Drupal

#### Next step: schedule your first event. Scheduling an event will encourage more people to join your group. Schedule Change photo  # [Gruppo di biliardo pool/carambola amatoriale e mini-tornei](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/) [Milano, MI, Italy](https://www.meetup.com/find/it--mi--milano/) [1 members](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/members/) · Public group Share Manage groupSchedule event [About](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/?eventOrigin=your_groups) [Events](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/events/?eventOrigin=your_groups) [Members](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/members/?eventOrigin=your_groups) [Photos](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/photos/?eventOrigin=your_groups) [Discussions](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/discussions/?eventOrigin=your_groups) More ## What we’re about Buongiorno a tutti. Sono proprietario di un bar e dispongo di un tavolo da biliardo semi-professionale. Sto creando un gruppo WhatsApp di giocatori amatoriali di biliardo americano pool/carambola, per la maggior parte debuttanti. Cerco persone disposte a unirsi al gruppo per giocare e divertirsi nel tempo libero, il pomeriggio oppure la sera in ogni giorno. Per stimolare l'impegno di ogni giocatore, abbiamo pattuito che il vincitore di ogni "mini-torneo" organizzato nei vari giorni giochi gratis e non paghi la tariffa di tempo per il periodo di gioco (un'ora di gioco costa 10€, ma viene di volta in volta frazionata in base al periodo di gioco effettivo). Il locale si trova in zona nord di Milano, stazione Greco-Pirelli, università Bicocca. Chiunque dovesse essere davvero interessato a partecipare e unirsi al mio gruppo, non esiti a contattarmi. Cerco persone serie e disposte solamente a divertirsi, senza puntare mazzette grazie mille. Antonio

### ⚠️ IMPORTANT: Registration & Access Because this event is co-hosted with Python Milano, **you must ensure you are registered in the Python Milano event with your real Name and Surname** 👉 **Original Event Link:** [View on Python Milano](https://www.meetup.com/python-milano/events/314513434/) # Rust Milan @ Python Milano: Python or Rust? Yes! **Ciao Ferrists!** 🦀 We are officially kicking off the **Rust Language Milan** user group with a very special guest appearance! For our first gathering, we are joining forces with our friends at **Python Milano** to explore one of the most exciting trends in modern systems programming: the interoperability between Python and Rust. If you’ve been curious about how Rust can provide "superpowers" to high-level languages, this is the event for you. *** ### 🎙️ The Talk: "Python or Rust? Yes" **Speaker:** Giacomo Barone (Co-founder & Head of Product @ hiop) When is it worth integrating Rust into your Python workflow? When is it total overkill? Giacomo will dive deep into the trade-offs of this powerful duo, sharing practical insights on how to boost performance without making your team (or your product) explode in the process. ***(Note: There is also a secondary talk by Andrea Perotti on "Trashware" and hardware refurbishment—a great topic for anyone who loves low-level tech!)*** *** ### 📍 Where & When * **Host:** buildo srl * **Address:** Via Malaga 4, Milano * **Date:** Wednesday, May 6th, 2026 * **Schedule:** * **18:30:** Doors Open & Welcome * **19:00:** Talks Start * **20:30:** Networking, Q&A, and Pizza/Drinks 🍕🍻 *** ### 🦀 About Rust Milan This is a new community for anyone in Milan interested in the Rust programming language. Whether you are a seasoned `unsafe` veteran or just curious about what a `Result` is, you are welcome! **See you there!**

For our May meetup, we are diving deep into two very different but equally essential worlds: the art of **trashware** (giving old hardware a second life) and the high-stakes decision of choosing between **Python and Rust**. We’ll be hosted by the wonderful folks at **Buildo**. Come for the knowledge, stay for the networking! 📍 **Location and time** * **Where:** Buildo, Via Malaga 4, Milano * **When:** Wednesday, May 6th, 2026 * **Time:** 18:30 (Starts at 19:00 sharp) 🎙️ **Talk 1: How I learned to stop worrying and love (the bomb) trashware** **Speaker:** Andrea Perotti Your 101 practical course on consumer hardware and approaches you can adopt to reduce your carbon footprint. Learn the *if*, the *what*, and the *how* to start doing trashware and having fun while doing it. **BIO** **Andrea Perotti** is a Linux veteran and Senior Engineering Partner Manager at **Red Hat**, where he champions Open Source integration. Beyond the enterprise world, he is an active member of **PCOfficina**, dedicated to hardware refurbishment and community education. Andrea is a firm believer in the power of shared knowledge and sustainable tech. 🎙️ **Talk 2: Python or Rust? Yes** **Speaker:** Giacomo Barone When is it worth it? When is it not? Giacomo will dive into the trade-offs of integrating Rust into your Python workflow and how to keep your product and your team from exploding in the process. **BIO** **Giacono Barone** co-founder e head of product **@ hiop** 🍕 **Networking** After the talks, we will have our usual space for Q&A and networking. It's the perfect time to chat about your latest projects or ask our speakers for advice. **See you there!** ✋ * **Please use your real Name and Surname to register, we cannot assure you will be able to access the venue if not.** * If you have a last minute issue please remember to cancel the RSVP. * Thanks for your cooperation

