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🍩🍰 Let's have a weekly deep talk in an intimate Parisian café, share a drink and have a good time with like-minded, lovely and chill people. 🥂☕ We're here to sip life in a childish, simple and non-serious way. 🙃 When was the last time you had a meaningful conversation? Or deepened your relationship with someone in your life? It's not easy to have a deep conversation. While small talk, which is typically casual and light-hearted, can help break the ice, it may not necessarily help you form a deep, emotional connection with someone. Whether it's with your friends, family, colleagues or romantic partners, having meaningful conversations is important for creating strong bonds. "Meaningful conversations help us understand ourselves and those around us better. They involve sharing important aspects of ourselves and actively listening, validating and connecting with others." We believe that a happy and healthy life is built on beautiful relationships and that loneliness kills us. That's it. It's not the number of friends that counts, it's the quality of the relationship. ✅ This group is adressed to : ● People who want to build deep, genuine and caring relationships in a small group that looks the same, where they feel comfortable and emotionally safe to talk emotionally and get intimate about anything in their lives. ● Simple, loving, kind, hyper/sensitive and lovely people who spend a lot of time in their bubble thinking about the meaning of life, passionate about personal development, philosophy, meaningful conversations, debates .... ⛔ Please don't subscribe if : ● You don't see yourself in the group's aims and beliefs. ● You're travelling for a short period of time and don't live or intend to live in Paris. ● You are not sure if you will be able to come, please update your status to allow others on the waiting list to join. An absence without notice will result in an irrevocable ban. Progress : ● ❗ For reservations, I'll send you a private Meetup message at least 5 hours before the meeting to confirm your reservation. If I don't receive a reply 2 hours before the meeting, I will send you a second message to let you know that you will be replaced by someone on the waitlist. ● 💚 We keep the session small, cosy and relaxed in a quiet place, prioritising regularity to encourage intimacy, connection, listening and speaking. (\~ 5/6 people) ● 🔖 On arrival, if you feel comfortable, you will be suggested to choose and associate several drawn Feelings and Needs cards to express how you really feel at the moment, to talk about ourselves and communicate effectively. ● 📝 The best way to make progress is to make the conversation easy and natural, with everyone making an effort to suggest and write down what you want to talk about. You can write down your favourite topics/questions before the meeting. The meeting is participative and invite everyone if you feel comfortable being a leader and a power of suggestion. Anyway, to keep the meeting running smoothly, I'll animate the meeting to make sure the conversation doesn't get wild or boring and I wouldn't hesitate to reframe people. In case of lack of inspiration we have a lot of deep conversation question card game which can help to find interesting questions. ● 🍕 (Not compulsory) After the meeting we can finish in a nearby restaurant for those who wish to relax or continue our conversation. Advice for a good moment : ● Leave your ego and mask at home, we are not here to impress anyone but to be ourselves with our strength, weakness, pride and shame. Come with an open/deep/emotional/complex thought and vulnerability. ● Ask open-ended questions and invite the other person to describe what a situation was like for them or how they felt. ● Don't hesitate to be vulnerable and share information about yourself if needed. Consider sharing personal information first to gain the other person's trust. ● Adopt an attitude of curiosity and genuine interest in what the other person is saying. Be thoughtful and try to put yourself in the other person's shoes so that you can see things from their perspective. Be truthful, caring and honest. ● Listen actively and ask follow-up questions. ● Be empathetic and offer emotional validation so that they feel seen and heard. It is forbidden to judge, but try to understand. ● ⏱ Be aware of your speaking time for Equally Speak. ● 🤫 Be aware never to provoke political or religious ideologies, but to accept differences of belief. Advice on non-violent communication can be given in the meeting to learn not to unintentionally hurt anyone when requested or needed. ● 🚨 Remember to maintain a safe, and benevolent environment. People who are considered to be disruptive, problematic or simply not in tune with the energy of the group will not be allowed to return. Finally, we're hug-friendly !!! 🤗

