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Drinking & Networking in Brussels. For newcomers, temporary in town - couch surfers and regulars to meet & socialize. What a better day to start the week than drinking & socializing starting on Monday evening?

EN (FR en bas): We're still accepting people in our classes. Join us!​ -step 1: Book here! -> [https://www.danceproject.be/reservations.html](https://www.danceproject.be/reservations.html) -step 2: Show up! [Schedule](https://www.danceproject.be/classes.html#schedule) Fees : [All info on trials, packs, subscriptions here](https://www.danceproject.be/classes.html#fees) Locations: -Rue Brialmont 7, Brussels Metro/Tram: Botanique Salsa, Bachata, Lindy Hop, Forró Intro - 1: From base to the dancefloor! When you come for the first time we go over the base & rhythm with you. Then you are included in the group and everybody learns the same new steps for which you just need the base. Practice makes perfect: just relax and enjoy Salsa, Bachata, Lindy Hop and/or Forró! Our group is very welcoming and looking forward to meet new dancers! Salsa, Bachata, Lindy Hop, Forró Roots I - 2: Ready to go deeper on Salsa, Bachata, Lindy Hop &/or Forró? Let's go! [https://www.danceproject.be/classes.html#improvers](https://www.danceproject.be/classes.html#improvers) Salsa, Forró Roots II - 3: Looking for #SalsaChallenge? Already familiar with Forró Root? We've got your back! [https://www.danceproject.be/classes.html#intermediates](https://www.danceproject.be/classes.html#intermediates) More info: -Web: [https://www.danceproject.be](https://www.danceproject.be) -Whatsapp: +32 493 16 41 10 -Mail: brussels.salsa.project@gmail.com -[Facebook](https://facebook.com/brussels.salsa.project) -[Instagram](https://instagram.com/brussels.salsa.project) \-\-\-\-\- FR: Nous acceptons encore de nouvelles personnes dans nos cours. Rejoins-nous ! -1ère pas : Fait ta réservation ! -> [https://www.danceproject.be/reservation.html](https://www.danceproject.be/reservation.html) -2ème pas : Vient danser ! [Horaire](https://www.danceproject.be/cours.html#horaire) Les prix : [Toutes les infos sur les essais, packs, abonnements ici](https://www.danceproject.be/cours.html#prix) Endroits : -Rue Brialmont 7, Bruxelles Metro/Tram: Botanique Salsa, Bachata, Lindy Hop, Forró Intro - 1 : De la base à la piste de danse ! Lorsque tu nous rejoins on voit la base et le rythme avec toi. Ensuite, tu es inclus dans le groupe et tout le monde apprend les mêmes pas pour lesquelles tu as juste besoin de la base. C'est en forgeant qu'on devient forgeron : détend-toi et profite la Salsa, de la Bachata, du Lindy Hop et/ou du Forró ! Notre groupe est très accueillant et a hâte de rencontrer de nouveaux danseurs ! Salsa, Bachata, Lindy Hop, Forró Roots I - 2 : Prêt à approfondir la Salsa, la Bachata, le Lindy Hop &/ou le Forró ? Allons-y! [https://www.danceproject.be/cours.html#inities](https://www.danceproject.be/cours.html#inities) Salsa, Forró Roots II - 3 : Tu cherches #DefiSalsa ? Tu connais déjà Forró Roots ? Nous sommes là pour toi ! [https://www.danceproject.be/cours.html#intermediaires](https://www.danceproject.be/cours.html#intermediaires) Plus d’info: -Web: [https://www.danceproject.be/fr.html](https://www.danceproject.be/fr.html) -Whatsapp: +32 493 16 41 10 -Mail: brussels.salsa.project@gmail.com -[Facebook](https://facebook.com/brussels.salsa.project) -[Instagram](https://instagram.com/brussels.salsa.project)