No need to book but come on time so you won't miss the show or seats!😉 It's open mic which means everyone can go on the stage to perform 🎤🎤, if you have any questions DM us on Instagram: Yellowdicomedy. If you see on this app only you are going, don't worry about it, we have multiple channels to post our events and we've been organizing shows for three years, we always have a big crowd where you can meet lots of friends! It is a free entry but **donation based** show, leave us your donations at the end of the show so we can keep English standup comedy going in Milan. **Follow us on Ins: Yellowdicomedy**

**Basta libri. Basta corsi. Inizia a parlare!** Puoi leggere 100 libri sul public speaking, ma non imparerai mai finché **non sali su un palco**. The Xplorers Toastmasters Club Milano è proprio questo: una **palestra di Public speaking** bilingue (IT/EN) dove puoi metterti in gioco, sbagliare e migliorare. Che tu sia un manager, uno studente o semplicemente una persona che vuole vincere la paura di parlare in pubblico, questa è la serata giusta per te. **📅 COSA ASPETTARSI:** Toastmasters international è un'associazione nata negli Stati Uniti più di 100 anni fa. Ogni serata di ogni Club del mondo è strutturata in tre parti: 1. **Discorsi Preparati:** I nostri soci presentano discorsi su vari argomenti per allenare le loro skill (Storytelling, body language, struttura). 2. **Improvvisazione (Table Topics)\*:** Esercizi di improvvisazione per imparare a rispondere con sicurezza a ogni domanda. 3. **Valutazioni:** Ogni speaker riceve da un altro socio un feedback costruttivo per capire cosa ha fatto bene e cosa può migliorare. *\*Nota:* Anche gli ospiti possono provare a buttarsi, ma **solo se lo desiderano**. Nessuno ti forzerà! **📍 DOVE E QUANDO:** Ci troviamo allo Spazio OiT (Via Porpora 14, zona Loreto) ogni 1° e 3° mercoledì del mese. * Ore **19:00**: Networking e accoglienza. * Ore **19:15**: Inizio puntualissimo. **⚠️** **Per garantire un'esperienza di qualità, accettiamo solo 9 nuovi ospiti per ogni serata.** **Assicurati il tuo posto gratuito ora!** Ti aspettiamo!

Hi, I’m **Ozzy**. I’ve been teaching yoga in Milan for 5 years, bringing together internationals and locals. **How to Join?** Add your name on Meetup. [Message me on WhatsApp](https://wa.me/393500966059?text=Hi%20I%20saw%20your%20weekend%20park%20yoga%20classes%20on%20Meetup%20and%20would%20like%20to%20join) to receive payment details: **Drop-in or discounted class packs available** Your spot is confirmed once payment is completed. **You can see the vibe of the classes here:** Instagram: @ozzyoga.milano **Wednesday Park Yoga in Sempione with Ozzy** Join us for a mindful yoga session in the park **Time:** 19:15 **Duration:** 60 minutes **Language:** English **Level:** All levels Beginner-friendly **Location:** Parco Sempione Exact meeting point will be shared via WhatsApp after booking **Pricing** **Drop-in:** €15 **2 classes:** €28 **4 classes:** €50 All prices are final and include VAT All packs are valid until the end of July Valid for all regular group classes (weekend & future weekday sessions) Packs can be used for classes as they are released on Meetup **Before you come** Bring your mat (or a towel), wear layers for changing weather, and consider water, sun cream, and insect spray. **Cancellation policy** – **More than 24 hours before:** Cancel directly on Meetup → no charge – **Up to 1 hour before the class:** Please message me on WhatsApp → your credit is kept – **Less than 1 hour before, no-show, or no notice:** The class is counted → no refund or credit (no exceptions) *If a class is cancelled due to weather or by the organizer, your credit will not be lost and can be used for another class.* **Safety & Notes** Please listen to your body and practice at your own pace. This class is not suitable for pregnant women. If you have any health concerns, please consult a doctor before joining. By attending, you take responsibility for your own practice. **About me** I’m Ozzy, a certified and Yoga Alliance registered yoga teacher. 👉 https://linktr.ee/ozzyoga.milano