In this class, we’ll combine classical yoga movement with mindful breathwork to help you ground, relax, and reconnect with your body. Let your breath guide you, and enjoy the practice. All in new **Wellness Studio Sequoiia** in **Paris 15** — a space that immediately felt warm, gentle and safe… the kind of place where you can exhale the moment you walk in. **Here is the weekly schedule at the same studio** -Monday — 7:00 pm -Tuesday — 9:15 am -Thursday — 9:15 am -Friday — 9:15 am -Sunday — 10:00 am If you’ve been thinking about coming back to your mat… this is your sign. If you’ve been waiting for a gentle space to land… it’s here. And if you’re new — you’re already welcome. [https://www.yogaclubparis.fr/booking](https://www.yogaclubparis.fr/booking) [https://sequoiia.com/](https://sequoiia.com/) 🌻 Message Anu if you have any trouble finding class : +33 6 18 28 55 47 [Events in Paris, FR](https://www.meetup.com/find/fr--paris/)

**DevMorning - Un moment pour avancer sur tes projets, entouré de passionnés.** Nous nous réunissons entre développeurs pour travailler et échanger sur des sujets divers, comme des projets personnels, la lecture/l’écriture de code open source, la rédaction d'articles techniques, etc. Qui est la cible de cet évènement ? Nous visons comme public des développeurs de tout niveau et tout domaines qui sont à la recherche d’un moment dans la semaine où ils sont libres de travailler sur les projets de leur choix. **Horaires** * 14h00 - début officiel mais libre à vous d’arriver avant ou (bien) après * 16h00 - nous n'avons pas de fin officielle mais libre à vous de rester avec nous pour discuter, manger ou encore coder :) **Y a-t-il des frais de participation ?** Rejoindre cet évènement est totalement gratuit, libre à vous de prendre la consommation de votre choix sur place **Quand et où se déroule-t-il ?** Nous nous retrouvons les dimanches dans un lieu choisis par le groupe. Nous changeons rarement de lieu mais pour le moment, nous nous retrouvons à la gaieté lyrique dans le 3eme arrondissement **Pourquoi travailler à plusieurs ?** Nous pensons que travailler entouré de personnes motivées par les mêmes sujets dans une bonne ambiance permet de favoriser l’entraide et les initiatives.

Atelier d’impro Découvre les joies de l'impro, optimise ta créativité et libère ton potentiel ! L'improvisation théâtrale est un excellent outil de développement personnel et une formidable aventure collective ! Si tu as envie de [re]découvrir l'impro dans un cadre ludique et bienveillant cet atelier est fait pour toi ! Ces séances sont ouvertes à tous, débutants, intermédiaires, confirmés. L'atelier se déroule en 2 heures, au programme : Des échauffements dynamiques pour être à l’aise rapidement avec le groupe. La gestion du stress et le lâcher prise, Des jeux ludiques pour construire avec ses partenaires des histoires éphémères, Du rire, du [Fun] et des rencontres … Infos pratiques : - Nombre de participants limité - Prévoir une tenue confortable -Une participation de 10 euros sera à régler - Les modalités seront envoyées par message privé Venez vous essayer, vous dépasser, jouer des personnages… vous permettant de passer des moments d’exception. Nous déclinons toute responsabilité en cas d’incident, lors des ateliers. Hocine et Solène

**Sign up : yogaclubparis.fr/booking** Yin yoga is the perfect balance to the Yang of our changing lives. It works with the body in adeep and slow way through the practice of passive long held postures, breath, mental focus and awareness. It helps to gently release the stress and tension that accumulates from day to day. A gentle but challenging yoga practice including aspects of mindfulness.

**Roomfit Pilates 🧘‍♂️🧘‍♀️💃🏊 tous les week-ends (samedi ou dimanche selon la météo 🙂).** **Le but est de vous aider à mieux bouger votre corps avec plaisir et à être plus performant dans vos activités de tous les jours.** **Tarif : ( participation libre )sortie au chapeau**

New edition of Meet Up at BAM Karaoke Box! Every Sunday. Please note carefully the place of Meet-Up, we now have 5 locations in Paris (two in the 9th, one in the 2nd, one in the 11th arrondissement and one in the 17th arrondissement). The location will be always BAM Parmentier ! Nouvelle édition des Meet Up au BAM Karaoke Box ! Tous les dimanches. Attention à la localisation du Meet-Up, nous avons désormais 4 lieux à Paris (deux dans le 9ème, un dans le 2ème, un dans le 11ème arrondissement et un dans le 17ème) ! Le lieu de l'événement sera toujours BAM Parmentier ! This event is organised by BAM Karaoke Box. Cet event est organisé par BAM Karaoke Box. *** Instead of spending your sunday evening gloomy at the bottom of your couch, join us to start the week on a high note! Whether alone or with friends, have a drink and sing your favorite songs... the best way to break the ice ;) The concept is simple: once your drink ordered from the bar, go to one of the private rooms offered by BAM Karaoke Box. On the program: a catalog of over 30,000 songs in a lounge just for you and totally soundproofed. The room will be open from 15 participants and will be reserved for 2 hours. La salle sera ouverte à partir de 15 participants et sera réservée pour 2 heures. Price : 10€/person, when you'll arrive. Prix : 10€/personne, à votre arrivée. See you on sunday! A dimanche ! Drinks will be on your charge. Les boissons seront à votre charge.

