Stream Processing

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*.

Il BookClub **The Reading Riot** si ritrova per parlare di *Intermezzo* di Sally Rooney, una delle voci più interessanti e riconoscibili della narrativa contemporanea. Il romanzo segue le vite di due fratelli molto diversi tra loro che, dopo la morte del padre, si trovano ad affrontare relazioni complesse, desideri contrastanti e nuove responsabilità. Tra silenzi, incomprensioni e momenti di profonda vulnerabilità, i personaggi cercano il proprio equilibrio emotivo mentre navigano il difficile spazio tra ciò che proviamo e ciò che riusciamo davvero a dire agli altri. Un romanzo intimo, lucido e profondamente umano che esplora amore, perdita, senso di colpa e bisogno di connessione, e che ci invita a riflettere su quanto le nostre relazioni possano definirci, cambiarci o metterci in discussione. Durante l’incontro discuteremo insieme i temi principali del libro, partendo dalle impressioni personali di chi partecipa. Il BookClub è uno spazio informale e aperto: una conversazione tra lettori curiosi, dove ogni punto di vista è benvenuto. *** **Quando e dove** Mercoledì **1 Aprile** Ore **19:00** Presso Il Vinaccio - Solari (Via Bernardino Lanino, 2) Ingresso gratuito con consumazione obbligatoria. *** **Posti limitati** Per mantenere il gruppo piccolo e favorire uno scambio autentico tra i partecipanti, i posti sono limitati. Una volta raggiunto il limite, verrà attivata una lista d’attesa. *** ⏳ **Importante** Se dopo l’iscrizione non riesci più a partecipare, ti chiediamo di cancellare la prenotazione entro il giorno prima, così da lasciare spazio a chi è in attesa. *** Porta il libro, la tua curiosità e le tue impressioni: non vediamo l’ora di discuterne insieme 📚✨ Contatti IG: **@thereadingriot_**

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**

Un nuovo appuntamento di Yoga in studio, insieme a **Fabiana**, insegnante e founder di Fitness Hub💫 Aumenta il raggio di movimento in maniera consapevole, sviluppa muscoli elastici e reattivi (non solo “allungati”), migliora la performance nell’allenamento, nello sport e nella vita quotidiana. 📍**Dove**: FITNESS HUB, Via Del Luisetto 12 - Cavenago di Brianza 🗓 **Quando**: **ogni mercoledì** ore 19.15 - la pratica avrà la durata di circa un'ora 🧘‍♀️ Aperto a tutti i livelli – l'insegnante adatterà la lezione e il workout in base al livello delle partecipanti **Cosa serve:** Abbigliamento comodo, un piccolo asciugamano, calzini antiscivolo, borraccia per l'acqua. *Spogliatoio, bagni e angolo bar presenti in struttura* ​ 🫰🏼**Quanto:** **18,00 euro** **[​](https://www.fitnesshubcavenago.it/girlstribe)**[​](https://www.fitnesshubcavenago.it/girlstribe)**[Prenota il tuo posto qui](https://www.fitnesshubcavenago.it/girlstribe)** *​Posti limitati* ​

#### 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

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*: 19:00-20:00 *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?

**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! 👋

This workshop is for those who feel the need to slow down, disconnect from routine, and experience something real through art. Imagine yourself in a unique studio in Milan, near Gorla metro — the space of a well-known Italian artist. An authentic creative atmosphere: easels, paints and brushes, traces of color on the floor, vintage paintings and antique frames around you. You sit in front of a blank canvas… and begin to create what you feel. You can paint from your phone, a printed image, or your imagination. No experience is needed. This is not about rules or perfection — it’s about expression. I gently guide you through the process and help you bring your idea to life in your own way. ✨ Create your own painting — for yourself or as a meaningful gift ✨ All materials are included You can come alone or with friends, meet new people, and enjoy a calm, creative atmosphere. Small group. Personal attention. A real creative experience you will feel. I speak English, Italian, Ukrainian, and Russian — but art doesn’t need words. We speak through color, form, and feeling. Small group (max 6 people) to ensure personal attention. 💰 Price: €30 (all materials included)

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

Beyond the Image 🎨 \| Art & Photo Experience in Milan This is not a workshop — it’s a creative portal where people meet who are not afraid of themselves, their thoughts, or their beauty. Open to both men and women. But it’s not for everyone. This is not about “painting something nice.” It’s about stepping out of your usual image and seeing yourself without a filter. A studio in Milan, near Gorla metro. A real artist’s space — not polished, not staged. High walls, antique frames, paint on the floor. This is where art is created, not performed. You sit in front of a canvas. Wearing something that doesn’t hide you — natural tones, simple fabrics, a dress or a linen shirt without prints. Something you don’t mind getting a little paint on. Because neatness is control. And here, we let go of it. A glass of wine — to relax and release even deeper. You don’t paint “beautifully.” You paint honestly. I know how to teach — but I won’t. I don’t give templates. I stay close, so you don’t escape yourself in the process. And in that moment, the photographer is working. He doesn’t create “pretty pictures.” He captures truth. A glance. A pause. The movement of your hand. The moment of doubt. The moment you let go and begin. Light and shadow are shaped so you don’t pose — you become part of the frame. This is not just photography. It’s a captured state. 👉 Take a look at the style of photos we create during this live experience — this is not about posing, but about capturing real moments, atmosphere, and your natural presence. We are not about perfection. We are about what is real. There are no “right” people here. Only real ones. We stand for a life without masks. For the courage to see your beauty — not through standards, but through feeling. I speak Italian, English, Ukrainian, and Russian — but here, the real language is color and sensation. ✨ What you receive: — your own painting (30×40 cm, acrylic) — professional black & white portraits — natural group photos — a creative video of the experience — a glass of wine Small group — up to 6 participants. Personal attention. 💰 Price: €80 (all included) Spots are limited. And honestly — it’s not for everyone.

