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Frequently Asked Questions

Yes! Check out transportation events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.

Discover all the transportation events taking place this week here. Plan ahead and join exciting meetups throughout the week.

Absolutely! Find transportation events near your location here. Connect with your local community and discover events within your area.

Transportation Events Today

Join in-person Transportation events happening right now

Sorties et rencontres amicales PARIS - Afterwork, jeux, rando, sport...
Sorties et rencontres amicales PARIS - Afterwork, jeux, rando, sport...
👋 Qui veut intĂ©grer un groupe d'amis en cours de constitution pour faire des sorties et activitĂ©s ensemble sur Paris et la rĂ©gion parisienne ? Voici quelques exemples de sorties proposĂ©es dans ce groupe : ❇ apĂ©ro, afterwork, bars, restaurants, brunch, pique-nique ❇ cinĂ©, concert, thĂ©atre, musĂ©e ❇ sports (tennis, initiation au golf, hiit, running, escalade, etc.) ❇ jeux de sociĂ©tĂ© (poker, loup garou...) et en plein air (mollky, pĂ©tanque...) ❇ week-end ❇ et tout ce que tu pourras proposer. đŸ’„đŸ’„ Ouverture, respect et bienveillance sont les valeurs qui animent le groupe đŸ’„đŸ’„ Si tout cela te parle, inscris toi Ă  notre groupe "Sorties et rencontres amicales - Paris" pour ĂȘtre informĂ©(e) de toutes les sorties, il vient tout juste d'ĂȘtre créé sur Meetup et nous serons heureux de faire ta connaissance lors d'une prochaine sortie 👋 Ne te fie pas au nombre de participants sur Meetup, nous sommes sur plusieurs sites et Meetup est le dernier sur lequel nous avons ouvert un compte. \*\*\*\*\*\*\*\*\*\* BIEN LIRE ATTENTIVEMENT CI-DESSOUS \*\*\*\*\*\*\*\*\*\* **NB : INUTILE DE CLIQUER SUR "Participer" SUR CETTE FICHE.** Inscris toi juste au groupe et clique sur "Participer" uniquement sur les activitĂ©s / sorties qui ont lieu de façon sure et certaine et qui sont toutes prĂ©cĂ©dĂ©es des symboles đŸ’„đŸ’„ devant leur titre. **Si dans le titre de la sortie il n'y a pas les symboles đŸ’„đŸ’„ c'est que la sortie n'est pas confirmĂ©e.** Nos sorties (et celle d'autres utilisateurs) sont Ă©galement publiĂ©es sur l'application gratuite de rencontres amicales Weezem : 👉 Appstore : [https://apps.apple.com/fr/app/weezem/id1547233803](https://apps.apple.com/fr/app/weezem/id1547233803) 👉 Google Play : [https://play.google.com/store/apps/details?id=com.weezemapp](https://play.google.com/store/apps/details?id=com.weezemapp) Tu peux aussi t'inscrire au groupe Whatsapp Weezem ici pour ĂȘtre informĂ©(e) de nos futures sorties 👉 [https://chat.whatsapp.com/BoYNpq9JUyFB6RbIIDjblC](https://chat.whatsapp.com/BoYNpq9JUyFB6RbIIDjblC) A trĂšs vite. Patrice
CAP compétition mardi 19h30
CAP compétition mardi 19h30
Soirée Découverte : Visite du Campus - Q&A
Soirée Découverte : Visite du Campus - Q&A
Vous vous posez des questions sur une reconversion dans la Tech ? Vous hĂ©sitez entre plusieurs parcours de formation ? Rejoignez-nous pour une soirĂ©e d'Ă©changes en toute convivialitĂ© avec l'Ă©quipe du Wagon Paris. L'occasion idĂ©ale pour dĂ©couvrir nos bootcamps, comprendre notre pĂ©dagogie et explorer les opportunitĂ©s de carriĂšre qui s'offrent Ă  vous. 🚹 Inscription obligatoire sur notre site [ici](https://www.lewagon.com/events/soiree-decouverte-visite-du-campus-et-q-a-OUQJLh) **À qui s'adresse cet Ă©vĂ©nement ?