🇫🇷 Bonjour ! J’espère que tout le monde va bien ! 😁 Nous revoilà pour un événement d’échange de Langue Franco-Anglais et de la bonne humeur : * Dimanche à "Les Berthom" : 35 Boulevard Voltaire, 75011 Paris à 18H00, prix de la participation à 10€. Proche des stations République(Métro 3, 5, 8, 9, 11) et Oberkampf(Métro 5, 9). Une boisson vous sera offerte parmi la carte du bar ! 🍻 L’entrée au bar se fait à partir de 17H50. Le concept de l’événement est celui qui suit : * La durée totale de l’événement est de 2 heures, divisée en 3 sessions. À chaque session, des tables de 4 ou 5 personnes seront composées, avec au minimum 2 Français et 2 Étrangers par table. Et pendant cette session, il y aura 15 minutes de conversation en Français et 15 minutes de conversation en Anglais. À la fin de chaque session, les tables changent afin de vous faire rencontrer d’autres personnes ! Nos événements ont pour but de favoriser les échanges linguistiques, culturels et la création de liens sociaux amicaux et/ou professionnels ! Nos événements n’ont pas pour vocations d’être des speed-dating, nous trouvons cela important de le préciser et nous serons strict sur le respect de cette mention. ^^ En espérant vous voir très bientôt ! 🇬🇧 Hello ! We hope everyone’s doing good ! 😁 We're back for a French & English language exchange event : * Sunday at "Les Berthom" : 35 Boulevard Voltaire, 75011 Paris, starting at 6:00PM. For a 10€ fee. Close to the Metro station République (Métro 3, 5, 8, 9 & 11) and Oberkampf (Métro 5 & 9). A drink will be offered from the Bar's Menu !🍻 We’ll start the check-in at 5:50PM. The concept of the event is : * The whole event lasts 2 hours, subdivided in 4 sessions of 30 minutes. In each session, tables of 4 to 8 persons will be formed equally between foreigners and French (2/3 Foreigners and 2/3 French). In these sessions, there will be 15 minutes of French conversation followed by 15 minutes of English conversation. At the end of the 30 minutes, we’ll switch the tables and you’ll be placed on a new table with new persons (Hence, you’ll meet at least 9 to 12 different persons in an event) ! The purpose of the event is mainly focused on the language and cultural exchange, on top of creating friendly and professional links ! These events are not intended to be speed-datings, which is important to be precise and we plan to be strict about this point. ^^ We hope to see you soon !

Groupe de Discussions & Sorties GIRLY 🌸 sur Paris entre 24-38 ans : https://chat.whatsapp.com/JTs0gSMqPRVGlUSTg8oU9s?mode=ems_copy_t Filles uniquement 🚫

