Systems

LLM Benchmarks on CPU/GPU, and How to Open It to the Community at Zero Cost Don't forget to get your ticket on Eventbrite to register for the event: https://www.eventbrite.it/e/can-your-laptop-run-ai-tickets-1985370183664 More and more enthusiasts are trying to run AI/ML models directly on their own laptops. However, there has been a lack of objective, standardized, and reproducible third-party benchmarks focused on technical performance, such as tokens per second or training time. In fact, there *was* a lack of them. This talk will cover two main topics. On the one hand, it will present the results of real benchmarks on AI workloads executed on local hardware, including LLM inference (3B to 14B) and tabular ML models, comparing CPU and GPU performance, latency, and model scaling. On the other hand, a significant part of the talk will focus on the making-of of the project, which was built entirely using open tools and at zero cost. Moving from an idea, to an individual project, to a solution that anyone can contribute to required a fairly articulated architecture and a mix of tools: not only Python code, but also automation with GitHub Actions, managed DuckDB through MotherDuck, Streamlit Cloud, and much more. Speaker: Alberto Danese is Head of Data Science & Advanced Analytics at Nexi, where he leads the development of machine learning products and data-driven solutions for the digital payments sector. He has more than 15 years of experience in data science and engineering and is a Kaggle Competitions Grandmaster. He often shares experiences and projects related to AI and data science through technical and managerial talks, as well as through his blog, *All About Data*.

**Games Night @ QUO Bar** **Every Wednesday from 19:00** until bar closing, QUO Bar turns into a playground for games, drinks and good company. **Join us for a casual Games Night** where you can challenge new friends (or strangers who might become friends) with **beer pong, table football, Jenga and other table games**. It’s the perfect excuse to meet people, laugh a bit and break the ice. **Just show up, grab a drink and start playing.** Come alone or with friends. There’s always a game going on and a table you can join. **Every Wednesday. From 19:00 until bar closing** **QUO Bar** \- Porta Romana\, Milan

**Vuoi migliorare la tua capacità di parlare in pubblico, ma non sai da dove iniziare?** Unisciti a noi per una serata energica e stimolante con **The Xplorers Toastmasters Club Milano**. Che tu sia un manager, uno studente o semplicemente una persona che vuole vincere la paura del public speaking, questa è la serata giusta per te. **📅 COSA ASPETTARSI:** I nostri incontri sono divisi in tre parti dinamiche: 1. **Discorsi Preparati:** I nostri soci presentano discorsi su vari argomenti per allenare le loro skill (Storytelling, body language, struttura). 2. **Improvvisazione (Table Topics):** La parte più divertente! Esercizi di 1-2 minuti per imparare a pensare velocemente. * *Nota:* Anche gli ospiti possono provare a buttarsi, ma **solo se lo desiderano**. Nessuno ti forzerà! 3. **Valutazioni:** Ogni speaker riceve un feedback costruttivo per capire cosa ha fatto bene e cosa può migliorare. **🎒 COSA PORTARE:** * Non serve portare nulla di specifico (penna e quaderno se vuoi prendere appunti). * Porta solo la tua curiosità e, se vuoi, un amico! **📍 COME TROVARCI:** Ci riuniamo presso **OiT** in **Via Nicola Antonio Porpora, 14** (Zona Loreto/Città Studi) ogni 1° e 3° mercoledì del mese. * Arriva verso le **19:00** per fare due chiacchiere e prendere posto. Iniziamo puntualissimi alle 19:15! **🎟️ COSTI:** L'ingresso per gli ospiti è **GRATUITO al 100%**. Ti aspettiamo per una serata di crescita e divertimento! A mercoledì! 👋

#### 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

🇪🇸 ¡HOLA HISPANOHABLANTES! ¡Estáis más que invitados a conocer gente y pasar un buen rato en el bar Pacino! 🗓️ Fecha: Todos los miércoles ⏰ Hora: A partir de las 19:30 📍 Lugar: Café Pacino (MM Loreto/Lima) 💰 Precio: 11 euro por una bebida y una pequeña bandeja de comida Preguntad por Samantha o Alfredo. Si hace buen tiempo, estaremos en la terraza; si hace frío, estaremos adentro. ¡No dudéis en preguntar por el evento en Meetup en cuanto lleguéis al Pacino Café! Grupo WhatsApp: https://chat.whatsapp.com/Ggq8xTBfTSa8IqKdtSsFo8 Canal de Telegram: https://t.me/hablamemucho

