Statistical Computing

Join us for the Berlin FinOps Meetup, hosted by Cortex Reply. An evening for anyone interested in **FinOps**, **cloud cost optimization,** and the **real-world challenges** of managing cloud spend. We’ll kick things off with two short, practical talks (one from Cortex Reply and one from an external guest speaker), followed by an open discussion and plenty of time for networking with other FinOps and cloud professionals. ### Agenda **17:00** – Doors open **17:30** – Welcome & introductions **17:45** – FinOps at Cortex Reply **18:15** – FinOps Practitioner talk: Living on the Edge: Kafka, Postgres, and the Art of Getting Evicted ([Christoph Ebeling](https://www.linkedin.com/in/christoph-ebeling/)) **18:45 – 21:00** – Discussion & networking We look forward to seeing you there.

Agenda * 18:15 Welcome to the PUB (Python Users Berlin) – setting up * 18:30 Presentation by CorrealAid * 20:30 Lightning talks * 20:45 Social gathering (hang out afterwards to chat) The Python User Group will be joined by the CorrelAid Berlin Local Chapter to present an upcoming opportunity for volunteers. We will share what CorrelAid is, and about the upcoming project with NABU: a hands-on, community-powered data project examining the distribution of the native European hornet and the spread of the invasive Asian hornet across Germany 🐝 The session will be hybrid, so online participation will be possible. To register online, please use this link: https://correlaid.org/veranstaltungen/lc-berlin-nabu-project ⚡️ Lightning talks As always, we'll still have time for lightning talks (short 5 minute presentations). Please bring your ideas and inspirations with. Additional links: * https://correlaid.org/

👋 Hallo und herzlich Willkommen Ahead of the [bobkonf this year](https://bobkonf.de/2026/en/) we're getting the Clojure and Elixir meetup groups together again and celebrate functional programming. Let's grab some drinks together to warmup for bobkonf starting the next day. We're meeting at the Volksbar near Rosa-Luxemburg-Platz which is just a quick U2 ride away from the Bobkonf location at Potsdamer Platz ⏰ Schedule 7:30 PM: We're getting started at Volksbar We will be getting together in the bar and have small groups per table to socialize and nerd out on topics of your liking (unconference style). Entrance to this pre-event Meetup is free, just RSVP please.

An *electric* atmosphere featuring visiting pros and some of the best comedians in Berlin at the city's longest-running weekly show. There's no such thing as a bad Chuckleheads; it's as consistent as it gets. Come and find out why we have more regulars than any comedy show in Berlin. The right mix of lively yet laid-back energy in an intimate setting, with well-curated line ups. Chuckleheads is primarily for experienced comedians, though depending on the week we might have a spot for a newbie or two. Doors: 8:00 pm Showtime: 8:30 pm RESERVATIONS ARE HIGHLY RECOMMENDED! We got limited seating. Book the amount of seats you need with your name and we'll have them ready for you. It is still a free-entry show, though please donate to keep the laughs coming and pay for production costs. Suggested donation is 10-20 euros. If you've been to other shows, you know it's well worth it. Come be part of it! As is tradition in the nine years (!) of the show, free shots are also given at the start of each show. Produced and hosted by Daniel Gutierrez. See you all Thursday!

YAAAS QUEEN! Hilarious monthly comedy show with fierce and fabulously funny queens! [Tickets Link](https://www.eventbrite.com/e/yaaas-queen-women-lgbtq-comedy-show-tickets-1094698806599?) Yaaas Queen is a monthly celebration of fierce and fabulously funny queens, kings and royal criminal queers! The show is in English and on second Thursday of every month. This is not just a stand-up comedy open mic – it is a fun and safe space for women & LGBTQIA+ comics who want to either try stand-up for the first time, work on their funny bits or experiment with other comedy formats. There’s always a different line-up of experienced and less experienced jesters and we try to make it as varied as possible! It is also a cosy opportunity for you, our lovely audience members, to meet like-minded, open-hearted people who enjoy laughing, can take a joke and just want to have a marvellous evening. You are welcome to come and support us with your ecstatic applause, roaring laughter and loving support no matter who you are or what you have or don’t have in your pants, bags and cupboards! Curious to try stand-up? Talk to us after the show! Doors: 20:00 Showtime: 20:30-22:30 (with break) This comedy show is produced by the fabulous Queen Bees Comedy collective consisting of Anja Woot, Carmen Chraim and Kat Nip

