Construindo Robôs para o Lar

You want to make animated short film, collaborate on, or be part of the creation process; this meetup is for you! From animators, storytellers, character designers, 3D modellers, sound designers or voice actors, join in and share your work. We present our creations and work processes, share our knowledge and skills, give and receive honest constructive feedback. This regular meet-up is there to set a structure in our creation process, initiate the opportunity to collaborate and to be a source of inspiration. The goal is the process. Let us enjoy the animations we want to make! PS: The café has another floor, take some time to look upstairs ;)

Tired of dating apps or surface-level social events? This is different. Relational Labs is a guided connection experience for singles who want more honest, playful, emotionally intelligent interaction — without performance, pressure, or endless small talk. This is not speed dating. Not networking. Not “pitch yourself to strangers.” It’s a facilitated relational container rooted in psychology, emotional intelligence, attachment work, social dynamics, nervous system awareness, and real-world human connection — made practical enough that you can actually live it instead of reading another 50 books about it. ## What happens • A 2-hour guided online relational experience • Real-time connection exercises designed to create authentic interaction • A format that adapts in real time to whoever is present • Optional participant-led in-person continuation afterward • WhatsApp connection thread after the session ## This may be for you if: • You’re tired of shallow or repetitive social spaces • You want deeper connection without forced intimacy • You enjoy personal growth, psychology, communication, or relational work • You’re open to meeting people in a more intentional way ## Important This experience runs with whoever is present and takes its own shape each time. Sometimes expansive. Sometimes intimate. Both are the real thing. Booking happens through our website. 👉 Reserve your spot: [https://consciousconnectionsclub.com/join](https://consciousconnectionsclub.com/join) Optional in-person continuation: same day or within 48 hours depending on the city Most people come alone. People often leave surprised by how quickly strangers can feel human, warm, honest, and real. Sometimes awkwardness turns into ease. Sometimes curiosity turns into chemistry. Sometimes people simply remember what it feels like to actually connect again.

Join us for chill outdoor beach volley! 🏐 ☀️ 🏖️ 🍻 This event is for everyone who enjoys chill games and is not a *complete* beginner (A1.5+). We play 3v3 (or 4v4) with beach rules. There are no trainers at this event. Register via [the simultaneous event](https://www.meetup.com/berlin-volley/events/) for higher-level 2v2 matches (F1+). After playing, you can join us for socials with drinks and snacks at the bar area. We often play a social deduction game, which you're also welcome to join. It's recommended that you come 10 minutes early so you have time to change and find the fields. If it is your first time, 15 minutes might be even better. You can join whatever court you like and move between courts during the event. We self-organize, so once you finish a game, you can start a rematch, mix with another court, or take a break as you see fit. Upon arrival, join the warmup happening on one of the courts. Join our WhatsApp community via [https://volley.berlin/WhatsApp](https://volley.berlin/WhatsApp) ([QR code](https://secure.meetupstatic.com/photos/event/b/f/d/5/highres_532249109.webp)) Follow us on Insta at [https://www.instagram.com/berlinvolleyball](https://www.instagram.com/berlinvolleyball) **Rules**: Do not join if you have an infectious disease. **Venue**: We play at [Beach 61](https://beach61.de/). There are toilets and showers, but no lockers. There is a bar that sells drinks and snacks. **Payment**: You pay in advance via Meetup. Payment via PayPal or Urban Sports Club is not possible. **Refunds**: The venue does not provide refunds. Thus, we cannot refund you either, even in cases where the event is canceled due to bad weather. If you know you can't make it in advance, you can try selling your spot to someone else via WhatsApp or the comment section. You get a full refund if the event gets canceled due to poor attendance. Pictures might be taken and shared publicly, such as on Meetup or Instagram. You can opt out by letting the organizer know you do not wish to be photographed. By RSVP'ing to this event, you acknowledge and agree to the following: Participation in this volleyball event is at your own risk. The organizer is not responsible for any injury, loss, or damage sustained during the event, whether caused by negligence or otherwise. You are aware of the inherent risks involved in park volleyball and voluntarily assume these risks. You agree to hold the organizer harmless from any claims, liabilities, or expenses arising from your participation, including any medical costs. Share anonymous feedback with the organizer via [https://www.admonymous.co/entropy](https://www.admonymous.co/entropy)

