Data Analytics

Do you often think you should journal more and struggle to find a time that feels "right"? Does journaling improve your understanding of yourself and others? Do you feel that sharing can make this understanding even clearer and help you connect with others? Join us for our 1.5 hours impro journaling event. We will have some exercises prepared that will help you to be present to your emotions and thoughts as well as connect with others. Please, notice that everything that is shared during the events is confidential, and that you can share as much as you feel comfortable sharing. LOCATION: Starbucks Stillorgan, Unit 44/45 Stillorgan Village Centre, Lower Kilmacud Rd, Stillorgan, Dublin, A94 C840 FEE: 5 € to cover costs (Revolut/Cash). Please pay the fee after the event, and please buy yourself a drink before or after the event to support the venue. NOTE 1: No writing experience is required to attend this event. Only a curiosity in ourselves and others. NOTE 2: Please provide your own notebook/paper and pen.

**Join us on May 12 for the next Stripe Dublin meetup. This is an in-person event for anyone building with Stripe. An evening focused on Stripe user experiences, product insights, best practices, and community.** 🍕🍺 **Perks** Food, drink provided! **🎫 Tickets** There is a hard limit for RSVP :) Wait list will be operating on Meetup. **📍Location** The event is hosted at Stripe's Dublin offices, Fitzwilton House, Wilton Pl, Dublin, 2 · Dublin, ie **🕚 Rough timings** * 6:00 pm - 6:30 pm: Doors open with refreshments * 6:30 pm - 7:00 pm: Talks and Q&A * 7:30 pm - 8:00 pm: Drinks, food, and networking **📣 Talks** 1. **Minions: Stripe’s one-shot, end-to-end coding agents,** Mark Doyle 2. **Enabling Crypto in Stripe - from pay-ins to pay-outs,** Ana Andres del Valle Don't miss this opportunity to connect with the Stripe community. [Stripe developer code of conduct.](https://stripe.com/legal/developer-code-of-conduct)

Do you like to try an indoor pool scuba dive 🐠with scuba dive equipment🐳? If you are interested in going for this Pool scuba try dive🐬class, please RSVP early as there will be other people going beside this meetup. If anyone cannot make it on this day and wants a different date, RSVP and you can change your date to another date. I will send you the information details to book your pool dive a week that suites you. 😊 https://www.padi.com/ https://youtu.be/kvmgy4XsqrU This event is (PADI) scuba dive for First Timers 🐬who are interested in trying Scuba Diving🐠🐟. This will be a scuba dive in a large swimming pool 5m deep at one end. Cost is about 55 euros. Scuba dive equipment will be included and supplied. You will be shown how to use scuba diving equipment by a dive instructor. If you do well in the pool, you can go to the next step and take up an open water PADI dive course qualification. With this qualification it will allow you to do open water scuba diving world wide. Dublin open water boat dives and weekend Atlantic sea boat dives trips and or Fjord boat scuba dives trips will be also avaliable to you around Ireland and World Wide once you are a PADI Open Water qualified scuba diver. People use Sea swimming for its healing properties,it washes viruses, bacteria and cleanse your skin amongst other things due to the sea salt content. Since the pandemic there has been a large increase in people going swimming. Scuba diving also refreshes your mind like hiking to start a new fresh day and a new work week. Anyone interested, please RSVP and I will send you the booking information. As usual this is a sporting event, so when you RSVP and attend this meetup, every person is responsible for their on health and saftey and accept full responsibilty.

🐠First timers who are interested in doing their first Open Water Scuba dive 🐬course, please RSVP and I will send you the contact information about the scuba dive course and dive master's details. There will be other people on this course besides people from this meetup. There are different course dates, so RSVP and you can choose another date if you wish. The cost of this PADI Scuba Dive course is about 650 euros or so and it is a part time course. The duration is over about a month or so. https://www.padi.com/ https://youtu.be/kvmgy4XsqrU This (PADI) scuba dive course is also a legal qualification requirement for scuba divers. The first dives will be in a large swimming pool 5m deep. If you like you can also do a pool try dive to see how you go before you start your dive course. You will be shown how to use scuba diving equipment. This PADI Open Water Diver course consists of three main phases: * Knowledge Development (online, home study or in a classroom ) to understand basic principles of scuba diving (5 modules) * Confined Water Dives to learn basic scuba skills (5 pool training dives). * Open Water Dives to review your skills and explore (4 open water dives). * Once you become a PADI qualified scuba diver you can do open water boat dives and weekend Atlantic sea boat dives and or Fyords boat scuba dives trips will be avaliable to you around Ireland and overseas. ## **Course Schedule (3-Week Format)** ### **Week One** **7:00 pm – 9:00 pm:** Induction, equipment orientation, safety briefing **9:00 pm – 10:00 pm:** Confined Water Session 1 ### **Week Two** **7:00 pm – 9:00 pm:** Knowledge Development + skills briefing **9:00 pm – 10:00 pm:** Confined Water Session 2 ### **Week Three** **7:00 pm – 9:00 pm:** Knowledge Development + final review **9:00 pm – 10:00 pm:** Confined Water Session 3 ✅ After your pool training, you're ready for your **two open-water dives.** People use Sea swimming for its healing salt properties,it washes viruses, bacteria and cleanse your skin amongst other things due to the sea salt content. There has been a large increase in people going swimming these last years. Scuba diving also refreshes your mind like hiking to start a new fresh day and a new work week. Anyone thinking about doing scuba diving this would be a good starting point for you. As usual this is a sporting event, so when you RSVP and attend this course, every person is directly responsible for their own health and saftey and accept full responsibilty. To find out more, please RSVP and I will send you the Dive Master Contact Details.🐳🐬🐚