🔥 FREE TRIAL CLASS 🔥 Vuoi allenarti divertendoti e provare qualcosa di nuovo? Ti aspettiamo per una lezione prova gratuita di: • Reggaeton (anche online) • Freestyle (Live) • Flamenco (Live) ✔ Adatto a tutti i livelli ✔ Energia, divertimento e allenamento reale ✔ Possibilità di partecipare anche da casa (Reggaeton) 📍 Brugherio (MB) – Space Europa 📲 Prenotazione obbligatoria 👉 Info e prenotazioni WhatsApp: +39 352 0937284

La domenica ormai è appuntamento fisso per il nostro gruppo e adesso che le temperature si sono abbassate è il momento di spostarci nella parte invernale del Just me (ex Just Cavalli). Ci incontriamo alle 20:00 per socializzare al nostro tavolo riservato e gustare un ottimo buffet con la prima consumazione inclusa al costo di soli 10€. Alle 22:30 faremo un brindisi di prosecco offerto dagli organizzatori e chi vuole può rimanere a ballare. Serata dedicata a un pubblico di tutte le età, divertimento assicurato! È gradita conferma via whatsapp ai nostri numeri: Enrico 3930134920 melissa 3755058482

**🍻 SOCIAL DRINKING GAMES** Ice-breakers? Boring. We prefer cups, rules you’ll forget in 5 minutes, and instant friendships. Lose the game, take a sip. Win the game, take a sip anyway. ⋯⋯⋯ Ostello Bello Milano Centrale - Via Lepetit 33, Milano 🎫 Posti limitati. - Ingresso gratuito tramite registrazione Ti ricordiamo che nel corso dell’evento potranno essere effettuate delle riprese di immagini fotografiche e audio-video con diritti di utilizzo ad uso esclusivo del locale. www.ostellobello.com https://www.instagram.com/ostellobello.milanocentrale/

👉 **Join the WhatsApp group to participate:** [https://chat.whatsapp.com/CGBND0zPLG5DTUNlCjVMel](https://chat.whatsapp.com/CGBND0zPLG5DTUNlCjVMel) 📌 **What** This Sunday we’re doing a **Surprise Easter Meetup 🐣🌸** No fixed plan, no overthinking — just a fun, social gathering with a bit of spontaneity. Expect good people, relaxed vibes, and a slightly different way to spend Easter in Milan. Whether you come for the social, the laughs, or just to get out of the house, you’ll fit right in. **How it works:** We’ll meet at **1:00 PM** at a starting point (shared in the WhatsApp group), then let the plan unfold from there. ❗️All details (location + updates) will be shared only in the WhatsApp group. 📌 **Who** Open to everyone — expats, locals, students, professionals — anyone up for a social Easter with good energy. 📌 **How** • RSVP on Meetup • **Join the WhatsApp group (essential) 📲** • Keep your RSVP updated so we know numbers

Continua il nostro sabato adulto di Milano e dintorni con ricco buffet e musica commerciale a 360°. Tavolo riservato con posto a sedere, ingresso con prima consumazione e buffet 20€. Ampio parcheggio gratuito nei dintorni del locale. Consigliato per un età compresa tra 30 e 60 anni. Gradita la conferma ai nostri numeri Enrico 3930134920 melissa 3755058482

Welcome to the Thursday English Aperitivo! The perfect place to speak in English and meet some interesting people from all over the world. Everyone is welcome to come and join in some conversation whilst enjoying a drink and a bite to eat in a friendly, easy going atmosphere. Don't worry about your level of English, the most important thing is to have fun! My name is Diana and I'm from England I'll be there to help you with your English and make you feel at home. I have been an English teacher in Milan for many years. Just come to Pacino Cafe on Thursday and ask for Diana or the English Aperitivo. I can't wait to meet you! Drink and aperitivo 11 euro

