Django

Join us for a fun-filled evening Dance class - **Tango** **for Beginners.** Whether you have two left feet or have never danced before, this course will have something for you. We will guide you through the basic steps and techniques of tango, helping you discover the elegance and passion of this captivating dance form. In these classes our experienced instructors will break down the tango moves and build them up gradually, ensuring that you get a solid foundation. You will learn the fundamental techniques, including posture, embrace, and footwork, and gain confidence in leading or following your partner. Throughout these lessons we will focus on partner connection and musicality, allowing you to express yourself and create beautiful movements on the dance floor. **No partner or previous dance experience is necessary.** Just come with comfortable clothing and shoes, and be prepared to immerse yourself in the enchanting world of tango. Join us to experience the joy and freedom of this beautiful dance and **meet a room of new friends along the way** **\>\>\>[CLICK HERE TO BOOK YOUR PLACE](https://tangofiesta.ie/student-booking-form/)<<<** ***Let's dance the night away at Tango Fiesta Dublin!*** **CLASS FEES:** *We offer a 6 week Pass for just €99 or you can pay as you go for €20 per class* *For more info visit Tangofiesta.ie*

**This tuesday it's free before 6:15pm** [Participate to win Discounts or Free entry](https://forms.gle/wKXom67Aq9aK55UGA) The best way to connect, meet people, play, sing, dance, and have fun while learning. Here’s how it works: 1️⃣ First, relaxed conversations, no music, for real talk and connection. 2️⃣ Then the energy rises! games & karaoke like a party with friends. 🤔 Coming alone? Don’t worry we’ll introduce you to people and break the ice for you! 🤔 Not confident in your language level? Relax — everyone’s learning too. 🤔 Afraid of awkward silences? We’ve got icebreakers and games to keep the vibe flowing. ### 💶 Price 🎟️ **€5 entry** 🍺 **€10 entry including a pint** *(If you don’t win free entry or a discount.)*

**This tuesday it's free before 6:15pm** [Participate to win Discounts or Free entry](https://forms.gle/wKXom67Aq9aK55UGA) The best way to connect, meet people, play, sing, dance, and have fun while learning. Here’s how it works: 1️⃣ First, relaxed conversations, no music, for real talk and connection. 2️⃣ Then the energy rises! games & karaoke like a party with friends. 🤔 Coming alone? Don’t worry we’ll introduce you to people and break the ice for you! 🤔 Not confident in your language level? Relax — everyone’s learning too. 🤔 Afraid of awkward silences? We’ve got icebreakers and games to keep the vibe flowing. ### 💶 Price 🎟️ **€5 entry** 🍺 **€10 entry including a pint** *(If you don’t win free entry or a discount.)*