**Tango Classes Every Monday at Tangobar El Lunes!** Embark on a tango journey with our weekly classes guided by passionate and experienced instructors, Sandrina Dh and Daniele Galiazzo. * **Beginners Class (18:00-19:10):** Perfect for those intrigued by tango and eager to take their first steps into this beautiful dance form. * **Intermediate & Advanced Class (19:20-20:30):** Ideal for dancers seeking to perfect their movements, embellishments, and learn new sequences to enhance their dance. *Important:* Always arrive 10 minutes in advance for registration. *Pricing:* * Single lesson: €15 * 10 lessons (membership card\*): €125 (valid for 3 months), with a €10 discount on your next pass purchase (must be prior to the expiration of your current pass). Feel free to share this invitation with anyone interested in the authentic tango experience, Tango Rioplatense! See you in class on Monday night! *\*\*\*Join us at Tango Bar El Lunes, located at Dublin 13, 1050 Bruxelles.For more information, please contact us at info@detangosetrata.com or* *WhatsApp Sandrina +32 473 503405* *We look forward to seeing you at our Monday night milonga and tango classes!*

"The best time and place to start dancing salsa or improve your level" Salsa beginner class >>>>19h00-20h00 Salsa intermediate class >>>>20h-21h30 Free practice (social) >>>>21h30 \[Where\]: Atelier Gansbeek \- Rue du grand hospice 7\, 1000 Bruxelles [Registration]: Confirm your attendance in this event or send me a message here or via email urieldances@gmail.com [Fees]\*: 10€ = 1 class 45€ = 5 classes 80€ = 10 classes \*Students get a special discount [What to expect]: Salsa lessons for beginners and intermediates Meet new people (locals and expats) Nice and cosy place Fun and friendly atmosphere Practice after the class

**[The 7 Seas](https://boardgamegeek.com/boardgame/455340/the-7-seas-all-in-box)** is a 1-5 players worker placement adventure game combining elements of exploration, trade, and combat. Set in an alternative world, you play as navigators discovering the different seas, accumulating fame and fortune. Gather resources and treasures, collect gems and cards, steal each other parrots, and much more! Even if luck isn't on your side, accumulate fortune coins to greatly increase your chances of success for your next turn! **Pirates & Corsairs** - This expansion, for 2 to 5 players, introduces 2 rival factions: The Corsairs of the Crown and The Pirates of the Brotherhood. Everyone starts out as a Corsair, forcibly recruited by the Crown, and can turn Pirate during the game by joining the Brotherhood. As Corsairs, complete letters of marque by collecting specific cards, claim islands to establish the Crown. As Pirates, commit acts of piracy by attacking Corsairs and merchants, ransack ports for the Brotherhood. No matter which side you choose, climb your way up the reputation board by attacking players of the enemy faction, defeating your opponents, and claiming lands for your side. Unlock reputation actions as you rise through the ranks and use them to your advantage! At the end of the game, score extra glory points based on your achieved reputation, your faction’s strength, completed letters of marque, and committed acts of piracy! Will you become the most renowned Corsair or the fiercest Pirate? Ready your weapons and prepare for glory!

**Cinema Palace : Mariinka** 04/05 @ 19h00 Le Palace vous invite à une projection spéciale de MARIINKA, un film de Pieter-Jan De Pue. La séance sera suivie d'une rencontre avec le réalisateur. [Cinema Palace](https://www.cinema-palace.be/fr/evenements/special-event-mariinka) **For Dreamers, Coffee shots, Orezza, eau de Saint-Georges !**

📢 PGConf Belgium 2026 is back! We’re happy to announce that PGConf Belgium will take place again this year on **Tuesday, May 5th**, at its usual venue: the **UCLL campus in Haasrode**. 🗓️ The preliminary schedule is already available: [http://pgconf.be/#schedule](http://pgconf.be/#schedule) 🎟️ Registration is **free of charge**, but seats are limited to **120 attendees**, so make sure to secure your spot early! ➡️ Register here (mandatory): [http://pgconf.be/#registration](http://pgconf.be/#registration) ⏳ Deadline: **April 28th** ⚠️ Please note: RSVPing on Meetup is appreciated to let others know you're attending, but it **does not count as registration** — you must register via the official link above. 🙏 A big thank you to **Wim Bertels** for organizing the event, and to **UCLL** for hosting! Looking forward to seeing you there!