**🎲 Jeux & Nouvelles Rencontres à Paris ! 🎉** Bonjour à tous ! 😊 Envie de rencontrer de nouvelles personnes tout en passant un moment ludique et convivial ? Rejoignez-nous pour un **après-midi jeux de société** au *Dernier Bar avant la Fin du Monde* ! Avec **plus de 200 jeux** à disposition, vous aurez l'embarras du choix pour briser la glace, élaborer des stratégies et partager des fous rires tout en créant de nouvelles amitiés ! 📍 **Lieu :** Le Dernier Bar avant la Fin du Monde, 19 Av. Victoria, 75001 Paris 💶 **Participation :** 5 € en espèces (pour l’organisation) + commande d’une boisson au bar 📱 **Contact :** **[Rejoignez notre groupe WhatsApp](https://chat.whatsapp.com/EQr7SpyBTsfFEvaMH84sAM)** (pour la localisation en direct pendant les événements et les mises à jour hebdomadaires). ### 🕒 Arrivée & Formation d’un groupe * Arrivez, récupérez votre badge prénom et commandez votre boisson 🍹 * Vous formerez un groupe de 4 à 6 personnes librement et volontairement selon votre heure d’arrivée *** ### 🔄 Comment ça marche * On joue en petits groupes de 4 à 6 personnes. * Vous êtes libre de rester avec votre groupe aussi longtemps que vous le souhaitez **ou** de changer de table à tout moment pour rencontrer de nouvelles personnes. * Toutes les \~40 minutes, l’organisateur passera aux tables pour proposer à ceux qui le souhaitent de changer de groupe. * Si vous voulez rejoindre un nouveau groupe mais ne savez pas où aller, n’hésitez pas à demander à l’organisateur — il se fera un plaisir de vous présenter. * Aucune pression : certains préfèrent rester avec le même groupe, d’autres adorent bouger et rencontrer du monde. Les deux options sont parfaitement OK ! * Après les parties, il y aura un moment libre pour discuter, rejouer à vos jeux préférés ou simplement faire connaissance. *** *** ❗ **Informations importantes :** • 📸 **Consentement aux images:** Des photos et vidéos pourront être prises durant l’événement à des fins promotionnelles. • Merci de nous informer à votre arrivée si vous préférez ne pas apparaître. • Merci d’arriver un peu en avance ou à l’heure pour faciliter l’organisation des groupes. • Ce n’est pas un événement de rencontres amoureuses, mais beaucoup d’amitiés durables (et parfois plus !) commencent ici. • Cet événement est avant tout un moment de plaisir, de partage et de compétition amicale — tous les niveaux sont les bienvenus ! *** ### 💡 **Pourquoi participer ?** ✅ La meilleure façon de rencontrer des personnes sympathiques et partageant vos centres d’intérêt dans une ambiance détendue. ✅ Avec plus de 200 jeux, il y a toujours quelque chose de nouveau et d’excitant à découvrir ! ✅ Les jeux de société favorisent naturellement la conversation, le travail d’équipe et les éclats de rire — fini les discussions gênantes ! ✅ Parfait pour les nouveaux arrivants, expatriés et locaux souhaitant élargir leur cercle social. ✅ Le Dernier Bar avant la Fin du Monde est l’un des bars à jeux les plus emblématiques de Paris, offrant une ambiance incroyable pour un après-midi inoubliable ! Venez avec un esprit ouvert, une envie de jouer et préparez-vous à passer un après-midi exceptionnel ! 🎉 🇬🇧🇬🇧🇬🇧🇬🇧🇬🇧🇬🇧🇬🇧🇬🇧 Hello everyone! 😊 Looking for a fun and social way to meet new people in Paris? Join us for a **board game afternoon** at *Le Dernier Bar avant la Fin du Monde*! Board games are one of the best ways to connect—with **over 200 games** to choose from, you'll have plenty of options to break the ice, strategize, and laugh your way to new friendships! 📍 **Location:** Le Dernier Bar avant la Fin du Monde, 19 Av. Victoria, 75001 Paris 💶 **Fee:** €5 in CASH + Order something from the bar 📱 **Contact:** **[Join our WhatsApp Group](https://chat.whatsapp.com/EQr7SpyBTsfFEvaMH84sAM)** (for live location during events and weekly event updates) ### Arrival & Form a Group * Arrive, grab a name tag, and order your drink 🍹 * You will form a group of **4–6 people** freely and voluntarily based on arrival time ## 🔄 How the Event Works * We play in small groups of 4–6 people. * You’re free to stay with your group as long as you’d like **or** switch tables to meet new people at any time. * Every \~40 minutes, the host will come around and suggest a table change for those who want to mix things up. * If you’d like to join a new group but aren’t sure where to go, just ask the host — they’ll be happy to introduce you to a new table. * There’s no pressure: some people prefer staying with the same group, others love moving around. Both are totally fine! * After the game rounds, there’s free time to mingle, replay your favorite games, or just chat and connect. **❗ Important Notes:** * 📸 **Media Consent** Photos and videos may be taken during the event for promotional purposes. **Let us know upon arrival if you prefer not to be featured.** * Please **be a little bit earlier or** **on time** so we can organize the groups smoothly. * While this isn’t a dating event, many lasting friendships (and even relationships!) start here. * This event is about **fun, connection, and friendly competition**—all skill levels are welcome! 💡 **Why Join?** ✅ The best way to meet **friendly, like-minded people** in a relaxed setting. ✅ With **200+ games**, there’s always something new and exciting to try! ✅ Board games naturally encourage **conversation, teamwork, and laughter**—no awkward small talk! ✅ Great for **newcomers, expats, and locals** looking to expand their social circle. ✅ *Le Dernier Bar avant la Fin du Monde* is one of Paris’ most iconic gaming bars, offering a fantastic atmosphere for an unforgettable afternoon! Bring an **open mind, a playful spirit, and get ready for an amazing afternoon!** 🎉