✨ We are delighted to be hosted by Liberty IT this month. 🎤 Talk details will be coming soon. 📚 And thanks to [Packt](https://www.packtpub.com/), we have a physical book to raffle after the talk: * [Python Illustrated: Not another boring Python book, learn programming the fun way](https://www.packtpub.com/en-us/product/python-illustrated-9781836646327) by Maaike van Putten and Imke van Putten \-\-\- 🎟️ **PLEASE REGISTER ON LUMA TO ATTEND:** **[https://luma.com/pm0gpsda](https://luma.com/pm0gpsda)** \-\-\- **​Schedule (\*subject to change)** * ​18:30 Event Starts * ​18:40 Welcome and Introductions * ​18:50 Talk: Learning in Public, Again by Sarah Novotny * 19:15 Networking after * ​20:30 Event Ends **TALK DETAILS:** **TALK 1: Learning in Public, Again** (10-20 mins) I spent two decades building software communities. Kubernetes, NGINX, MySQL. And then I moved to Dublin and enrolled in a master's programme in political science at Trinity College. People have asked me why I took a left turn away from a perfectly good career. The honest answer is that I kept running into questions my industry experience couldn't answer. How do open source communities actually function as political systems? What does "technological sovereignty" mean when the phrase shows up in EU regulation, national security strategy, and corporate marketing decks, all in the same week? Why is corporate investment in OSS not patently obvious? I needed different tools. So I learned Python. Not the "I'll automate a spreadsheet" kind. The "I'm running topic models on 1,600 EU consultation responses to figure out who is shaping digital policy and how" kind. I learned statistics. I learned how to scrape legislative databases. I learned how to be bad at something in front of people half my age, which, if you've spent twenty years being the expert in the room, is its own special discipline. This talk is about what happens when you decide the next interesting problem matters more than the comfort of the last solved one. It's about moving countries, going back to school, picking up a programming language for the first time in decades, and discovering that the willingness to be a beginner is a skill that compounds. Whether you're 25 and pivoting, 45 and reinventing, or anywhere in between, the capacity to start over is not a concession. It's a superpower. **About Sarah Novotny** Sarah Novotny is a technology executive renowned for her pioneering leadership in open source, cloud computing, infrastructure automation, and big data.. She has led an Open Source Ecosystem and Strategy group for both Microsoft Azure and Google Cloud Platform. During her tenure at Google, Sarah played a pivotal role in expanding the Kubernetes open source project leadership and represented the company during the founding of the Cloud Native Computing Foundation. At her core, she is driven by the ethos of open-source collaboration – where every line of code and every contributor interaction contributes to a greater collective purpose. She believes in fostering mutual aid and community care to build bridges across diverse coding languages and experiences. * [https://sarahnovotny.com](https://sarahnovotny.com/) * [https://linkedin.com/in/sarahnovotny](https://linkedin.com/in/sarahnovotny) **TALK 2: I'm a Software Engineer and I (Barely) Code** (10-15 mins) I dabbled in coding for years while working as a library manager, learning to write "Hello World" in at least four languages before moving to Belfast and coding my way through a master's degree in Software Development. I took my first job as a software engineer only to find that - surprise! - I barely code at all. I work in Machine Learning Operations, and while I touch a whole lot of Python code, most of my time is spent working with configuration files and infrastructure-as-code. Can I still call myself a software engineer if I'm not writing code? What does this mean when I’m faced with the next inevitable coding assessment, at this job or the next? This talk raises questions about what defines a software engineer in a world of increased software abstraction and, while I promise I won't talk too much about it, AI. **ABOUT Frances Veit** Associate Software Engineer, Liberty IT Frances is originally from Minneapolis, Minnesota, but has called Northern Ireland home since 2018. She holds a Master's degree in Library Science from the University of Wisconsin-Madison and a Master's in Software Development from Queen's University, Belfast. Frances is glad to have done her software training before AI was on the scene, but she's equally grateful to have an on-screen mentor while she figures out what she's doing. When she's not not-coding, she's at the beach with her two little kids, or baking. * [https://linkedin.com/in/frances-veit-49169926/](https://linkedin.com/in/frances-veit-49169926/) \-\-\- 🎟️ **PLEASE REGISTER ON LUMA TO ATTEND:** **[https://luma.com/pm0gpsda](https://luma.com/pm0gpsda)** \-\-\- **💖 THANKS** **Sponsors** * [Liberty IT](https://www.liberty-it.ie/about-us/overview): Hosting * [Packt](https://www.packtpub.com/): Raffle prize **Community Partners:** * [Coding Grace](https://codinggrace.com/) * [PSF](https://www.python.org/psf/): Meetup * [PyLadies](https://pyladies.com/) 🔍 **FAQ** **Note that all our events are 18s+. Although this a social event, it's a professional networking event, please refer to the [Code of Conduct](https://dublin.pyladies.com), e.g. behave as you would attending a work event.** **Q. I'm not female, is it ok for me to attend?** A. Yes, PyLadies Dublin events are open to everyone at all levels. We encourage non-female attendees to suggest a female friend/colleague to sign up to the event. So bring a friend! ✨ **Q. Do you have a Code of Conduct?** A. Yes, you can find it at [dublin.pyladies.com](https://dublin.pyladies.com/) **Q. I am interested in giving a talk at PyLadies Dublin, where do I submit my interest, workshop, and talk details?** A. You can submit your talk details to the following form: [https://sessionize.com/pyladies-dublin-meetup](https://sessionize.com/pyladies-dublin-meetup) 🤔 Any other enquiries (e.g. getting involved, sponsoring), email [dublin@pyladies.com](http://dublin@pyladies.com%2A%2A/)

🐠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.🐳🐬🐚

TOG will be open on Tuesday evenings from 19:00 to 21:30 for a general Open House event. Expect to find members and visitors in the space up to all sorts of activities. It's a great time to drop in and see what the space is about. If you're an artist, tinkerer, maker or just plain curious, come in and see what the space is about. Maybe you already have something to work on (or want to), have something to fix, create, design, bodge or tinker... drop in. We're also open for just for plain old social chat and hang out, with plenty of tea, coffee and biscuits. We have lots of free parking right outside our door.