🌸 **Ritiro Speciale di Pasqua – Il Portale del Nuovo Inizio** Milano, 2-6 Aprile La primavera risveglia la vita e ci invita a rinascere. La Pasqua simboleggia l’opportunità di chiudere un ciclo e dare il benvenuto a uno nuovo: un momento per lasciare andare ciò che non serve più e aprirsi a nuove possibilità con chiarezza e fiducia. In questo ritiro di evoluzione interiore con l’uso cosciente di piante maestre, apriamo Il Portale del Nuovo Inizio: uno spazio protetto dove concludere tappe con consapevolezza e attivare l’energia della trasformazione che ti permette di intraprendere nuovi cammini. Mentre fuori si celebra tra simboli e tradizioni, noi scegliamo di rivolgere lo sguardo verso l’interno, creando uno spazio dedicato a una rinascita profonda, consapevole e autentica. Piante Maestre, Pratiche Integrative e Tecniche Olistiche trasformative ti accompagneranno nell’esplorazione dei paesaggi interiori, dove i blocchi possono sciogliersi e si aprono nuove opportunità di crescita e realizzazione personale. ✨ Questo ritiro è un invito a chiudere con gratitudine ciò che è pronto a essere lasciato andare, ad aprire il tuo essere a nuove possibilità e a compiere il primo passo verso un ciclo ricco di un nuovo significato. **Un’esperienza profonda di trasformazione, guarigione e risveglio** Un’esperienza trasformativa pensata per guidarti in un viaggio profondo dentro te stesso. Attraverso l’accompagnamento di facilitatori e terapeuti esperti, il ritiro integra pratiche ancestrali e moderne come Terapia Sistemica, meditazione, respirazione cosciente e danza enteogena. Ogni esperienza è unica e adattata alle tue esigenze, favorendo la liberazione di blocchi emotivi e l’espansione della coscienza. Il lavoro con piante maestre sostiene un processo di guarigione autentica, aiutandoti a superare schemi limitanti, riconnetterti con la tua essenza e risvegliare il tuo potenziale interiore in modo reale e duraturo e consapevole profondo. **La prenotazione include:** • Alloggio e pensione completa, con opzione vegana o vegetariana. • La partecipazione ai laboratori di approfondimento con i nostri facilitatori, che servono anche come preparazione prima della sessione notturna. • Le integrazioni di gruppo del mattino per condividere l’esperienza o ampliare la comprensione di ciò che sta accadendo nel tuo processo. • Una sessione con strumenti ancestrali ogni notte di ritiro (se vuoi farne più di una durante il giorno di ritiro, si considera come una sessione aggiuntiva) con l’accompagnamento della nostra equipe di facilitatori. • Appoggio prima, durante e dopo il ritiro • Sessione integrativa online post ritiro. Per maggiori informazioni contattaci pure al recapito qui sotto ☺️: 📞 **Contatti:** +39 327 540 8329 (WhatsApp)

Bla Bla Milano is the multi language event in the city! Join both locals than expats, talk different languages, and make new connections in a friendly atmosphere. Multiple tables with different languages created on the go! Anyone is welcome, just join us and get your drink! If you are hungry we have a dedicated formula with the place, dish + drink @ 13 euro. See you at Henry's cafe in via Col di Lana, close to Darsena and Navigli, Tram number 3 or metro Porta Genova. Join us at any time and... Bring your friends! Our whatsapp group: https://chat.whatsapp.com/JpPUx7VB0HGBgCcMEUCGmP (please momentarily add an "+" before Info description in order to be accepted)

Pay attention! We’re delaying a week for those of you who may be on Spring break and/or celebrating the holiday. Ok, no pancakes, but waffles-a-plenty. Join the local UX and Digital Design community for a casual monthly breakfast. Look for us upstairs!

WQC has weekly Thursday night social nights at the Westerville Java Central. Come and grab a coffee and connect with the community: low stakes, chill environment, and tasty drinks. No registration is required; come as you are.

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.