**PLEASE READ THE ATTENDANCE POLICY (below) IF IT'S YOUR FIRST TIME** **SUNDAY COFFEE & JAPANESE CONVERSATION** 日曜日のコーヒー＆日本語会話 Our "Japanese/English Conversation Exchange" offers you a unique opportunity to immerse yourself in the world of Japanese culture and language, all while helping native Japanese members to learn their target language. 私たちの「日本語/英語会話交流」は、日本の文化と言語の世界に没頭しながら、ネイティブの日本人メンバーが英語、フランス語、またはオランダ語を学ぶのを手助けするユニークな機会を提供します。 **Date: /** 日付：**(almost) every Sunday** **Time: /** 時間：**from 4.00 pm to 6.00 pm** **Location: /** 場所：**Cafe Caberdouche - Place de la Liberté 8, 1000 Bruxelles** **Venue Note: /** 会場の注意：**The manager of the cafe kindly accepted us to book a table on a regular basis. To thank him for his kindness, please order AT LEAST ONE DRINK**. カフェのマネージャーが親切にも私たちに定期的にテーブルを予約することを承諾してくださいました。その親切に感謝の意を示すために、少なくとも1杯のドリンクを注文してください。 **Location Assistance: /** 場所の案内：**If you can't find us, ask one of the waiters. They know where we are :) You can also send us a message.** 私たちを見つけられない場合は、ウェイターの一人に尋ねてください。彼らは私たちがどこにいるか知っています :) メッセージも送っていただけます。 **Event Agenda: /** イベントのアジェンダ： * **4:00 PM - 6:00 PM: JAPANESE CONVERSATION** \- Join us for the Japanese conversation and cultural exploration\. Beginners are welcome / 日本語会話 \- 最初の30分は日本語の会話と文化探求に充てられています。初心者も聞くだけでも歓迎です。30分後に参加しても構いません。多言語交換 \- ベルギーの多様性を体験し、ネイティブの日本人メンバーが英語、フランス語、またはオランダ語を学びたいと熱心に待っています。さまざまな言語で異文化交流の会話に参加しましょう。私たちの日本の友人にベルギーの文化、伝統、生活を紹介しましょう。 * **6:00 PM: EVENT CONCLUSION** \- Please respect the event's start and end times to maximize your language exchange opportunities\. Your participation and enthusiasm are appreciated\! イベントの終了 \- イベントの開始時間と終了時間を尊重して、言語交換の機会を最大限に活用してください。参加と熱意に感謝します！ **Attendance Policy: --->** 以下の日本語 * We're excited to have you join our events and appreciate your commitment to learning and growing together. To ensure a productive and enjoyable experience for all participants, please take note of our attendance policy: 1. **Punctuality:** Please arrive on time for scheduled events. Late arrivals can disrupt the flow of the event and may miss important information. 2. **Language Commitment:** If you sign up for language-specific sessions, such as Japanese conversation or language exchange, we kindly request your commitment to actively participate in that language for the designated duration. 3. **Respect:** Treat fellow participants, organizers, and cafe staff with respect and courtesy. Harassment or disruptive behavior will not be tolerated. 4. **Removal Policy:** A participant who is not respectful towards other members will be removed from the group and blocked, with no warning. This point is not negotiable. 5. **Cancellation:** If you are unable to attend an event you've registered for, please let us know as soon as possible. This helps us plan accordingly and allows others to take your place if there's a waitlist. 6. **No-Show Policy:** Three no-shows (failing to attend without prior notice) may result in restrictions on event registration to ensure fairness to other participants. By attending our events, you agree to adhere to these guidelines. We aim to create a welcoming and inclusive environment where everyone can learn and connect. Thank you for being part of our community! **出席ポリシー：** 私たちは、イベントに参加していただけることを楽しみにしており、皆さんが一緒に学び成長することに取り組んでいただけることを感謝しています。すべての参加者が生産的で楽しい経験をするために、出席ポリシーにご留意ください： 1. 時間厳守：予定されたイベントには時間通りにお越しください。遅刻はイベントの流れを乱し、重要な情報を見逃す可能性があります。日本語のみのセッションは午後4時、全言語のセッションは午後4時30分開始です。 2. 言語へのコミットメント：日本語会話や言語交換など、特定の言語のセッションに登録された場合は、その言語での積極的な参加をお願いします。 3. 尊重：他の参加者、主催者、カフェのスタッフには敬意と礼儀をもって接してください。嫌がらせや迷惑行為は許容されません。 4. 退場ポリシー：他のメンバーに対して敬意を持たない参加者は、警告なしにグループから削除され、ブロックされます。このポイントは交渉の余地がありません。 5. キャンセル：登録したイベントに参加できない場合は、できるだけ早くお知らせください。これにより、他の人があなたの代わりを取ることができます。 6. ノーショーポリシー：事前の通知なしに3回のノーショー（欠席）がある場合は、他の参加者に公平になるようイベントの登録に制限がかかる場合があります。 私たちのイベントに参加することで、これらのガイドラインに従うことに同意するものとします。私たちはみなさんが学び、つながることができるように歓迎される包括的な環境を作り出すことを目指しています。コミュニティの一部としてご参加いただき、ありがとうございます！ **Note: Please stay tuned to our event page for updates and schedule changes. We can't wait to see you there and exchange languages, cultures, and stories!** 備考：更新やスケジュールの変更については、イベントページをご覧ください。そこで皆さんにお会いして、言語や文化、物語を交換できるのを楽しみにしています！