We are excited to announce our next meetup, which will be hosted at the impressive SAP Berlin office. We are so excited to join forces with the OKR Leaders community to move beyond Customer Value and goal setting towards value driven integrated strategy execution. 🚀 Get ready for snacks, drinks and plenty of opportunities to learn and share. 🗓️ **Agenda**: • 18:30 – 19:00: Arrival and Registration • 19:00 – 19:15: Welcome & Opening Remarks • 19:15 – 20:30: Goal setting beyond organizational boundaries: Still Cooking 👩🏼‍🍳👩🏻‍🍳 • 20:30 – 21:00: Networking ⏰ **Doors Open:** 18:30 📍 **Location:** SAP Office, George-Stephenson-Str. 7-11, 10557 Berlin **Important: Please register with your full name for smooth check-in at the venue. Photos will be taken during the event for the purpose of sharing wrap-up posts and event summaries.** Expect an exciting and engaged discussion and feel free to bring questions of your own. We are looking forward to having you back, Steven & Stefan

The Language Café is primarily aimed at people who are struggling with their mental health which can make it hard to go to regular courses. We want to create a safe space for everyone to learn and practise without pressure. Everyone is welcome! Please try to be on time so we can all get started together :) We mainly practise on a beginner/lower intermediate level and adapt to everyone's prior level of German. The Language Café will focus on teaching you the most important words and phrases and basic grammar in German. The content of the course is adapted to real life. (everyday life in Germany, dealing with authorities, etc.) We will cover different topics every week and you can join us anytime, since the topics do not necessarily build on each other. The Sprachcafé is for free. \*If you cannot make it please cancel your participation so someone else from the waiting list can join, thank you!\* \| \| \| \|

Tickts con 10% de descuento para nuestra comunidad de Meet Up con el código [MEETUP-CX-10](www.eventbrite.com/e/1984367222781/?discount=MEETUP-CX-10) Tickets en [Eventbrite.de](www.eventbrite.com/e/1984367222781/?discount=MEETUP-CX-10) **¡Edición No.30!** El show de comedia stand-up en Español por excelencia en Berlín. Contamos con los mejores cómicos de habla hispana de Alemania y alrededores! Así como cómicos internacionales visitantes o de gira! **Chadmax,** su comediante de confianza, presenta su más nuevo show "Lo que callamos los migrantes". **¡No se lo pierdan!** **Acompañado de 4 fantásticos cómicos de México y Perú.** **\-\-\-** Sobre los comediantes: **Chadmax, de México.** En los escenarios desde 2010. En el stand-up desde 2013. Uno de los pioneros del stand-up en Español en Alemania y alrededores. Ha compartido escenarios en México y Europa con algunos de los comediantes más importantes de Latinoamérica como "**La Cotorrisa", Ricardo O'farrill, Alex Fernández, El Cojo Feliz, El Tío Rober, Adal Ramones, Franco Escamilla**, entre otros. Desde 2022 está de gira por el mundo prácticamente non-stop haciendo reír a miles de personas! **20 países y contando!** Artista marcial y maestro de stand-up de la mayoría de los comediantes de la escena en la región, por lo que lleva el título de "el sensei de la comedia". Host del podcast **"Ninja Creativo" y "Alemania en Español".** Creador del colectivo **"The Comedy Fire"** , responsables de la mayoría de los shows de stand-up en Español de Alemania y alrededores desde 2022 (Con 400+ shows y contando) **"Lo que callamos los migrantes"** es un show híbrido de comedia stand-up y crowdwork. Donde tanto las historias del comediante, como las del público, moldean una velada llena de nostalgia, risas y algunas locuras. Un show para todos los que están fuera de casa y buscan conectar con un pedacito de su cultura. INSTAGRAM: @Mrchadmax **¡Risas garantizadas!** ... Featuring: Alebrujo y Miguel Lobato de México, Gonzalo Madueño de Perú y Armando Hernández visitando desde Canadá. \-\-\- **Costo:** **Preventa: 16.99 €** (La preventa termina el 12.03.26.) **Día del evento: 20 €** (Online y en puerta) *** Este show es una producción de "The Comedy Fire", una productora de stand-up en español en Alemania y alrededores. Creada en 2022 por Chadmax . **Información importante:** -El line-up del evento puede llegar a variar en el día del show por causas de fuerza mayor. -En los shows se toman muchas fotografías donde puede aparecer el público, al asistir a cualquiera de nuestros shows aceptan que pueden salir en dichas fotografías. Estas fotografías pueden ser utilizadas en redes sociales con fines de difusión de nuestros eventos. Para cualquier duda o solicitud referente a dichas fotografías nos pueden contactar en Instagram @Standupcomedyberlin o en el correo info@standupcomedyberlin.com -No se hacen reembolsos. \- Evento 18\+ ya que es un un bar\. No se permiten menores\. \- El precio listado puede no incluir la comisión de la boletera\.