A lovely session of music and song in a relaxed and supportive environment. All levels of musician and singer welcome. You can come and sing or play one song or just come and listen to the other members. Great way to build up your playing skills and build up your confidence. We don't pay the bar for this session, so make sure you buy at least one drink. Charge €2.

Most language exchanges are built around **movement**. —fast rotations, brief chats, surface-level conversation. New table. New person. Start again. It feels productive. It isn’t. Real conversations don’t happen in 10 minutes. They start there. Then they get interesting. At Flip Lingoes, **you stay.** Same table. Same group. Enough time for real conversation and real connection, beyond the surface level. Every 5 minutes, you switch roles: **fluent speaker ↔ learner**, not people. Before you arrive, **[create a profile here](https://www.fliplingoes.com/language-exchange-dublin/)**[,](https://www.fliplingoes.com/language-exchange-dublin/) tell us what language you're learning. This helps our **automated matching algorithm** put you in the right small group. No awkward searching. No guesswork. Simply scan the QR code on arrival and it automatically matches you with fluent speakers of your target language. We host events at Zanzibar Locke: calm, well-designed, easy to hear, easy to focus. *** **Event Flow** 6:45–7:15 → Seamless check-in (QR code, get matched, sit down) 7:15–8:30 → Language Exchange (structured, focused) 8:30 → Optional social + snacks included **Crispy chicken wings. Cheesy loaded nachos.** Straight from Zanzibar Locke’s kitchen. Perfect for chatting, relaxing, and refueling after a great language session. **Entry:** €8 (tasty snacks included) **Bundles:** 4 events €24 \| 10 events €50\, purchase [here](https://www.fliplingoes.com/language-exchange-dublin/?pricing_filter=in_person#bundles-section) in advance for express check in. Save time and money. **Be generous and invite a friend for free:** It's simple. Create a profile [here](https://www.fliplingoes.com/language-exchange-dublin/), log in, and click “**Invite Friend** to sign up.” It generates a link and you send that to them. Easy and your friend will thank you later ;) If they register for the event before you, you both get free entry.🙌 \*P.S We ask if you consider to buy a drink at the bar upon arrival and support their venue and excellent hospitality in the heart of Dublin. *** **Why Flip Lingoes works:** * Go deeper: longer conversations at the same table * Speak with the right people via automated matching * Smooth, calm, focused environment * Fun social finish If you’re tired of restarting conversations and want to **actually speak beyond the greeting and small talk**, this is your place. [Flip Lingoes](https://www.fliplingoes.com) is a new and innovative language exchange event, with a clear vision: **To upgrade language exchange events online and in cities around the world.** Currently in Dublin, Zurich and Online. **Can you guess our next city?** **Flip into our world:** **[On Instagram](https://www.instagram.com/fliplingoes/)** **[Sign up to FlipLingoes.Com](https://www.fliplingoes.com/language-exchange-dublin/)** ***

We've survived the Winter, and are looking forward to a busy Summer! To kick things off we're partnering with **MongoDB** to bring you our latest Meetup. We'll be hosted by **MongoDB** in their Dublin office on **Thursday 21st May from 6:00pm** and we'll have two speakers for you that evening. **MongoDB** need very little in the way of introduction, they've a strong presence here in the Irish tech scene and are big supporters of other communities we're all part of. We're delighted to have finally made that connection now ourselves here at Go Ireland and look forward to what's to come over the next few years together. We've got two speakers for you for this Meetup, the first is a Go Ireland regular Dmytro Lahoza, and the second is MongoDB's own Andrei Matei who'll be coming over from Manchester to join us on the night. **"MongoDB × Go: Inside the Ecosystem and How It Runs at Scale" with Andrei Matei - Software Engineer at MongoDB** **"Plugins Without Borders: A Language-Agnostic Plugin System for Go and Beyond"** **with Dmytro Lahoza - Software Engineer at Verda** Big thanks again to **MongoDB** who'll be supporting us for this entire event. As always, you'll be fed, watered, and we'll head to a pub nearby after the event to keep the conversations going. We've also got a new home on [LinkedIn](https://www.linkedin.com/company/go-ire), going forward this will be the best place to find updates.