10€ ENTRANCE FEE, ONLY 4 SPOTS AVAILABLE EACH WEEK, BE ON TIME. If you book a ticket, please send us a message confirming you're coming, and if you couldn't make it at the end please do tell us so we can give it to the waitlist. Message us via: INS: yellowdicomedy WhatsApp: +39 3477302866 Hi guys, this is Delia😊, the founder of Yellowdicomedy, as many of you came to me after the show and asked how to participate as a comedian or how to write jokes, here's our workshop: *Date*：EVERY Wednesday *Hour*: 19:30-20:30 *Location*: Yellowsquare *La Capella* I will bring you to there from the bar.(If you're late, tell the receptionist you're here for the workshop and look for Delia, they'll tell you where are we) *Entrance fee*: 10€ (cash or paypal at site) *What*: zero bullshit workshop, within an hour I will let you know you can actually learn to be funny. Straight to the point, I'll bring you jokes writing structure and practice on different types of jokes to find which ones are your style, you'll have your jokes ready right after, and this is not the best part yet, *after the workshop you will get to perform at our show immediately at 21:00 to test out your jokes!* One minute on stage, take it or leave it, discover if comedy is your thing with fully prepared material. What if I don’t want to go on stage? Well, what would hurt to become funnier than you were?

#### Next step: schedule your first event. Scheduling an event will encourage more people to join your group. Schedule Change photo  # [Gruppo di biliardo pool/carambola amatoriale e mini-tornei](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/) [Milano, MI, Italy](https://www.meetup.com/find/it--mi--milano/) [1 members](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/members/) · Public group Share Manage groupSchedule event [About](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/?eventOrigin=your_groups) [Events](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/events/?eventOrigin=your_groups) [Members](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/members/?eventOrigin=your_groups) [Photos](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/photos/?eventOrigin=your_groups) [Discussions](https://www.meetup.com/gruppo-di-biliardo-pool-carambola-amatoriale-e-mini-tornei/discussions/?eventOrigin=your_groups) More ## What we’re about Buongiorno a tutti. Sono proprietario di un bar e dispongo di un tavolo da biliardo semi-professionale. Sto creando un gruppo WhatsApp di giocatori amatoriali di biliardo americano pool/carambola, per la maggior parte debuttanti. Cerco persone disposte a unirsi al gruppo per giocare e divertirsi nel tempo libero, il pomeriggio oppure la sera in ogni giorno. Per stimolare l'impegno di ogni giocatore, abbiamo pattuito che il vincitore di ogni "mini-torneo" organizzato nei vari giorni giochi gratis e non paghi la tariffa di tempo per il periodo di gioco (un'ora di gioco costa 10€, ma viene di volta in volta frazionata in base al periodo di gioco effettivo). Il locale si trova in zona nord di Milano, stazione Greco-Pirelli, università Bicocca. Chiunque dovesse essere davvero interessato a partecipare e unirsi al mio gruppo, non esiti a contattarmi. Cerco persone serie e disposte solamente a divertirsi, senza puntare mazzette grazie mille. Antonio