** Cette session est ouverte Ă  toutes et tous, quel que soit votre niveau ou votre parcours. Aucun prĂ©requis technique n'est nĂ©cessaire. Venez simplement avec vos questions et votre curiositĂ© ! **Ce que vous apprendrez :** ✅ Les formations intensives du Wagon, entre autres : AI Software Development, Data Analytics et Data Science & AI, leurs contenus et dĂ©bouchĂ©s professionnels ✅ Les dispositifs de financement disponibles pour concrĂ©tiser votre projet de formation (CPF, PĂŽle Emploi, prĂȘts, etc.) ✅ L'accompagnement carriĂšre personnalisĂ© proposĂ© aprĂšs le bootcamp pour maximiser vos chances de rĂ©ussite professionnelle **À propos du Wagon :** Le Wagon est un des leaders mondiaux des formations intensives en DĂ©veloppement Web, Data et No-code. Depuis 2013, Le Wagon forme des professionnels en quĂȘte d'Ă©volution, des esprits crĂ©atifs ou encore des entrepreneurs aux mĂ©tiers de la Tech. À temps plein ou Ă  temps partiel, sur l'un de nos 40 campus dans le monde ou en ligne, nos intervenants passionnĂ©s enseignent les compĂ©tences les plus recherchĂ©es par les entreprises Ă  travers une pĂ©dagogie basĂ©e sur la pratique. Rendez-vous sur **[lewagon.com](http://lewagon.com/)** pour accĂ©lĂ©rer votre carriĂšre et rejoindre une communautĂ© internationale de plus de 32 000 personnes ! 🚹 Inscription obligatoire sur notre site [ici](https://www.lewagon.com/events/soiree-decouverte-visite-du-campus-et-q-a-OUQJLh) 📊 INFORMATIONS PRATIQUES ────────────── 📅 Date : 19/05/2026 ⏰ Heure : 18:30 📍 Lieu : Campus Le Wagon Paris ⏱ DurĂ©e : 1h
Un Verre Franglais
Un Verre Franglais
đŸ‡ș🇾Several friends hanging out speaking English & French! All levels of English/French are welcome! Our hope is to gather together each week to build conversation skills and friendships! It is free, please just patronize the restaurant! We have a WhatsApp group for announcements! Tuesdays 19hr-22hr Archie Restaurant - Bourg-la-Reine đŸ‡«đŸ‡·Plusieurs amis parlant anglais et français ! Tous les niveaux d'anglais et de français sont les bienvenus ! Nous espĂ©rons nous retrouver chaque semaine pour dĂ©velopper nos compĂ©tences en conversation et nos amitiĂ©s ! C'est gratuit, tout ce que vous avez Ă  faire est de frĂ©quenter le restaurant ! Nous avons un groupe WhatsApp pour les annonces ! Mardi 19hr-22hr Restaurant Archie's - Bourg-la-Reine [Announcements Group](https://chat.whatsapp.com/D4EMo85BAqB9HODqvIFOF9)
NĂ©mo Biennial 2025 is back in Paris and across Île-de-France! 🌟
NĂ©mo Biennial 2025 is back in Paris and across Île-de-France! 🌟
**NĂ©mo 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 đŸ€– ‱ 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. đŸ’« 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. đŸ“© **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! đŸ’« **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 Art&More Team**
NĂ©mo Biennial 2025 is back in Paris and across Île-de-France! 🌟
NĂ©mo Biennial 2025 is back in Paris and across Île-de-France! 🌟
**NĂ©mo 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 đŸ€– ‱ 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. đŸ’« 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. đŸ“© **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! đŸ’« **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**
Drinks & Movie Night 🍿 Trois Couleurs: Rouge
Drinks & Movie Night 🍿 Trois Couleurs: Rouge
**Trois Couleurs: Rouge – 𝒊𝒏 đŸ‡«đŸ‡·đ’˜đ’Šđ’•đ’‰ 🇬🇧𝒔𝒖𝒃𝒕𝒊𝒕𝒍𝒆𝒔 + Midnight in Paris Tour** **🎬 Date & Time: Tuesday, May 19th, Drinks at 7pm at Tournebride Bar and Screening at 8pm** **đŸ“œïž CinĂ©ma: ÉpĂ©e de Bois, 100 Rue Mouffetard, Paris 5** **đŸŽŸïž Movie Tickets: €5.00 – €9.90** **https://achat.cine-epeedebois.fr/reserver/F28703/D1779213600/VF/264944/** **đŸŽŸïžTour Tickets: €18 https://my.weezevent.com/lost-in-frenchlation-x-cine-balade-present-midnight-in-paris-movie-tour-17** **In this third and final installment of the three-color series, a young woman named Valentine, a student at the University of Geneva and a model, accidentally runs over a dog. The dog is only injured. On a tag attached to its collar, Valentine finds the owner's address. He is a judge...** **Watch the trailer with English subtitles: https://www.criterionchannel.com/videos/three-colors-red-trailer**