\*\*\*\*\*\* ***For address and more details see the website www.pausify.org*** \*\*\*\*\*\* **Event Info:** Pausify is the **biggest community and most active** of book lovers and creatives in Berlin. Impressions: Instagram: **[@Pausify (Co-Reading Space)](https://www.instagram.com/pausify_org/)** Events happen every Sat and Sun at 11 AM. Bring along your **current book to read** (or something **creative** to work on) and join us for this mix of a shared focus time + discussion. \- 11:00\-11:30 \- Meet & greet \- 11:30\-12:30 \- Silent focus time \- 12:30 \- Discussion of books/ projects over coffee Afterwards, join for lunch if you'd like (optional). **Drinks & snacks are included** ☕️ * **To reserve your place, a ticket (€9,90/event) or a community pass (only €17,90/MONTH) [from the website ](https://pausify.org/)*www.pausify.org* is required** * **Attendance here doesn’t show all sign-ups from other platforms. We usually have about 50 to 100 people at each event.** ***FAQ: Why does it cost money if I bring my own project?*** Because we rent a beautiful, central space for every event. Ever thought your monthly apartment rent was too high? Well, multiply that – that’s what commercial spaces in big cities like Berlin cost *per hour*. Of course, if all you want is just some quiet time, your home or a library is perfect. But if you’d like to focus & connect with others in an inspiring space – with drinks, snacks included – that’s what your ticket helps to cover. See pics from our events below - and on our Instagram: **[@Pausify (Co-Reading Space)](https://www.instagram.com/pausify_org/) ☕️** **[Pausify Co-Reading Space Website](https://pausify.org/) www.pausify.org** For questions, please contact us over [Website ](https://pausify.org/) www.pausify.org as this platform can have issues. Thank you! *Please note that photos and videos may be taken during the event and used for promotional purposes to highlight and share the experiences at our events. If you have concerns, don't hesitate to approach the event organizers before the event.*

Join us for an inspiring life drawing session in Vetomat, Berlin. Our sessions provide a supportive and creative space for artists of all levels to practice figure drawing in a relaxed environment. Whether you are an experienced artist or just starting out, our group welcomes everyone to come together and explore the art of life model drawing. Channel your creativity and hone your skills as you sketch our professional life model during our dynamic sessions. You can expect a friendly and inclusive atmosphere, where you can exchange ideas, techniques, and feedback with fellow artists. No ticket required, payment is by donation, suggested amount is 10,-

**Welcome to** ***The Indian Table Berlin*** – Join us for an evening of flavours, laughter, and new friendships. Chaat is all about connecting over India's most beloved street food. We'll explore a variety of chaats- from Tikki Cholle to Papdi Chaat- while enjoying good music, light-hearted conversations, and the joy of meeting new people over shared plates. **This event will happen on 14th and 16th May, 2026.** **\*Reservation Details\*** • Solo Diner: **€25** • Bring a +1 (come as duo): **€40** for both You can reserve your spot on **[Eventbrite here](https://www.eventbrite.de/e/the-indian-table-berlin-chaat-conversations-tickets-1988675432753)** You can find the menu under photos section. **What to expect:** * **A curated chaat-inspired menu** * **A cozy, welcoming vibe** * **Chai & a sweet surprise to end the evening** Bring your curiosity, appetite, and a willingness to try new flavors. Address shared after RSVP confirmation.

