​** This event is supported by [Lovable](https://lovable.dev/) \- an AI\-powered tool for building products faster\, without getting stuck in complexity\. ​Lovable helps you turn ideas into working solutions, experiment quickly, and focus on what matters - logic, flow, and outcomes. ​Participants will receive free credits to explore the tool during the session. Learn more: [https://lovable.dev/](https://lovable.dev/?utm_source=luma) **​Venue Host​​​** Hosted by [Spiced Academy](https://www.spiced-academy.com/en) — a Berlin tech education hub focused on hands-on learning in AI, Data, UX/UI, and Product, and building a strong tech community. **Hosts**​​​ This event is organized by [Projector Global Community](https://www.linkedin.com/company/projector-global-community/) ambassadors (by [Projector Institute](https://prjctr.com/en/about)): * ​​​[Emiliia Karpiuk](https://www.linkedin.com/in/emiliiakarpiuk/?utm_source=luma) * ​​[Julia Savchuk](https://www.linkedin.com/in/yuliia-savchuk/?utm_source=luma) **​​​​Photos & Video** ​​​​Please note that we will be taking photos at this event. By attending, you agree to be photographed, and grant the organisers permission to use this footage online and for marketing purposes (e.g., on social media or our websites).

Wir entwickeln ein Mehrgenerationen-Wohnprojekt auf dem Land – getragen von Menschen, die Gemeinschaft neu denken möchten. 12 Wohneinheiten in unterschiedlichen Größen bilden den privaten Rahmen. Gemeinschaftsflächen schaffen Raum für Begegnung. Die ländliche Umgebung ermöglicht Ruhe, Natur und Weite – ohne Isolation. Gesucht werden Menschen jeden Alters, die: · langfristig Verantwortung übernehmen wollen · Lust auf Austausch und Nachbarschaft haben · ihr zukünftiges Zuhause mitplanen möchten Wir freuen uns auf engagierte Mitgestalter und treffen uns an diesem Samstag vor Ort, um uns und Grundstück ein wenig kennenzulernen.

**Build & Learn: AI with Coffee ☕ — Build & Share** This is a monthly meetup where we focus on real things people are trying to build — from work problems to personal ideas. We’re here to help you get started, meet other builders, and share what you’ve been working on. **🟡 Part 1 — Getting Started** If you’re a beginner: We’ll walk you through how to begin (tools, ideas, simple paths) Show examples of what others are building Help you take your first step **🟡 Part 2 — Builder Showcase** If you’re already building: You can present what you’ve been working on (5–10 minutes) Share challenges and lessons learned Get feedback from the group **⚠️ Limited Spots** This is a small group on purpose. Please only sign up if you actually plan to come. **Want extra help?** If you’re feeling stuck or thinking about transitioning your career, you can book a 1:1 session 👉 *[Calendly link](https://calendly.com/lindseypeng/workflow-clarity-call)* or join the community 💬 [Discord](https://discord.gg/dPnmzcCP8w)

Join us for a hands-on, collaborative **4-hour workshop** where we use LLMs to code. We will be implementing the following 3 exercises: [connect four](https://www.hellointerview.com/learn/low-level-design/problem-breakdowns/connect-four) [amazon locker](https://www.hellointerview.com/learn/low-level-design/problem-breakdowns/amazon-locker) and [elevator](https://www.hellointerview.com/learn/low-level-design/problem-breakdowns/elevator) ### **What we will do** We will use the LLM (any free one, like chatGPT) to write code that solves a given problem. Our goal is to not write code by hand, and to produce an application that passes a set of specifications. ### 🛠 **Share ideas about agentic coding** We will be practicing our agentic coding skills: * bring a laptop with Java or Golang installed * know how to code in either Java or Golang * share and explore ideas about how to use LLMs to create production-ready applications ### 💬 **Atmosphere & Logistics** The workshop is **free**. There will also be a 20 min pause, if you want to order snacks.

Nature Weaving in Tiergarten — connect with new people through creativity we're kicking off mora.colab with an afternoon in Tiergarten 🌳 — and we'd love for you to be part of it. we'll gather flowers 🌸 and leaves 🍃 from the park and weave them into a small nature board to take home 🏡. no experience needed — just curiosity ✨ and your hands. this is a space to slow down 🌿, get creative, and meet new people who share a love for learning and making things together 💛. whether you're new to Berlin or just looking for a meaningful way to spend a sunday afternoon — you're welcome here 🤝. we'll also introduce mora.colab 🌱 — a community built around skill exchange, passion, and connecting people in new ways. who it's for: anyone curious, creative, and open to meeting new people 🧠. come alone or bring a friend 👯. 📅 sunday, may 10 🕒 3:00 – 5:00 PM 📍 Tiergarten, Berlin free to join 🎉. we'll bring the materials — feel free to bring any flowers or leaves you find on the way 🌿.