Dear all, We’re turning 3… and we’re celebrating in style! 🎉✨ Brussels Sprouts wouldn’t be what it is without each and every one of you. Thank you for making this community so vibrant, warm, and full of life. To mark this special moment, we’re bringing together our amazing members and new friends for a night of great energy, connections, and celebration. Expect good vibes, inspiring people, and a lot of fun 🥂 Come celebrate with us, reconnect with familiar faces, and meet new ones along the way. Let’s make it a night to remember! Cheers 🌈 Yifei

**Now that Claude Code is writing our software, what are you doing with all that free time?** Here's an idea: come spend it with us at the next Belgium NLP Meetup! Our next event will take us back to **BeCentral**, Brussels' prime digital campus, where we're hosted by our friends at Campfire AI. Go ahead and schedule that long Claude job for the evening of **May 5th**. Doors open at 7pm for pizza, talks are planned between 7.30pm and 9pm, and after that there's more time for networking and drinks. The first two talks of the evening are already confirmed. The final presentation will be added in the coming weeks. **Small, specialized, agentic – One Year of Fine-tuning Local Vision LLMs.** *Adriaan Lemmens & Ilia Breitburg (Klassif.AI)* Local LLMs are getting better each year. The smaller the model, the more impressive. While the big labs' closed models still win as generalists, we've been working on fine-tuning our own specialist for enterprise document processing on top of an open-weights base, adapted for use in our custom agent harness and for visual layout reasoning. Recent iterations come within spitting distance of much larger models at a fraction of the size and token usage. In this talk, we share why and how we did it, as well as what it means for how we build efficient agentic systems at Klassif.ai even with hosted models. **Why NLP is More Alive Than Ever in the Age of LLMs.** *Tomas Staelens & Jean-Charles Nadé (Campfire AI)* The hype surrounding Generative AI has led many to believe that traditional NLP is a thing of the past, but the reality on the ground is different. In this talk, Tomas and Charly dive into why "just prompting it" often fails in enterprise environments where cost and ROI are non-negotiable. They will showcase the synergy between NLP and LLMs and argue that the future belongs to a hybrid architecture. Finally, they will share practical patterns for using NLP as a guardrail and optimizer for AI workflows. **Building AI‑native agentic extraction for commercial leases: the grown‑up path** *Frederik Durant (Reavant)* The art of agentic engineering is transforming the software development life cycle at an unprecedented pace. In this new arms race, AI engineers, software architects, and DevOps practitioners are expected to deliver 10x the impact without compromising quality or accountability. In this talk, Frederik will candidly describe his human experience so far navigating this professional identity shift. Additionally, he will show how his company Reavant built an agentic extraction system for complex tenancy documents, and what this taught him about going truly AI‑native.