We are in the middle of a trilogy of topics that form a story. Our current series is around the theme of human flourishing. Last month we discussed beauty. This month we will look at how the role ‘home’ plays in our well-being. Then in June we will ask what roles do nature and nurture play in our lives? **What about a sense of ‘belonging’?** “Ah, it’s good to be home,” we say after a time of travel or business. We move to a new city or country and feel a disorientation or rootlessness. We lack a familiarity sense of place and relationships. The modern world is not a village where you know your grocer by their first name. Some may call it ‘home.’ But what is home: A building? A geographical location? A feeling in the heart and soul? A place populated by people we love or are perhaps related to? How about those who live in a country other than their country of origin: what might they think about the whole matter of home? You are welcome to come along to discuss "Longing to belong" on Tuesday, 12.May at Third Space Smithfield. NOTE: we ask for a 3 Euro donation to cover costs. Payable on the night by coin or Revolut. Thanks Socrates Cafe: a space where ideas and dialogue can flourish

**Come Dance the Blues with Us! 🎶** Discover a new way to move, connect, and feel the music through Blues dancing in Dublin. From your very first step, you'll feel part of a friendly, inclusive community that welcomes everyone from complete beginners to experienced dancers. **Curious about Blues dancing? Want to know what to expect?** Have a look at our website for all the details: [downtownbluesdublin.com](https://downtownbluesdublin.com/blues-dancing/?source=meetup) **New to Blues? Your first class is FREE!** Say hello and mention Meetup when you arrive—we’ll make sure you feel right at home. 🕒 **Every Tuesday** from 8:15pm 📍 Studio upstairs at **Mind the Step Café** 🎟️ **€10** (covers class & social) No registration needed—just show up and pay at the door. **Comfort is key:** Wear whatever feels good, there’s no dress code. Flat shoes or low heels are ideal, avoid heavy boots or high heels. Note: Our Meetup list is only a small part of the story. We have a dedicated group of regulars who show up every week, so there’s always someone to dance with. Come join us and find your groove! Check our website for the latest info on classes and events: [www.downtownbluesdublin.com](https://www.downtownbluesdublin.com) Subscribe to our YouTube channel: [Downtown Blues Dublin](https://www.youtube.com/@DowntownBluesDublin).

Join us for a relaxed and friendly meet-up. Whether you're new to the area or just looking to unwind, it’s a great chance to chat, connect, and enjoy a good pint with live music. See you there!

\> Note: If you have registered via luma\, please dont double register here\, Thanks\. **Talk: Polars and Pandas.** Comparison between Polars and Pandas dataframes and their use cases in data Engineering. Which data frames to be used for analytical solutions and for huge data pipelines. What are the pros and cons in both pandas and polars dataframes. **Author:** Priyanka Poornachandran [https://www.linkedin.com/in/priyanka-p-481585192/] [I am a Principal Data Engineer, currently working in a health care domain. I widely use python for building data pipelines and using it widely for Data analysis and for building flask applications.I am having 10 plus years of experience in Data Engineering and staying in Ireland for the last 3 years] ============================= **Talk: Secure Coding One Stop Shop for Python** The goal is to provide a learning resource for secure coding in Python that is as comprehensive as those available for Java, C, C++, or Go. **Author**: Helge Wehder [https://www.linkedin.com/in/helge-wehder-b045101a] [Aged software developer at Ericsson now clocking over 15 years, working in security over last 5 years.] **=============================** **Lightning Talk:** 1. TBA **=============================** **Venue:** Workday, [Building, 152, Kings, 152-155, 152-155 Church St, Smithfield, Dublin 7, D07 A0TN](https://www.google.com/maps/place//data=!4m2!3m1!1s0x48670c292581fddd:0x3c0551bb091102f0?sa=X&ved=1t:8290&ictx=111) Big thanks to our sponsor for this edition: [Workday](https://www.workday.com/en-gb/company/careers/life-at-workday.html)

Adult Bachata and Salsa dance classes with practice social at Coolock Ardlea Scout Den Coolock Village. This is a mirror studio located upstairs from the hall with nice wooden floors. This is a weekly Thursday event. Come down, learn and have fun! Men and Women are welcome. Free taster for first timers and discount for students, request via dm. Beginners cost 10 euro for all beginner classes and practice.