Hi, I’m **Ozzy**. I’ve been teaching yoga in Milan for 5 years, bringing together internationals and locals. **How to Join?** Add your name on Meetup. [Message me on WhatsApp](https://wa.me/393500966059?text=Hi%20I%20saw%20your%20weekend%20park%20yoga%20classes%20on%20Meetup%20and%20would%20like%20to%20join) to receive payment details: **Drop-in or discounted class packs available** Your spot is confirmed once payment is completed. **You can see the vibe of the classes here:** Instagram: @ozzyoga.milano **Thursday Park Yoga in Sempione with Ozzy** (This class is usually held every Monday. This week, it will take place on Thursday as an exception.) **Time:** 19:15 **Duration:** 60 minutes **Language:** English **Level:** transition to intermediate (not for beginners) We focus on **balance, strength, and flexibility** with intermediate-level poses and flows. If you’re ready to take your practice to the next level, this class is for you. **Location:** Parco Sempione Exact meeting point will be shared via WhatsApp after booking **Pricing** **Drop-in:** €15 **2 classes:** €28 **4 classes:** €50 All prices are final and include VAT All packs are valid until the end of July Valid for all regular group classes (weekend & future weekday sessions) Packs can be used for classes as they are released on Meetup **Before you come** Bring your mat (or a towel), wear layers for changing weather, and consider water, sun cream, and insect spray. **Cancellation policy** – **More than 24 hours before:** Cancel directly on Meetup → no charge – **Up to 1 hour before the class:** Please message me on WhatsApp → your credit is kept – **Less than 1 hour before, no-show, or no notice:** The class is counted → no refund or credit (no exceptions) *If a class is cancelled due to weather or by the organizer, your credit will not be lost and can be used for another class.* **Safety & Notes** Please listen to your body and practice at your own pace. This class is not suitable for pregnant women. If you have any health concerns, please consult a doctor before joining. By attending, you take responsibility for your own practice. **About me** I’m Ozzy, a certified and Yoga Alliance registered yoga teacher. 👉 https://linktr.ee/ozzyoga.milano

**GDG AI HACK 2026 — AI Hackathon in Milan** Three days. 160 builders. €15K+ in prizes. GDG AI HACK is back for its third edition — a free AI hackathon organised by Google Developer Group PoliMi and GDG Cloud Milano. Build, ship, and compete alongside real mentors and industry sponsors at Randstad Box in Milan. **⚠️ This is not an open event. Attendance is by application only.** Apply at [gdgaihack.com](https://gdgaihack.com/) — applications close April 17. Spots are limited to 160 and reviewed on a rolling basis. *** **THE TRACKS** Three focused challenge tracks, each built around a sponsor bringing real hardware and a problem worth solving. Full briefs revealed at kickoff. * **Learn Different** (Braynr): AI for education. Cross-disciplinary teams — designers, engineers, domain experts. * **See Beyond** (Luxonis): spatial AI and computer vision with OAK camera hardware. On-device, no cloud. * **Cut the Cord** (MSI): on-device AI. What can you build when the internet is optional? Plus 10 side challenges open to all teams. *** **THE DETAILS** * 📅 May 8 — Networking night at Google Milan (Via Federico Confalonieri 4) * 📅 May 9-10 — 24h+ hackathon at Randstad Box (Via S. Vigilio 5) * 💰 €15K+ in prizes * 🍕 Free to attend — everything included * 🏆 Backed by MSI, Luxonis, Braynr, Google, GitHub Education, Corsair, Elgato, ENHANCE and many more *** **WHO SHOULD APPLY** GDG AI HACK is open to a wide range of backgrounds and experience levels. You don't need to be a CS major or a seasoned developer to apply. * **University students** of all years (bachelor's, master's, PhD) and recent graduates * **All backgrounds welcome** — not just engineers. UI/UX designers, business students, humanities majors, domain experts: if you bring a perspective, you belong here * **Diverse teams win** — heterogeneous teams consistently outperform homogeneous ones. We actively encourage mixed skill sets and disciplines Apply solo or as a team of up to 4. If you apply solo and get selected, we'll help you find your people before the event. → Apply now at [gdgaihack.com](https://gdgaihack.com/) → Questions? [hack@gdgpolimi.com](mailto:hack@gdgpolimi.com)

THE NIGHT IS BACK — and this time, it’s on another level. 🌍🎶✨ Our Latin-flavored language aperitivo returns, bringing together energy, culture, and connection like never before. 🍽️ Start with a rich buffet dinner 🗣️ Dive into Spanish, English, Italian, Portuguese & Hindi with an international crowd 💃 Then surrender to the rhythm: salsa, bachata & nonstop Latin vibes 🔥 🍹 2 cocktails included — because tonight, we go all in 👉 At the entrance, say: “Tavolo Tara” 📍 55 Milano – Via Piero della Francesca, 55 – 20154 Milan 📲 Info: Tara +39 375 651 3712 ✉️ info@missionlanguages.com ✨ One night. Five languages. Endless connections. Feel it. Speak it. Dance it. ⚡ Spots are limited — if you missed the first one, this is your moment.