Hi there sprouts 😊🌱 As a Rrroaaaaring Saturday afternoon activity, we propose a guided visit to the ‘Dinosaur Museum’ 🦖 (Museum of Natural History) in Brussels on the **9th** of **May**. You will receive a tour around the permanent collections of the museum where we will take a journey through different prehistoric times. This tour will focus on the impressive dinosaurs 🦕 and other amazing fossil highlights that are on display in the museum. Depending on the mood and vibe, we can also include a special tour around the other exhibits, focusing on queer animals in the natural world 🌈. So bring along your walking shoes and prepare your best dinosaur-related questions for this trip. Everyone is welcome to join but to keep it fun for everyone, places are restricted to 20 people max. PRACTICAL INFO: **Make sure to only subscribe if you can attend the event**. As usual we ask for a **5 EUR fee** for this activity ***on top of the entrance fee of the museum (to be payed at the museum entrance individually)***. or a 40 EUR membership fee for multiple activities throughout the year. Drinks on the square Jourdan after the visit are also part of the planning (but not obligatory ofcourse). Kindly complete your registration before signing up. Thank you! Fees can be payed to: Yifei Yang BE12363234512492 Communication: your name+ DINO EVENT

Welcome to our weekly event in the upstairs room of The Sister Café, rue Chair et Pain 3, one block from the Grand Place. Please get there early enough to order your drink at the bar first. Thank you! After introductions we will collect questions from the group participants, choose one by voting then discuss it for an hour. Then most of us stay for drinks and bizarre conversations. Past questions have been wide and not confined to academic philosophy: What is a genuine friend? Is social media turning us into emotional zombies? Do we lose some of the experience of things by defining them? Are we driven by sex? Is loneliness a personal failure? Is morality relative? **Crucially, be kind and respectful and generous** in your disagreements; remember how much you personally enjoy someone else proving you wrong before celebrating your cutting counterexamples.

Join us every Wednesday for an authentic Korean experience in the heart of Brussels! 🇰🇷✨ Let’s share Soju, delicious Korean food, fun karaoke sessions, and plenty of good vibes. Don’t miss our photo booth moments and the chance to meet amazing new people from all over the world! 🎉 Free entry, just order at least one drink to support the venue. 📍 Gyosang, Rue Sainte-Catherine 8, Brussels 🕢 Every Wednesday, 7:30 PM – 9:30 PM Come for the language exchange, stay for the laughter, food, and Soju! 🍶🎤

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.

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.

**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

Dear Illinois Prairie PUG members, Our next meetup will take place in a **new location**. Please read **the whole announcement** carefully to note all the changes. Our new meeting place is **Chicago Innovations at 1 W. Monroe**. *Talk Title*: pg_lake: Unifying transactional and analytical data with Postgres *Speaker*: Elizabeth Christensen, Snowflake *Talk Description* The data world used to be defined by “transactional" (OLTP) and “analytical” (OLAP) workloads, but we’ve asked ourselves, “Why not both?” A new series of extensions called pg_lake has just been released to connect Postgres to object storage and open table formats - like csv, Parquet, and Iceberg. pg_lake bridges the two worlds of transactional and analytical data for a vendor neutral, open source, unified data stack. This talk will explore the pg_lake extension, including how to build it, and demos of using it with modern data workloads in object storage like Amazon S3. We’ll create simple data pipelines with no ETL and high performance analytics. pg_lake is more than just an extension. It is the foundation to a fully unified data path with 100% open source tools backed by PostgreSQL, DuckDB, Iceberg, and Polaris. *Agenda* 5:20 - doors open 5:30 - pizza arrives 6:00 - 6:10 - Hettie D. Opening remarks 6:10- 6:20 - Hettie D. Data warehouse history overview 6:20 - 6:50 Elizabeth C. pg_lake: Unifying transactional and analytical data with Postgres 6:50 - 7:00 Q&A 7:00 - 7:50 - Open discussion and networking 7:50 - 8:00 - Cleanup time and closing *Notes about our new venue*. I am delighted to have an independent venue for the first time since I am hosting the meetups. I hope that this will be our permanent home. And as you all know, with more freedom comes more responsibilities. You will notice the change in the RSVP form. We are thankful to our hosts and promise to be responsible. We comply with the [PostgreSQL Code of Conduct](https://www.postgresql.org/about/policies/coc/). We do not want to waste food, so please indicate your dietary preferences. We will not close the RSVP in the morning of the meetup, but please do your best to RSVP in advance so that we can order the appropriate amount of food and drinks. Also, all meetups will be hybrid - please don't forget to indicate whether you are attending in-person or virtually. Thank you, and I look forward to seeing you all at our new location! Hettie Dombrovskaya Illinois Prarier PUG Organizer

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

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm