Data Lakes

Immerse yourself in the world of matcha in this hands-on workshop, where you'll learn the traditional techniques of preparing and enjoying this vibrant green tea. You’ll explore matcha’s rich history, health benefits, and different grades, while mastering the art of whisking the perfect frothy bowl. Experience a mindful tea ritual and discover how to incorporate this superfood into modern recipes. Whether you’re a tea enthusiast or a curious beginner, this workshop offers a unique blend of culture, flavor, and relaxation. 🍵✨ **Les Amis** is a women-only community of friendly souls. We provide access to hundreds of experiences that explore your passions and connect you with other event participants. **Check our website to learn more, and apply to join our community and events**: [lesamis.cc/apply](https://www.lesamis.cc/apply)

**Dom 3 Mag 2026** **TREK IN EMILIA ROMAGNA. VAL TREBBIA 759 m (PC)** \- Lunghezza: 12 km \- Dislivello: 550 m \- Difficoltà: Media \- Pranzo al sacco Il trek è in prov. di Piacenza, a 123 km da Milano. Iscrizione [https://t.me/TrekMI/82204](https://t.me/TrekMI/82204) Youtube https://youtu.be/szrfiR-evJY **LUOGO DI RITROVO** Per sapere il luogo di ritrovo, cliccare sul link Iscrizione. Si apre una chat Telegram che contiene tutte le informazioni. **GRATUITÀ** Tutti i trek sono gratuiti **CHI SIAMO** Ogni weekend portiamo in montagna 100 persone. Siamo la più grande associazione escursionista d'Italia [https://t.me/TrekMI](https://t.me/TrekMI) **COME RAGGIUNGERE LA FELICITÀ** con la filosofia TTP [https://t.me/TrekMI/79617](https://t.me/TrekMI/79617) .

Hai voglia di staccare, respirare e ritrovare leggerezza? In occasione della **Giornata Mondiale dello Yoga della Risata**, ti invito a vivere un’esperienza speciale immersa nella natura. **Domenica 3 Maggio** **Ore 15:30 – 17:00** **Lodi** Faremo una **passeggiata lungo l’Adda**, alternando movimento dolce, respirazione e momenti di risata condivisa, per sciogliere lo stress e ricaricare energia. Sarà un’occasione per: lasciare andare le tensioni connetterti con gli altri riscoprire il piacere di ridere senza motivo - **Clicca sul link per prenotarti:** [https://forms.gle/rMV7Rf3k1m42USPW7](https://forms.gle/rMV7Rf3k1m42USPW7) Ti aspetto, Con gratitudine infinita # **Luisa Bava** Teacher & Ambassador Yoga della Risata

**Dom 3 Mag 2026** **TREK IN VAL BREMBANA. MONTE PIETRA QUADRA da Baite di Mezzeno 2356 m (BG)** \- Lunghezza: 10 km \- Dislivello: 850 m \- Difficoltà: Media \- Pranzo al sacco\. Il trek è in prov. di Bergamo, a 94 km da Milano. Iscrizione [https://t.me/TrekMI/82260](https://t.me/TrekMI/82260) Youtube https://youtu.be/8os3OqLuprI **LUOGO DI RITROVO** Per sapere il luogo di ritrovo, cliccare sul link Iscrizione. Si apre una chat Telegram che contiene tutte le informazioni. **GRATUITÀ** Tutti i trek sono gratuiti **CHI SIAMO** Ogni weekend portiamo in montagna 100 persone. Siamo la più grande associazione escursionista d'Italia [https://t.me/TrekMI](https://t.me/TrekMI) **COME RAGGIUNGERE LA FELICITÀ** con la filosofia TTP [https://t.me/TrekMI/79617](https://t.me/TrekMI/79617) .

La domenica ormai è appuntamento fisso per il nostro gruppo al 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

#### 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

**Hai bisogno di calma?** Prenditi il tuo tempo. Con SUPMindfulness puoi ritrovare il tuo equilibrio sul SUP e rilassarti senza lasciare Milano. **👉 Cosa vivrai sui Navigli:** * lezione introduttiva al SUP, ideale se è la tua prima volta * Tour in SUP dalla Darsena al Naviglio Grande * Momenti di consapevolezza e ascolto del respiro sul SUP * Chiusura con una tisana sul SUP **Ti aspetto!** **🗓️ Domenica 3 maggio \| 9\.30–12\.30** **📍 Navigli di Milano**

La domenica ormai è appuntamento fisso per il nostro gruppo al 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