Transportation Events This Week

Discover what is happening in the next few days

The Grand Kenya Wildlife Odyssey (7 Nights)
The Grand Kenya Wildlife Odyssey (7 Nights)
***Experience Kenya’s wild beauty—Big Five safaris, Kilimanjaro views, flamingo lakes & unforgettable moments across 4 iconic parks.*** **HOW DO I JOIN THIS TRIP?** Click on link below to get complete info and to sign up for this event by getting your ticket. [https://urbanaturetravel.com/event/kenya-7n-may2026](https://urbanaturetravel.com/event/kenya-7n-may2026) **SPECIAL OFFER FOR NEW USERS** * 10% New User Discount using promo code: **MEETUP10** * Valid for this trip or any other trips available on our website. **🌍 WHY THIS JOURNEY IS TRULY ONCE-IN-A-LIFETIME?** This is not just a safari. This is Africa — raw, untamed, and unforgettable. From the golden plains of the **Masai Mara** to the shadow of **Mount Kilimanjaro**, this journey takes you deep into the heart of Kenya’s most iconic landscapes. You’ll track the **Big Five**, walk among wild giraffes, cruise past hippos at sunset, and witness nature in its most powerful form — all while staying in carefully selected lodges immersed in the wild. ✹ **8 days. 4 iconic parks. Endless unforgettable moments.** **🌟WHAT ARE SOME OF THE HIGHLIGHTS?** **🩁 Masai Mara Safari (2 Days)** Track the legendary **Big Five** across vast savannas 🎈 **Optional Hot Air Balloon Safari** Float above wildlife at sunrise — a once-in-a-lifetime view 🌍 **Masai Village Experience** Step into local culture, traditions & tribal life đŸŠ© **Lake Nakuru National Park** Rhinos, flamingos & acacia forests đŸš€ **Lake Naivasha Boat Safari** Spot hippos & fish eagles from the water 🩒 **Crescent Island Walk** Walk freely among giraffes, zebras & antelopes 🐘 **Amboseli National Park (2 Days)** Massive elephant herds with **Mount Kilimanjaro backdrop** 📾 **Iconic Wildlife Photography Moments** Capture “National Geographic” style shots 🗓 **TRIP DETAILS** **Start and End Date:** Sunday, 24 May 2026 - Sunday, 31 May 2026 **Meeting Location:** Meet your guide and the other participants in Jomo Kenyatta International Airport. **Finishing Location:** Jomo Kenyatta International Airport. **Note**: You can arrive anytime on the trip start date & leave anytime on trip end date, please however, let us know in the sheet that will be shared with you closer to the event date, so that we can accordingly make the relevant pickup & drop off arrangements from our end. **What is Included?** * Guide for the entire duration (Guide speaks English). **Note:** English is the main language spoken in this trip. * 7 nights accommodation for this trip (twin-share rooms) that **includes 2 Nights accommodation in Masaimara, 2 Nights in Amboseli National Park and 1 Night each in Lake Nakuru National park, Lake Naivasha National Park** & Nairobi. * Private transportation for the entire trip. * Private **Safari mini-van for transportation during the safaris**. * 6 days full board meals during safari. * Park entry fees included. * Guided game drives across all parks. * 1-hour **Lake Naivasha boat ride**. * Airport transfers. * Daily bottled water. * Access to a WhatsApp group and Google photos album, dedicated to the trip. * **Note:** Email us immediately if you do not have WhatsApp and we can make alternate arrangements from our end to ensure you do not miss out on any communication. **How to get to Jomo Kenyatta International Airport?** **Flight:** Flying is the easiest and most convenient way to reach Jomo Kenyatta International Airport, with direct and connecting flights available from most major European cities (Frankfurt, Amsterdam, Paris, London, etc.). **From Europe:** ‱ Direct flights: \~8–9 hours ‱ One-stop connections also widely available via major hubs **Arrival in Nairobi:** Once you land at NBO Airport, our team will arrange your **airport pickup and transfer** to the hotel. **Need Assistance:** Please reach out directly for **customized flight-inclusive offers** from anywhere in Europe ✈ đŸ“Č WhatsApp / SMS: +49 152 2150 6123 +49 151 2486 7229 **🏡 ACCOMMODATION** 🏹 **Day 1 – Nairobi:** Stay at **The Concord