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

Art of Being 🎨 \| Art & Photo Experience in Milan This is not a workshop — it’s a creative portal where people meet who are not afraid of themselves, their thoughts, or their beauty. Open to both men and women. But it’s not for everyone. This is not about “painting something nice.” It’s about stepping out of your usual image and seeing yourself without a filter. A studio in Milan, near Gorla metro. A real artist’s space — not polished, not staged. High walls, antique frames, paint on the floor. This is where art is created, not performed. You sit in front of a canvas. Wearing something that doesn’t hide you — natural tones, simple fabrics, a dress or a linen shirt without prints. Something you don’t mind getting a little paint on. Because neatness is control. And here, we let go of it. A glass of wine — to relax and release even deeper. You don’t paint “beautifully.” You paint honestly. I know how to teach — but I won’t. I don’t give templates. I stay close, so you don’t escape yourself in the process. And in that moment, the photographer is working. He doesn’t create “pretty pictures.” He captures truth. A glance. A pause. The movement of your hand. The moment of doubt. The moment you let go and begin. Light and shadow are shaped so you don’t pose — you become part of the frame. This is not just photography. It’s a captured state. 👉 Take a look at the style of photos we create during this live experience — this is not about posing, but about capturing real moments, atmosphere, and your natural presence. We are not about perfection. We are about what is real. There are no “right” people here. Only real ones. We stand for a life without masks. For the courage to see your beauty — not through standards, but through feeling. I speak Italian, English, Ukrainian, and Russian — but here, the real language is color and sensation. ✨ What you receive: — your own painting (30×40 cm, acrylic) — professional black & white portraits — natural group photos — a creative video of the experience — a glass of wine Small group — up to 6 participants. Personal attention. 💰 Price: €80 (all included) Spots are limited. And honestly — it’s not for everyone.

venerdì sera ci troviamo in questo bellissimo locale invernale dove gustare un ottimo buffet in compagnia al prezzo di 17€ comprensivo anche della prima consumazione. Avremo il nostro tavolo riservato dove poter conoscerci chiacchierare e fare amicizia. Dalle 22,30 chi vuole può rimanere a ballare la migliore musica dagli anni 70 ai giorni nostri. Evento consigliato a un pubblico over 35/40. Gradita la conferma via whatsapp 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

Whether you've never done improv before, or you've done it for so long you knew Del Close on a personal level, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup** for some fun and games! The idea behind improv is to create entire scenes from scratch based on a suggestion from the audience. This can be done in game form, like *Whose Line Is It Anyway*, *ComedySportz*, or *Wild 'n Out*; it could also be done to tell stories, like *Middleditch and Schwartz*. Our meetup, which is central Ohio's longest running (and free!) weekly comedy event, brings the games (and occasionally different forms) for you to play in a safe, supportive, and compassionate environment. Not only is it a lot of fun, but you get to work on thinking faster on your feet, plus it's an excellent way to meet new people and make friendships that'll last a lifetime! Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "Yes, And" that you'll have fun!

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!

Come attend a free in-person seminar where you will find out why you: -Feel isolated -Can't express yourself openly -Get nervous or anxious in front of people -Run out of things to say or feel tongue-tied -Feel introverted -Don't feel comfortable in any social setting -Can't make more friends -Are shy and miss opportunities to connect in a meaningful way And we cover what you can do about any one, some or all of the above. This seminar is the weapon against loneliness, isolation and boredom, come join us! COME TO THIS SEMINAR AND LEARN THE SECRETS TODAY This seminar is brought to you by the Dianetics & Scientology Life Improvement Center. 1266 Dublin Road, Columbus, Ohio 43215

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.

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Here is the secret of being positive and free: Thinking positively is not enough. You also have to get rid of the negative thinking. Your mind is like a garden. You can plant many beautiful flowers in it, but if you don't get rid of the weeds when you plant your flowers, the weeds will soon take over the whole garden. A positive thought is like a flower in your mental garden, and a negative thought is like a weed. You cannot expect to have a positive mindset if you continue to have negative thoughts dwelling and growing there. So, how do you get rid of the negative thoughts? That's what this Meetup is all about. Attend this local meeting and find out! The Meetup event will be led by a consultant who had helped many people live happier in life. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Dianetics & Scientology life improvement center.

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!

**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