Hi, I’m **Ozzy**. I’ve been teaching yoga in Milan for 5 years, bringing together internationals and locals. **How to Join?** Add your name on Meetup. [Message me on WhatsApp](https://wa.me/393500966059?text=Hi%20I%20saw%20your%20weekend%20park%20yoga%20classes%20on%20Meetup%20and%20would%20like%20to%20join) to receive payment details: **Drop-in or discounted class packs available** Your spot is confirmed once payment is completed. **You can see the vibe of the classes here:** Instagram: @ozzyoga.milano **Weekend Park Yoga in Sempione with Ozzy** Join us for a mindful yoga session in the park **Time:** 11:30 **Duration:** 60 minutes **Language:** English **Level:** All levels Beginner-friendly **Location:** Parco Sempione Exact meeting point will be shared via WhatsApp after booking **Pricing** **Drop-in:** €15 **2 classes:** €28 **4 classes:** €50 All prices are final and include VAT All packs are valid until the end of July Valid for all regular group classes (weekend & future weekday sessions) Packs can be used for classes as they are released on Meetup **Before you come** Bring your mat (or a towel), wear layers for changing weather, and consider water, sun cream, and insect spray. **Cancellation policy** – **More than 24 hours before:** Cancel directly on Meetup → no charge – **Up to 1 hour before the class:** Please message me on WhatsApp → your credit is kept – **Less than 1 hour before, no-show, or no notice:** The class is counted → no refund or credit (no exceptions) *If a class is cancelled due to weather or by the organizer, your credit will not be lost and can be used for another class.* **Safety & Notes** Please listen to your body and practice at your own pace. This class is not suitable for pregnant women. If you have any health concerns, please consult a doctor before joining. By attending, you take responsibility for your own practice. **About me** I’m Ozzy, a certified and Yoga Alliance registered yoga teacher. 👉 https://linktr.ee/ozzyoga.milano

Hi, I’m **Ozzy**. I’ve been teaching yoga in Milan for 5 years, bringing together internationals and locals. **How to Join?** Add your name on Meetup. [Message me on WhatsApp](https://wa.me/393500966059?text=Hi%20I%20saw%20your%20weekend%20park%20yoga%20classes%20on%20Meetup%20and%20would%20like%20to%20join) to receive payment details: **Drop-in or discounted class packs available** Your spot is confirmed once payment is completed. **You can see the vibe of the classes here:** Instagram: @ozzyoga.milano **Weekend Park Yoga in Sempione with Ozzy** Join us for a mindful yoga session in the park **Time:** 11:30 **Duration:** 60 minutes **Language:** English **Level:** All levels Beginner-friendly **Location:** Parco Sempione Exact meeting point will be shared via WhatsApp after booking **Pricing** **Drop-in:** €15 **2 classes:** €28 **4 classes:** €50 All prices are final and include VAT All packs are valid until the end of July Valid for all regular group classes (weekend & future weekday sessions) Packs can be used for classes as they are released on Meetup **Before you come** Bring your mat (or a towel), wear layers for changing weather, and consider water, sun cream, and insect spray. **Cancellation policy** – **More than 24 hours before:** Cancel directly on Meetup → no charge – **Up to 1 hour before the class:** Please message me on WhatsApp → your credit is kept – **Less than 1 hour before, no-show, or no notice:** The class is counted → no refund or credit (no exceptions) *If a class is cancelled due to weather or by the organizer, your credit will not be lost and can be used for another class.* **Safety & Notes** Please listen to your body and practice at your own pace. This class is not suitable for pregnant women. If you have any health concerns, please consult a doctor before joining. By attending, you take responsibility for your own practice. **About me** I’m Ozzy, a certified and Yoga Alliance registered yoga teacher. 👉 https://linktr.ee/ozzyoga.milano

inauguriamo il giovedì sera estivo nel bellissimo giardino estivo dell' Aria club a san siro con la formula più amata ovvero open wine 🍷 e open spritz 🍹 a soli 15 euro dalle 19,30 alle 22,00 potremo bere tutto il vino (bianco, rosso e prosecco) o spritz a soli 15 euro! ovviamente gustando un ottimo buffet. Per gli astemi o per chi preferisce un cocktail si può fare anche la formula 15€ con una consumazione a scelta. Avremo la nostra area dedicata tutta la sera dove fare amicizia e chiacchierare in compagnia. Target età dai 25 ai 55 anni. Ognuno parlerà con le persone più affini! È gradita la conferma anche su WhatsApp ai nostri numeri Enrico 3930134920 melissa 3755058482

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/