Hotel** (or similar) – Comfortable city stay to relax before the safari 🩁 **Days 2–3 – Masai Mara:** Safari Lodge (Full Board) – Immersed in wildlife-rich plains đŸŠ© **Day 4 – Lake Nakuru:** Safari Lodge (Full Board) – Close to rhino sanctuary & flamingo lake 🌊 **Day 5 – Lake Naivasha:** Lakeside Lodge (Full Board) – Peaceful stay near freshwater lake 🐘 **Days 6–7 – Amboseli:** Safari Lodge (Full Board) – Stunning views of Mount Kilimanjaro **🌄 THE EXPERIENCE FLOW** **Day 1: Arrival in Nairobi ✈** Welcome to Kenya! Relax, recharge & prepare for your safari adventure **Day 2–3: Masai Mara Magic 🩁** Drive through the Great Rift Valley into Kenya’s most famous reserve ‱ Game drives tracking the **Big Five** ‱ Optional **Balloon Safari** 🎈 ‱ Visit a traditional **Masai village** **Day 4: Lake Nakuru đŸŠ©** ‱ Rhino sanctuary ‱ Flamingo-lined shores ‱ Scenic acacia landscapes **Day 5: Lake Naivasha 🌊** ‱ Boat ride with hippos & birdlife đŸš€ ‱ Walk among wildlife on **Crescent Island** **Day 6–7: Amboseli 🐘** ‱ Giant elephant herds ‱ Views of **Mount Kilimanjaro** ‱ Classic African safari photography moments **Day 8: Departure ✈** Return to Nairobi & transfer to airport **🎒 OPTIONAL EXPERIENCE** 🎈 **Hot Air Balloon Safari (Masai Mara)** – $500 per person A breathtaking sunrise experience over the savanna **đŸŒ± TRAVEL WITH PURPOSE** By joining this trip, you contribute to **nature conservation efforts** in the region 🌍 **✹ FINAL THOUGHT** This is the Africa you’ve always dreamed of. Wildlife roaming free. Sunsets that stop time. Moments that stay with you forever. 🌍 **The Grand Kenya Wildlife Odyssey is not just a trip — it’s a story you’ll tell for life.** **FOR FUTURE TRIP UPDATES:**. Please do join our WhatsApp / Telegram channel for updates about our future trips including possible early bird discounts, contests etc. 1. [WhatsApp Channel](https://go.unt.global/travelgroup) 2. [Telegram Channel](https://t.me/urbanaturetravel)
CAP compétition jeudi 19h30
CAP compétition jeudi 19h30
Portrait sublime - Tour Eiffel
Portrait sublime - Tour Eiffel
Shooting photo prÚs de la Tour Eiffel pour sublimer votre portrait! Contactez moi pour échanger autour du meilleur spot afin de capturer les souvenirs qui vous ressemblent! Je choisirai avec vous le meilleur cadre! 20 mins de shooting. Je retouche les photos avant de vous les envoyer. Optimisation possible des retouches pour les réseaux sociaux si vous le souhaitez! Prix par personne: 20 euros Photos de couple/groupe: 30 euros Photo shoot next to the Eiffel Tower to take an outstanding portrait! Contact me to share about which spot suits you the best! I will choose with you the best surroundings! 20 mins photo shoot. I edit all the images before I send them to you. Edits can be optimized for social networks if you want! Price per person: 20 euros Price for a couple/group: 30 euros
Natation G4 Vitruve
Natation G4 Vitruve
Atelier Théùtre FLE (Français Langue EtrangÚre)
Atelier Théùtre FLE (Français Langue EtrangÚre)
đŸ‡«đŸ‡· Rejoignez-nous pour un atelier théùtral oĂč vous pourrez pratiquer et amĂ©liorer votre français tout en vous amusant! Les Ă©tudiants de tous niveaux sont les bienvenus Ă  participer Ă  cette session interactive et conviviale, encadrĂ©e par des professionnels du théùtre. Venez dĂ©velopper vos compĂ©tences linguistiques, votre confiance en vous et votre crĂ©ativitĂ© tout en rencontrant d'autres passionnĂ©s de la langue française. Ne manquez pas cette opportunitĂ© unique d'allier l'art du théùtre et l'apprentissage de la langue dans une atmosphĂšre chaleureuse et bienveillante. 🇬🇧 Join us for a theatre workshop where you can practise and improve your French in a fun and supportive environment! Students of all levels are welcome to take part in this interactive and friendly session led by theatre professionals. Come along to develop your language skills, self-confidence, and creativity, and to meet other French language enthusiasts. Don’t miss this unique opportunity to combine theatre and language learning in a warm and welcoming atmosphere.
Natation SSD vendredi
Natation SSD vendredi
Natation G3 Godard
Natation G3 Godard