Speaker: Neill Sweeney I will look back at a project I worked on a decade ago. I will outline the business problem, how I approached it and how it went live. Stochastic gradient method, discrete choice model, significance testing and purchasing power parity will be mentioned.

Join us to **practise and improve your target language with native speakers on Wednesday in the Arlington** (Bachelor's Walk, Dublin 1) from **6.30pm to 8.30pm**. **Our system:** **• You sit opposite a native speaker of the language you're learning** **• You speak 5mins English, 5mins other language, then change table** This ensures everyone gets an equal opportunity to practise the language they're learning. Our team seats people, controls the time, organises the table changes etc. What to expect: • Relaxed easy going atmosphere • Professional and quality service • Great networking opportunities • All levels welcome from absolute beginner to fully fluent • A big mix of ages with attendees at each event from 18 to 70+ years old • Topic cards on the tables to help start conversations Wide range of languages: We usually have **native speakers of English, Spanish, French, Portuguese, German, Italian, Japanese, Chinese** and more depending on who shows up. **Admission fee €7** (€6 for student card holders). **No pre-registration required, just show up**. Loyalty card system: Come to 5 events and the 6th is free. Over 150,000 people have attended our language exchange events since 2012 to practise and improve their target language - you can too! Everyone is welcome! For more news and info check: Website: [www.languageexchangeireland.com](http://www.languageexchangeireland.com/) FB: [www.facebook.com/languageexchangeireland](http://www.facebook.com/languageexchangeireland) Instagram: [www.instagram.com/languageexchangeireland](http://www.instagram.com/languageexchangeireland) NOTE: The MeetUp attendance does not reflect actual attendance. There are usually around 100 people at each event. We also have the events every Monday & Thursday in River Bar at 6.30pm.

Join us to **practise and improve your target language with native speakers on Thursday downstairs in River Bar** (Burgh Quay, Dublin 2) from **6.30pm to 8.30pm**. **Our system:** **• You sit opposite a native speaker of the language you're learning** **• You speak 5mins English, 5mins other language, then change table** This ensures everyone gets an equal opportunity to practise the language they're learning. Our team seats people, controls the time, organises the table changes etc. What to expect: • Relaxed easy going atmosphere • Professional and quality service • Great networking opportunities • All levels welcome from absolute beginner to fully fluent • A big mix of ages with attendees at each event from 18 to 70+ years old • Topic cards on the tables to help start conversations Wide range of languages: We usually have **native speakers of English, Spanish, French, Portuguese, German, Italian, Japanese, Chinese** and more depending on who shows up. **Admission fee €7** (€6 for student card holders). **No pre-registration required, just show up**. Loyalty card system: Come to 5 events and the 6th is free. Over 150,000 people have attended our language exchange events since 2012 to practise and improve their target language - you can too! Everyone is welcome! For more news and info check: Website: [www.languageexchangeireland.com](http://www.languageexchangeireland.com/) FB: [www.facebook.com/languageexchangeireland](http://www.facebook.com/languageexchangeireland) Instagram: [www.instagram.com/languageexchangeireland](http://www.instagram.com/languageexchangeireland) NOTE: The MeetUp attendance does not reflect actual attendance. There are usually around 100 people at each event.