Hallo zusammen! In Rahmen der PAKD Gallery Kurse bieten wir euch einen Zeichenkurs an. Wenn Ihr Zeichnen liebt und eure Fähigkeiten weiterentwickeln möchtet, dann seid Ihr hier genau richtig. In diesem Video erzähle ich euch von meinem Kurs für realistisches Zeichnen mit Bleistift - und wie er Eure künstlerische Arbeit auf ein neues Level bringen kann. Hattest Du schon immer das Gefühl, zeichnen können zu wollen - Dir fehlt aber die richtige Anleitung? In diesem Kurs lernst Du realistisches Zeichnen mit Bleistift, einfach, verständlich und Schritt für Schritt: • Korrekte Perspektive • Licht und Schatten • Materialdarstellung wie Glas, Keramik, Stoff, Metall Der Kurs ist perfekt für Anfänger und für alle, die ihre Fähigkeiten verbessern möchten. Wenn dieses Video Eure Leidenschaft für das Zeichnen mit Bleistift geweckt hat, dann schickt mir einfach eine E-Mail und lasst uns gemeinsam eure Reise in die Welt des realistischen Zeichnens mit Bleistift beginnen. Kleiner Kurs, große Wirkung. Maximal 12 Teilnehmer\*innen! Anmeldung: [kifan@pakd-gallery.com](mailto:kifan@pakd-gallery.com) Sichere dir deinen Platz, bevor alles ausgebucht ist. Samstag 11:00 - 14:00 Uhr. 25€ für eine einzelne 3- stündige Einheit 200€ für ein 10er-Paket, flexibles einlösbar.

Please contact me on WhatsApp if you’d like to join our group, as this group will soon be deleted from Meetup. 017684589930 Thanks, Marco We play every Sunday—year-round—and are looking for a few players who are willing to join regularly. Average age is around 27-50. We play on grass using poles as goals, which allows us to adjust the field and goal size depending on the number of players. Please arrive on time, as we need to divide the teams. Game starts 11:30 sharp. Wir spielen jeden Sonntag - ganzjährig - und suchen nach ein paar Spielern, die sich vorstellen können, regelmäßig dazuzukommen. Alter im Schnitt ca. 27-50. Wir spielen auf Rasen mit Stangen als Toren, wodurch wir die Platz- und Torgrösse flexibel a die Anzahl der Spieler anpassen können. Bitte pünktlich da sein, weil wir die Mannschaften aufteilen müssen. Das Spiel beginnt pünktlich um 11:30 Uhr.