***[We're leaving Meetup! Going forward, tickets on Meetup will be limited. We encourage you to register via our Luma calendar instead, where the full number of tickets will be available.](https://luma.com/ck2etymg)*** **Agenda** 06:00pm - Doors open 06:30pm - Welcome 06:35pm - [Mariia Borysova](https://www.linkedin.com/in/maria-borysova/), Senior Product Designer at Amazon, "Storytelling in AI" 07:00pm - Break 07:15pm - [Celeste Horgan](https://www.linkedin.com/in/celeste-horgan/), Senior OSS Developer Advocate at Snowflake, "Apache Spark Pipelines: Adventures in Raccoon detection" ​07:45pm - Lightning Talk: [Sneha Kalaivanan](https://www.linkedin.com/in/snehakalai/), Senior Product Manager at Tesco, TBD **Please note you will be unable to enter the venue before 6.00pm.** RSVPs will close 24 hours before the event, you may be unable to register after this time but you can still watch online. If you can't join us in person you can watch remotely via [our YouTube channel](https://youtube.com/@ai-signals-community). **Our hosts may require that we provide a list of all attendees, please ensure that you register with a name that matches your government issued ID or bank card: if you do not we cannot guarantee you entry to the building.** Please RSVP for the event well in advance if you plan to attend in person and unRSVP if you can no longer attend as limited spaces are available.

We continue our journey with Foundation Model trying to explain step by step the LoRa fine tuning starting from reviewing the Transformer architecture as first step. Priority to the people that came 9th of May.

Are you Solo and Single!! Easily Make new 💑 friends🍻 with Speed Friending! No need for Apps 😀We are meeting for social drinks including soft drinks 🍺🍸🍷 at Hogans Bar. We will be inside the Bar area. Please, at least buy a drink or a soft drink or so, as we may not be welcomed again to certain bars. We will go to another late bar afterwards for dancing. So Dress Nice & neat please. Leave your surfing cloths and 🏖 surfboards at home please.😂 https://youtu.be/wD0Mm6WIcYs?feature=shared Many new people come solo to socialize and make new friends, so do not worry if you are solo, you are welcome to join us. I will introduce you to others in the group,so you are no longer solo. 😆Welcome to ask me questions about hiking gear and 🐬🐠🐡 scuba diving.

**Hi Everyone Rumberos/as !!!** Sundays in Dublin just got a whole upgrade 🔥💃🕺🔥 Salsa & bachata classes right in the city center – get ready to unleash your inner fire 💃🕺 **💃 Every Sundays Nights Just Got Hotter! 🕺** Join us every Sunday for an unforgettable night of salsa and bachata classes followed by the best Latin party in the heart of Dublin, all in one place! #QuedadasSalseras 👀 **💥Quedadas Salseras💃🕺** **‼️Dublin City Center‼️** **📍🪩Lost Lane 🪩** 1-2 Adam Court, Grafton Street D2 [https://g.co/kgs/j7VBCsU](https://g.co/kgs/j7VBCsU "https://g.co/kgs/j7VBCsU") 🗓 **Sunday 17 May - 2 ROOMS** **🗓Event Lineup:** **🕖 17:00 Salsa Class \| 2 Levels** **Beginners & Intermediate** **🕖 18:00 Bachata Class \| 2 Levels** **Beginners & Intermediate** **🪩Social Dance 🪩** **🕖 19:00 - 00:00** **Room Salsa** **Room Bachata** **️ 🤫After social - Disco Dj** **⏰12:00 am to 01:30 am** **TappedDublin - Lost Lane** 🫵🏻 Don’t miss out? **Pass Options:💰** **✅2 Classes + Party + Drink : €20** **✅2 Class + Party : €15** **✅Only Party + Drink : €15** **✅Extra Token Drink : €5 🚪** **💳You can pay by card, cash, revolut,🚪or eventbrite** 🎟️[https://goo.su/fjXus](https://goo.su/fjXus "https://goo.su/fjXus") More info 👉🏼 [https://www.instagram.com/quedadassalseras/](https://www.instagram.com/quedadassalseras/ "https://www.instagram.com/quedadassalseras/")

We have returned! We got busy, blinked, and then a year passed. We missed you! You missed us! What a time to be alive! Anyway... I'm excited to announce our return to our first home **Squarespace**, on **May 14th**, where they will be treating us to two new talks, and some Pizza! \- Deployment orchestration with Auto Rollbacks using Argo \- **Sean Ryan** \- Reliable On\-Demand Cloud Environments for Microservice Development \- **Ronan Watkins** To facilitate building security we will be closing signups on May 12th. Please sign up before then to avoid disappointment. We are always on the look out for more speakers! If you've an idea, please reach out! And now that I mention it, the CFP for SRECon just opened, we can be your gateway to the next stage! Check it here: [https://www.usenix.org/conference/srecon26emea/call-for-participation](https://www.usenix.org/conference/srecon26emea/call-for-participation) Finally you can find us on the the **Irish Tech Community Slack** in the channel #SRE. Sign up [here](https://irishtechcommunity.com/). See you there! T.

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.

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.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

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

**We'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron You can download documents, or clone/fork the repository. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377 Passcode: 940392 **If you can't get in, please call me at: 734 223-3307** **The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

**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