***[Save 50% getting a ticket in advance (only first 20 people)](https://www.eventbrite.ie/e/social-language-exchange-tickets-1985534555304?discount=EarlyBirdsMeetup&keep_tld=true)*** **✨ Dynamic Conversations** Enjoy small-group conversations (2–3 people per table) at dedicated language tables. There will always be **English-only tables**, and every attendee rotates through these tables during the **first and last rotation**. **🏷️ Language Stickers on Arrival** As soon as you arrive, you’ll receive: • **Native language stickers** (with flags + “native”) • **Practicing language stickers** (with flags + “practicing”) You may choose multiple practicing languages. These stickers help you join the right tables and connect with people who match your goals. **🔄 Rotations Every 30 Minutes** Every 30 minutes, the organizer rearranges groups based on preferred languages. We aim for **bilingual tables**, ideally with at least one native or advanced speaker. If no native speakers are available, we can still create a table as long as **two people want to practice the same language**. **🌍 Popular Languages** English, Spanish, French, German, Portuguese, Italian, and any other language requested by at least two attendees. **📈 All Levels Welcome** Beginner or advanced—everyone is welcome. The only requirement is enthusiasm and willingness to communicate. **🃏 Conversation Cards + Complimentary Fries** Need inspiration? Conversation cards are available at every table. Enjoy complimentary **fries around 8:00 PM**. **💸 Pay-as-you-go (Cash / Card)** • €6 General Admission • €5 Students • €4 per person when you bring friends **⭐ Loyalty Card (Automatically Activated)** Attend **4 Language Exchanges or International Meetups**, and your **5th event is FREE**. **💳 [Membership Options (Save € & unlock perks)](https://buymeacoffee.com/newindublin)** **🟡 Regular Membership (€12/mo)** ✔ Free: Singles, Language Exchange, International Meetup ✔ –50%: Quizzes, Big Singles, Theme Party, Cultural Mix, Social Games, Music Challenge ✔ Extra perks **🔵 Theme Membership (€15/mo)** ✔ Free: Quizzes, Big Singles, Theme Party, Cultural Mix, Social Games, Music Challenge ✔ –50%: Singles, Language Exchange, International Meetup ✔ Extra Perks **🟣 Complete Membership (€20/mo)** ✔ Free access to ALL events ✔ Extra Perks **📱 Stay Connected** 🔗 **[Linktree](https://linktr.ee/newindublin)**[ ](https://linktr.ee/newindublin)– full weekly calendar 💬 **[WhatsApp](https://chat.whatsapp.com/L8IcUuQzHVVLGaoUZ8ONRt)**[ ](https://chat.whatsapp.com/L8IcUuQzHVVLGaoUZ8ONRt)– reminders & updates 📘 **[Facebook](https://www.facebook.com/newindublinmeetup)**[ ](https://www.facebook.com/newindublinmeetup)– photos & highlights 📸 **[Instagram](https://www.instagram.com/newindublinmeetups/)**[ ](https://www.instagram.com/newindublinmeetups/)– stories & behind-the-scenes 🌐 **[Website](https://newindublin.net/)**[ ](https://newindublin.net/)– all information about our events **🎉 Join Us!** A fun, relaxed evening full of languages, new people, and confidence-building conversations. **RSVP now! 🚀**

Hello Kizombeiras, Kizomberos Join us again for our **KIZOMBA NIGHT PARTY** and feel the beats and rhythm Atmosphere. Due to a big demand, I will be running A **KIZOMBA NIGHT PARTY, on FRIDAY, THE 22ND OF MAY 2026, AT THE MADIGAN'S PUB,19 O'CONNELL STREET UPPER,DUBLIN 1, DOWNSTAIRS.** DRESS CODE: DRESS TO IMPRESS... DRESS TO IMPRESS... **KIZOMBA CLASSES WITH ELA KISEUR ..... DEBORAAH & MATTHIEU .** **7:30pm - 8:30pm: KIZOMBA CLASS WITH ELA KISEUR ...SHARP** **8:30pm - 9:30pm: KIZOMBA CLASS WITH DEBORAAH & MATTHIEU** **1 CLASS: 15€ + PARTY ( CASH ONLY)** **2 CLASSES: 20€ + PARTY ( CASH ONLY)** **PARTY ONLY: 9:30pm – 12:30am…10€…. ( CASH ONLY)** MUSIC HOUSE: KIZOMBA, TARRAXINHA, SEMBA, AFRO HOUSE AND MANY MORE. PLEASE WATCH THIS SPACE FOR FUTURE KIZOMBA PARTIES. I look forward to seeing you all again on Friday, the 22nd of May 2026. \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* DJ LEO \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* ELA BIOGRAPHY \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Ela Kiseur is very well trained and passionate kizomba, semba and urban kiz teacher from Poland. She learned kizomba from the best world teachers during her travels. Teaches kizomba since 2015. In 2016 she attended an International Kizomba Championship -Africadancar getting to the finals. She was teaching kizomba in many countries of Europe, Asia and even Australia working with top names like: Mike Even's, L'Ange Noir Kizombar, Ennuel Iverson Full, Willy Dianza Dance Page, Ronie Saleh Artist, Oncle Kani and more... but teaching also on her own. She is a specialist in leading and following. During her classes she’s focusing on both leaders and followers giving them a lot of valuable advice helping to improve and feel more confident on the dance floor. She’s appreciated for her professionalism, methodology and positive energy.

**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

We meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able! Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!

**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 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.

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