**Connected Westerville Night of Networking** *April Edition: The Introduction Economy* You've been to the networking events. You've done the small talk. Collected the cards. Forgotten the names. And walked out feeling like you just wasted two hours of your life. The problem isn't you. It's the format. Most networking events put you in a room and tell you to figure it out. So everyone defaults to elevator pitches and business talk, and nothing real gets built. Here's the truth about networking that most people miss: Your network isn't just who you know. It's who thinks of you when they're talking to someone else. *That's* The Introduction Economy. And it only works when relationships are real. There's a reason people who come once keep coming back. It starts with seven minutes that feel nothing like networking. Then we open it up. Free networking. More conversations. More momentum. This is a room full of corporate professionals, entrepreneurs, business owners, creatives, and career builders in the Westerville and Columbus area. The mix is the magic. You might never do business with everyone you meet tonight. But someone in this room will think of *you.* **By name**. So, the next time someone needs exactly what you do, you get the recommendation. **April 14th. RSVP now.** **When:** Tuesday\, April 14th \| 6:15 PM \-\- 8:00 PM **Where:** Vineyard Community Center \| 6000 Cooper Rd\, Westerville\, OH 43081

The global Azure community is coming together again, and Columbus is officially on the map. View the session lineup and speakers at [Global Azure Columbus 2026](https://coazure.github.io/cbus-global-azure-2026/) On **Saturday, April 18, 2026**, the Azure Columbus Meetup, DevOps Meetup, and Code and Coffee Meetup are hosting our local edition of Global Azure 2026. This is a free, community-driven event packed with learning, networking, and all things Microsoft Azure. Whether you’re building modern cloud-native apps, experimenting with AI agents, deploying containers, automating infrastructure, or just beginning your Azure journey, this event is for you! **What to Expect** * Engaging technical sessions * Real-world Azure architecture & cloud-native patterns * AI, agents, automation, and modern DevOps * Food and drinks (because learning burns calories) * Time to connect with fellow engineers, architects, and cloud enthusiasts **Who Should Attend?** * Software engineers (any language, any stack) * Cloud architects * DevOps engineers * Data professionals * AI explorers * Platform builders * Anyone who loves solving hard problems with great tools If you build, deploy, automate, scale, monitor, or optimize in Azure, you’ll feel right at home. **Why Global Azure?** Global Azure is a worldwide community event where Azure user groups host learning sessions on the same day across the globe. It’s grassroots. It’s technical. It’s practical. And it’s powered by people who genuinely love sharing what they’ve learned. And yes, it’s free to attend!

## **Columbus Bitcoin Meetup – Event** Join us for another great evening dedicated to Bitcoin, learning, and community. We will be gathering in the private room at Olentangy Brewery for an evening of conversation, education, and fellowship with fellow Bitcoiners. This special event will feature three guest speakers sharing insights from across the Bitcoin ecosystem. ### **Guest Speakers** **Lindsay Faust** Relationship Manager at River **Andrew Tilmann** CEO of the Midwest Bitcoin Summit **Carlos Estrada** Founder of Coin Vigilante In addition to speaking during the event, Andrew Tilmann will also be available for a meet and greet. This will be a great opportunity to ask questions about the upcoming Midwest Bitcoin Summit, taking place September 23 and 24 at the Columbus Convention Center. ### **Midwest Bitcoin Summit Discount** Early Bird pricing ends **April 1st**, but you can still save **21%** by using the promo code: **COLUMBUS** Use the link below to apply the discount: [https://tickets.midwestbtc.com/affiliate/columbusbitcoinmeetup/event/midwest-bitcoin-summit-2026/?promoCodeTask=apply&promoCodeInput=columbus](https://tickets.midwestbtc.com/affiliate/columbusbitcoinmeetup/event/midwest-bitcoin-summit-2026/?promoCodeTask=apply&promoCodeInput=columbus) ### **Event Details** This will be a three hour event, with speakers beginning just before 7:00 PM. There will be plenty of time afterward for networking, meeting new friends, and continuing the conversation. Food will be provided. We look forward to seeing you there! ***

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/