One dataset. Six daily challenges. A live session Sunday with an AI expert. By the end - a complete salary analysis you built yourself. [🚀 Launching the 1 week Python challenge - don't miss this!](https://baigacademy.ai/1weekchallenge/) Each day you'll get a Python task using a real dataset of 155,000+ data science job salaries from across the world. Here's what you'll learn each day: 📅 Monday: Loading and exploring data with pandas 🔍 Tuesday: Filtering and slicing dataframes 💰 Wednesday: GroupBy and aggregation 📈 Thursday: Trend analysis and line charts 🌍 Friday: Comparisons and bar charts 📊 Saturday: Distributions, percentiles, and your own conclusions 🎙️ Sunday - Live session with AI expert Rahim Baig: full solution + Q&A + career chat By the end you'll have covered the core Python data analysis toolkit - and built something real with it. You will also get a personal salary benchmark for your exact role, level, and region. And a portfolio piece you can reference in job applications and interviews 📁 No slides. No theory. Just real data, real code, real insights. [Join here](https://baigacademy.ai/1weekchallenge/)

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

**Perfect comedy show for a lazy Sunday evening! Only experienced international comedians, professional venue and tasty, affordable drinks.** **!! IMPORTANT: please register at [eastwestcomedy.com](eastwestcomedy.com) to guarantee seating! Shows are getting super busy !!** There are millions of ways to have a great time on a Sunday evening in Neukölln, but one beats them all! Come watch top class English stand-up by 6 experienced comedians from Europe, UK, USA, Asia, South America and more, in Berlin's cult theater-style venue with a bar. Artisan cocktails, great local beers and many other drinks will make your Sunday evening even warmer. Come one, come all! Show will take part in 2 halves with an interval. Doors: 7:30 PM Show: 8:00 PM Entry: Pay What You Want\* (RSVP to reserve your seat): you register for free, and Pay What You Want at the end of the show, depending on how much you think the show is worth (recommended fee: €10-15). Reservations expire 10 minutes before the start of the show. \*It is not within our principles to promote a show as "Free Entry" and ask for a "not-so-voluntary" donation at the end. This show is paid - we just let you decide the price ;)

**What you'll get in this session:** In 90 minutes, you'll watch a complete Python data analysis get built live - from a blank notebook to a finished salary benchmark report. You'll see exactly how a working data professional thinks through a real problem, step by step. This is the live finale of the 1-Week Data Science Salary Challenge, but you don't need to have done the challenge to get value from this session. *** **AGENDA:** 🔍 **Full end-to-end walkthrough** \- loading data\, filtering\, GroupBy\, visualisations\, and percentile analysis\, all built live in Python using a real dataset of 155\,000\+ data science job salaries **💰 Salary insights** \- what different roles\, experience levels\, and countries actually pay in today's market **🎯 Career Q&A** \- ask Rahim anything about breaking into data science\, what skills actually get you hired\, and where AI is changing the field *** **Who is this for:** * Aspiring data analysts and data scientists * Professionals looking to move into data or AI roles * Anyone who has started learning Python but wants to see it applied to something real No experience required to attend. You'll be able to follow along regardless of where you are in your Python journey. *** **About the host:** Rahim Baig is an AI and data science practitioner with extensive real-world experience across industries. He teaches Python for data science the way it's actually used - practical, tool-assisted, and focused on what matters for real roles.