Transportation Events Near You

Connect with your local Transportation community

Vision Loss Support Group: Discussion of Ohio Theatre Tour
Vision Loss Support Group: Discussion of Ohio Theatre Tour
You can also join the meeting by Conference Call at (518) 263-8851.
TBD
TBD
**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
Quarterly Community Gathering
Quarterly Community Gathering
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)
Volunteer with Worthington Resource Pantry
Volunteer with Worthington Resource Pantry
Building Momentum: From Ambiguity to Execution
Building Momentum: From Ambiguity to Execution
**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.
Tour - Lavender & Light: Provence, France 2026
Tour - Lavender & Light: Provence, France 2026
Join Bold Spirit Travel for an all-women’s journey through the [heart of Provence. ](https://www.boldspirittravel.com/journeys-1/south-of-france-provence-2026) From charming villages and bustling markets, to lavender fields and coastal cliffs, this adventure blends history, art, food, and stunning landscapes. Your base is a boutique hotel in Aix-en-Provence, the perfect hub for exploring southern France. *\*We can only take 10 women on this trip.* **Highlights** * **Aix-en-Provence** – stroll cobbled streets, browse colorful markets, and enjoy lively cafĂ©s. * **Marseilles** – tour its historic basilica and meet traditional soap makers. * **Arles & Wine Tasting** – explore Roman ruins and sip wines at Mas ValĂ©riole estate. * **Lavender Fields** – capture the beauty of Abbaye Notre-Dame de SĂ©nanque. * **Cassis & the Calanques** – enjoy seaside scenery and an optional boat ride. * **St. RĂ©my** – wander the vibrant market and visit Van Gogh’s former monastery. * **Les Baux-de-Provence** – experience the dazzling immersive light show. * **CabriĂšres-d’Avignon** – discover lavender’s artistry at the Lavender Museum. **What's Included:** * 6 nights in a boutique hotel (shared occupancy; private upgrades available). * Expert Bold Spirit tour leader plus bilingual local guides. * Meals as listed in the itinerary. * Private ground transportation. * Pre-trip support: Zoom call, WhatsApp group, and packing guidance. **Why Travel With Us?** This Provence adventure is designed for women who love travel, culture, and connection. You’ll share meals, explore iconic sites, and enjoy the slower pleasures of the French countryside—with expert guidance and community every step of the way. **Pricing:** * **Trip Cost:** USD 5,885 * **Deposit:** USD 700 non-refundable (secures hotels and guides) Get in touch with us to set up a call and learn [more](https://www.boldspirittravel.com/journeys-1/south-of-france-provence-2026). Contact:[ https://www.boldspirittravel.com/contact](https://www.boldspirittravel.com/contact)
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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