Wir zelebrieren gemeinsam einen vielfältigen Samstagsbrunch. Es gibt köstliche Waffeln und Pfannkuchen mit leckeren Toppings. Alle Zutaten sind pflanzenbasiert und Bio/nachhaltig/gerettet. Wir laden Pianisten ein unser Klavier zu bespielen. *** Kommt einfach vorbei. Ihr braucht keine Anmeldung. *** Bitte bringt warme Socken mit. Teilname und Getränke auf Spendenbasis. *** Siehe auch auf: LebensMittelPunkte-Berlin

RSVP on [Luma](https://luma.com/0f3ue7fu?utm_source=Meetup). Silent Reading / Creating Club is a gathering for people who enjoy focusing together in public. Bring a book, a notebook, a sketchpad, knitting needles, whatever you’d like to spend a quiet hour doing. All projects and all participants are welcome. We’re building a community of readers and creators who value depth, presence, and shared silence. The reading and creating isn't the real highlight, though, it’s in the people who return and make it feel like a familiar room. (Please RSVP “yes” only if you can make it, so we can save a seat for you and others on the waitlist.) Our Meeting Point is in the middle of the **Tilla-Durieux-Park near Potsdamer Platz**. Bring a picnic blanket, a cushion, and maybe some snacks/a drink! No assignments, expectations, or pressure. Just a shared hour of intentional silence, followed by the opportunity for good conversation. 🕰 Our Agenda **10:30 – 11:00** Arrivals, ordering drinks/food, light social time **11:00 – 12:00** The Great Quiet Hour (Read. Write. Sketch. Code. Think. Sit.) **12:00 – 12:30** Optional socializing: share what you were reading or creating, or simply continue in quiet focus. ## 🏡 House Guidelines To keep this space calm and welcoming for everyone: • Silence during the focus hour (no calls or conversations) • Put cellphones on silent mode • If using technology, please avoid meetings or audio (headphones please!) • Arrive before 11:00 if possible to minimize disruptions

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm

When judging morality, should we prioritize **intentions/duty** or **outcomes/results**? It introduces two influential philosophers as representatives of these approaches. * **Immanuel Kant (deontology):** An action is moral when it is done from **duty** and follows rational, universal principles (the **categorical imperative**). Certain acts—like lying—are wrong regardless of the consequences; you can’t do a wrong thing for a right reason. * **John Stuart Mill (utilitarian consequentialism):** The morality of an action is determined by its **effects**, specifically how much **happiness/well-being** it produces. Mill argues that some pleasures are “higher” than others, and that good intentions don’t redeem harmful outcomes. ## Discussion Questions 1. **The lying dilemma:** A murderer comes to your door and asks if your friend is hiding inside. Kant would say you must not lie. 2. **Can good intentions rescue a bad outcome?** 3. **The organ harvest problem:** A surgeon has five patients dying of organ failure and one healthy patient in for a checkup. Killing the one to harvest organs would save five lives, and the math works out for the utilitarian. Why does this feel so deeply wrong? Is that feeling a point in Kant's favor, or just a bias we should overcome? 4. **Do rules need exceptions?** Kant insists moral rules must be universal, with no exceptions. But most of us can imagine extreme scenarios where any rule seems like it should bend. Does the need for exceptions fatally undermine deontology, or is the strength of the system precisely that it refuses to bend? 5. **Who gets to calculate the consequences?** Utilitarianism asks us to maximize good outcomes, but we're notoriously bad at predicting consequences. If we can't reliably know the results of our actions, is it practical to base our entire moral system on outcomes? Does this uncertainty push us back toward rules and principles? 6. **Everyday morality:** Think about a real moral decision you've made recently, even a small one. Did you reason more like a Kantian (what's the right thing to do in principle?) or more like a utilitarian (what will produce the best result?)? Do most people naturally lean one way? 7. **Justice vs. the greater good:** A town can prevent a deadly plague by sacrificing one innocent person. The greater good is clearly served. But is it just? Can an action be morally right and deeply unjust at the same time? 8. **The big synthesis question:** Are these two systems actually opposed, or do they often arrive at the same answers by different paths? Is it possible that we need both: rules to guide us in the moment and consequences to evaluate systems and policies over time?

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!

**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). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. 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 Central OH Python at centralohpython@gmail.com

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 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 speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). 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/