**Némo Biennial 2025 is back in Paris and across Île-de-France! 🌟** This major event dedicated to contemporary and digital art explores the connections between the real, the virtual, and the imaginary. Expect immersive installations, audiovisual performances, and unique interactive experiences that push the boundaries of creativity. **What’s on the program?** • Artworks and devices that blur the line between humans and machines 🤖 • Captivating sensory and visual performances 🎭 • Innovative creations from artists, designers, and researchers from around the world 🌍 We will be visiting exhibitions at **CENTQUATRE-PARIS**, one of the key venues of this edition. It will be a great moment to share impressions, discuss the artworks, and enjoy an inspiring collective experience together. 💫 More information: [https://www.biennalenemo.fr/](https://www.biennalenemo.fr/) **Want to get more involved?** Become a **co-organizer, event organizer, or assistant organizer** and help plan the outing, suggest ideas, or give a hand so everything runs smoothly. 📩 **How to participate**: Just reply directly to this message on Meetup and let us know your interests or availability. Let’s organize everything together to make this an unforgettable experience! 💫 **Spread the word!** If you have friends or colleagues who might enjoy this kind of cultural outing, invite them to join our Meetup group! The more passionate people we have, the more fun, lively, and inspiring our experiences become. 🎊 See you soon, **The MeltingSpot Team**

Hi Badminton Fans! Come and join us every Sunday for a fun session of badminton. There are usually 2 sessions to choose from, **This 11 am - Open Session is open to players of all levels.** **If you are a complete beginner -** Talk to us first before signing up, and we can try to make accommodations and maybe have beginners-only court to begin with, with one of the organisers ready to explain all of the basics, such as serving, scoring, rules etc, as well as some pointers to help you progress. **Which Session To Choose** If you're unsure of your level, sign up for the 11am session to start, or ask us! We will try our utmost to ensure that you play with people of similar levels. **What Do You Need** Don't worry about equipment; racquets and shuttlecocks are provided, and there's no need for a badminton license or insurance. Just bring your indoor sports shoes, and a willingness to meet new friends and have lots of fun. There are changing rooms and showers. **Get There Early** Try and get there early to change and get warmed up so that we can start right on time. The courts are normally not being used before we play, so we can get a little extra time playing. **Registration & Payments** Registration is 14€ per person, and you can sign up via PayPal through this event page. For alternative payments, check for available slots on the event page first. Then, submit your payment via https://revolut.me/jonathwu3q with a description of which event you are signing up for, and send the screenshot to one of us so that we can add you. *Please Note: If your name is **not** in the attendees list and you do not have confirmation from us, you will be turned away.* **Annual Membership Option** For regular players, there is the option to take out an annual membership. This costs 80€ for the first year and is renewable each year for 40€. This reduces the weekly registration fee to only 10€ per session. **No Refunds** In the case of a cancellation or no-show, there are no refunds. See you all on the court on Sunday. Happy badminton-ing! Kelvin (0603250357) and Vijay (0767341832), **FREQUENTLY ASKED QUESTIONS** 1. I don’t speak French, can I join? * Yes! We are an international group and everyone speaks English! 2. Are there still available slots? I can’t sign up! Help! * Check the bottom of the event page for availabilities. Once full, RSVPs will be closed. Sign up as early as possible because the events fill up very quickly. 3. I signed up, but I can’t make it! Can I get a refund? * No refunds for cancellations or no-shows. If you inform us early enough, we can try to find a substitute and refund you, but no guarantees. 4. Why can’t I get a refund? * We need a fixed number of participants to maximize court usage, court fees, team arrangements, and team rotations. Cancelations throw all of this off. 5. Do I need to bring anything? Water? Racquets? Birdies? * If you have your own racquet, that will be best! Otherwise, we have spare ones and we provide the shuttlecocks. Bring enough water to hydrate yourself.

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

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.

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

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

**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