If you’re reading this, you’re invited. Please don't hesitate to come even if you feel awkward about it, even if you're not "the typical ACX reader", even if you're worried people won't like you, etc. Join our Telegram group: https://t.me/+2-6QId-rIOczNWIy Location is the Espresso House coffee shop near Nordbahnhof, the same one where we have been before. [Espresso House](https://www.google.com/maps/search/?api=1&query=52.533104%2C%2013.387528) Gartenstraße 85-87 · Berlin

This is a **shuffle**/**cutting shapes** class for beginner and intermediate shufflers where we'll be working on **combos**. **Beginner shufflers** will get the chance to learn some basic steps and practice them stress-free in short combos to various speeds. **Intermediate shufflers** will learn to vary these basic steps with additional leg and arm movements, learn to combine them in new ways, keep practicing their foundations, and try to integrate the new combos into their freestyle. If you're a complete beginner and wanna try some basic moves by yourself before the class, you can watch this video on Youtube: https://www.youtube.com/watch?v=5xOAJA598uk But you don't have to - don't worry and come just by! **What you need to bring with you:** **Shoes**: If you'd prefer not to shuffle in socks, please bring a pair of dedicated clean athletic shoes with white soles. **Water**: because Shuffling is like an intense cardio workout :) **Fee**: 10€ (in cash or paypal **after** the event) to cover the cost of the rent, because we're not doing it for profit. Teacher: Ina P.S. You're welcome to join our Telegram group where we share choreos, combos, music, etc. https://t.me/joinchat/73TM5UceauA5YmQy

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

The Humanist Monthly Program is our longest running event and still a community favorite. In the old days it used to be called "Going to HCCO" and we still like to think of it as our flagship event. Food and drinks will be provided at the event. Feel free to show up a little bit early to hang out and talk. Our March speakers are Molly Gaines and Zack Parrish, co-organizers of the Secular Education Association: They will share their story of how a small group of Ohio parents grew into a national organization tracking released-time religious instruction and other church–state issues in public schools. The presentation will cover SEA’s early wins and hard lessons, what we’re seeing nationally right now, and how local advocates can play a meaningful role in protecting public education. Attendees will leave with a clearer understanding of the landscape — and practical ways to get involved. Going forward our meetings will be hybrid. You can meet us in-person or attend online Join Zoom Meeting [https://us02web.zoom.us/j/87836564953?pwd=4Mi57ElZkDIFlb1fnlNwOJ0NiOK4tP.1](https://us02web.zoom.us/j/87836564953?pwd=4Mi57ElZkDIFlb1fnlNwOJ0NiOK4tP.1) Meeting ID: 878 3656 4953 Passcode: 760812 One tap mobile +19292056099,,87836564953#,,,,\*760812# US (New York) +13017158592,,87836564953#,,,,\*760812# US (Washington DC) The formal presentation will start at noon

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 **Abstract** TBD **YouTube Link** TBA

**New Dojo Location!** **Draft Day Columbus** 1130 Dublin Road Columbus, OH 43215 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 topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)

Drake Lundstrom is presenting: Code Anywhere by Talking to your Phone Abstract: Have you heard the trend of people deploying code anywhere from checkout lines to doctors' offices? In this talk, you will learn how to talk to your phone and have an app on Azure to show your friend 5 minutes later. The basic DevOps tools you already know, plus a little bit of AI magic, are all you need! If you want to follow along, the demo will be in Azure with GitHub Actions and GitHub Copilot, and you can have it set up on your phone by the end of the session. Just come in with an Azure account and a GitHub repo. Join us for pizza, drinks, and networking @ Improving's office. Doors open at 5:45.