Return to the rhythm of your **body**, your **breath** and the **living world** around you. Join us for a relaxed **outdoor yoga** class and start **your Sunday** with more **presence and ease**. Details↓ **Date:** May 3, 2026 **Time:** 10:30 AM **Location:** Parco Sempione *(exact meeting point shared after RSVP).* **Pricing: Free** for the first class – a way to meet and experience the practice before committing. **Duration:** 60 minutes (social time after) **Level:** Accessible for all levels, beginner-friendly Language: English **What to bring:** \- a mat \(or a towel\) \- water bottle \- sunscreen and comfortable clothes \- optional: insect spray **Cancellation:** \- Cancel directly on Meetup \- Late arrivals: Please message me on WhatsApp ***If a class is cancelled due to weather or by me, you will be notified personally on WhatsApp.* **Before you join:** \- If you have any injuries or health concerns\, please check with a doctor before joining\. \- This class is not suitable to practice during pregnancy\. \- By joining\, you take responsibility for your own safety\. ***Please be mindful, listen to your body and move within your limits. You're free to rest and modify anytime you need.* ***small group class so the space stays supportive and everyone can be seen and guided.* **See you on the mat. ✨**

Join Milan Expats & Locals for a fun evening of board games at Draft, a cozy pub located near the bolivar area. This event is a perfect opportunity to meet new people, have a great time and enjoy some good beers and food while playing games.
Bring your own favorite board game or play with our strategy games like Catan, Coup, Uno, Cards against Humanity and Magic The Gathering. Whether you're an experienced player or a newcomer, this event is open to everyone and there is no obligation to spend, the event is free and open to everyone. So come along, relax and have a great time playing board games with a friendly community of expats and locals from Milan.
We'll also be crowd-sourcing for more games in the future, so be sure to bring any suggestions.
RSVP now to secure your spot.
Looking forward to seeing you there!
IG: https://www.instagram.com/p/CotIwk1KR-P/
Whatsapp: https://chat.whatsapp.com/BUSBYLAmhxx0M8sfKobdex

Join us for a unique rooftop yoga experience in Milan combining a dynamic Vinyasa flow with a live DJ set. We’ll move through a fluid, energizing sequence guided by the rhythm of the music, surrounded by a beautiful terrace view over the city. This class is designed to help you move, breathe, and fully disconnect, while enjoying a vibrant and inspiring atmosphere. ✨ All levels welcome — options will be offered throughout the practice. Practical info: 🕚 Sunday May 3rd, Time: 11:00 AM 📍 Location: Private terrace (details shared after registration) 💰 Price: 15€ per person 🧘‍♀️ Bring your own mat 🧺 7 mats available for rent (on request for 1€)

La domenica ormai è appuntamento fisso per il nostro gruppo sia d'estate che in inverno al 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€. target età media 30/55 ma aperto a tutti Alle 22:30 faremo un brindisi offerto dagli organizzatori 🍾🎉💥 e chi vuole può rimanere a ballare. È gradita conferma via whatsapp ai nostri numeri: Enrico 3930134920 melissa 3755058482

Join us for a unique rooftop yoga experience in Milan combining a dynamic Vinyasa flow with a live DJ set. We’ll move through a fluid, energizing sequence guided by the rhythm of the music, surrounded by a beautiful terrace view over the city. This class is designed to help you move, breathe, and fully disconnect, while enjoying a vibrant and inspiring atmosphere. ✨ All levels welcome — options will be offered throughout the practice. Practical info: 🕚 Sunday May 3rd, Time: 11:00 AM 📍 Location: Private terrace (details shared after registration) 💰 Price: 15€ per person 🧘‍♀️ Bring your own mat 🧺 5 mats available for rent (on request for 1€)

Community for all climbing enthusiasts. Whether you're an expert, a beginner, or just want to try something new, you're welcome! 🧗🏻 We meet on Tuesday/Wednesdayat 6:00 PM at Manga Climbing Alternatively, you can organize it yourself on the day you prefer. 👇 Via Privata Giovanni Livraghi 25, Milano https://maps.app.goo.gl/XjJjXMfUZ5cNRsQx6?g_st=ic Group Link https://chat.whatsapp.com/J8QIZ4TD3Yi0xBCu4qQmkb?mode=gi_t

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

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

**Abstract:** This is a practical playbook for building a production-grade data lakehouse. It walks through foundational principles — naming conventions, least-privilege access, automated CI/CD testing — before diving into medallion architecture. Furthermore, metadata-driven design patterns show how configuration tables and dynamic notebook orchestration eliminates hard-coded pipelines. The deck covers star schema modeling, guidance on choosing between Spark, Pandas, and SQL, and data quality enforcement using DQX with YAML data contracts. Finally, we dive into security best practices and performance optimizations. **Host:** Justin Shea, Mehdi Jeddi, Erik Pak, and Sou-Cheng Choi **Talk Format:** This is a hybrid event. To attend online, join us on Zoom here at 6pm: https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1 Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor:** Adyen, UIC College of Business, and PyData Chicago co-host this event. UIC will provide the meeting site. Adyen will sponsor pizza and soft drinks for the onsite participants. **Address:** University of Illinois - Chicago, Douglass Hall, Room 220, 705 S Morgan St, Chicago, IL 60607 **Logistics:** “UIC Douglass Hall” is recognized on Google Maps, which can guide you through campus. Once you arrive, proceed to the second floor, room number 220

**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

**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