**Looking for a fun, social outdoor sport in Berlin this summer?** Join us to get to know Strandvölkerball - a German twist on dodgeball played on sand! **🏐 What is Strandvölkerball** Strandvölkerball is a **German version of dodgeball played on sand**, combining quick reflexes, teamwork, and a lot of laughs. No experience needed! Most people who join are beginners or haven't played since school. Our ball is very soft! **📍Central Berlin Location** We play **weekly games right next to the East Side Gallery** **in Friedrichshain**, one of the most iconic spots in Berlin. It's the perfect setting for enjoying summer evenings, moving in the sand, and meeting new people. You also have a great view of the beautiful Oberbaumbrücke. **🌞 Weekly Social Games - All Levels Welcome** * **Mixed games every week during the summer** * Focused on **fun, movement, and community** * **Beginner-friendly** – easy to learn, no pressure * Come solo or bring friends! * **Check back on the day of the event** \- sometimes we have to cancel due to **heat, storm, or lack of participants** During the season, some of our training sessions may be reserved for tournament preparation. **🏆 Friendly Tournaments & Special Events** We also host occasional **tournaments**, which are still focused on **fun and inclusive competition**. To join a tournament, you should visit at least some of our social games to learn the rules. Please read the tournament descriptions carefully. 🔥 **Season Highlight: The StrandVÖLKERball-WM** Our biggest event is the **StrandVÖLKERball-WM**, a multi-day festival with: * Teams from all over Germany * Great music, good vibes, and lots of high-quality Strandvölkerball games * Open participation, attend a few trainings, and you'll likely find a team * Want to start your own team? Awesome! Register at: [strandvoelkerball.de/wm-landing/](https://strandvoelkerball.de/wm-landing/) **If you have any questions, please don't hesitate to contact us or check our [Website](https://strandvoelkerball.de/).** We can help you with everything, from joining your first social game to finding a team for one of the tournaments. \-\-\- **Auf der Suche nach einem unterhaltsamen, geselligen Outdoor-Sport in Berlin diesen Sommer?** Komm zu uns und lerne Strandvölkerball kennen – eine deutsche Variante von Völkerball, die im Sand gespielt wird! **🏐 Was ist Strandvölkerball** Strandvölkerball ist eine deutsche **Variante von Völkerball, die im Sand gespielt wird** und schnelle Reflexe, Teamwork und jede Menge Spaß vereint. Keine Vorkenntnisse erforderlich! Die meisten Teilnehmer sind Anfänger oder haben seit ihrer Schulzeit nicht mehr gespielt. Unser Ball ist sehr weich! **📍Mitten in Berlin** Wir spielen wöchentlich **direkt neben der East Side Gallery in Friedrichshain**, einem der bekanntesten Orte Berlins. Es ist der perfekte Ort, um Sommerabende zu genießen, sich im Sand zu bewegen und neue Leute kennenzulernen. Außerdem hat man einen tollen Blick auf die schöne Oberbaumbrücke. **🌞 Wöchentliche Community Games - Alle Spielstärken willkommen** * **Jede Woche im Sommer gemischte Spiele** * **Spaß, Bewegung und Gemeinschaft** stehen im Vordergrund * **Anfängerfreundlich –** leicht zu lernen, kein Druck * Komm alleine oder bring Freunde mit! * **Schau am Tag der Veranstaltung noch einmal vorbei** – manchmal müssen wir aufgrund von **Hitze, Sturm oder zu wenigen Teilnehmern** absagen. Während der Saison können einige unserer Trainingseinheiten für die Turniervorbereitung reserviert sein. **🏆 Freundschaftsturniere & Sonderveranstaltungen** Wir veranstalten auch gelegentlich **Turniere**, bei denen der **Spaß und der integrative Wettkampf** im Vordergrund stehen. Um an einem Turnier teilzunehmen, sollten Sie mindestens einige unserer Community Games besuchen, um die Regeln zu lernen. Bitte lesen Sie die Turnierbeschreibungen sorgfältig durch. 🔥 **Saison-Highlight: Die StrandVÖLKERball-WM** Unser größtes Event ist die **StrandVÖLKERball-WM**, ein mehrtägiges Turnier mit: * Teams aus ganz Deutschland * Toller Musik, guter Stimmung und vielen hochkarätigen Strandvölkerball-Spielen * Offene Teilnahme – Nimm an ein paar Trainingseinheiten teil und du wirst mit Sicherheit ein Team finden! * Möchten Du dein eigenes Team gründen? Super! Registrier dich unter: [strandvoelkerball.de/wm-landing/](https://strandvoelkerball.de/wm-landing/) **Wenn Du Fragen hast, zöger bitte nicht, uns zu kontaktieren oder unsere [Website](https://strandvoelkerball.de/) zu besuchen.** Wir helfen dir gerne weiter, vom ersten Community Game bis hin zur Suche nach einem Team für eines der Turniere.

أعزائي رفقاء الكتابة، انضموا إلينا في لقائنا القادم، هذه المرة بين أحضان الطبيعة وزغاريد العصافير في كافيه حدائق الأميرات. كالعادة سأجلب معي شخصية وقصة نكملها في 20 دقيقة، ثم سنفتح المجال لمن يريد مشاركتنا أفكاره وآخر مشاريعه الأدبية. إن لم يحالفنا الحظ وأمطرت في ذلك اليوم، سنأوي إلى كافيه حارتنا المقابل للمقبرة. !!!! ننتظركم على الوقت قبل أن نبدأ بنشاطاتنا، لذلك رجاءً تحديث الحضور (RSVP) قبل اللقاء بيوم !!!! أهلاً بكم محبي وممارسي هواية الكتابة باللغة العربية! ندعوكم للانضمام إلينا في لقائنا القادم: سنبدأ بجولة تعارف سريعة، ثم نقوم بأحد تمارين الكتابة الإبداعية الممتعة، وفي النهاية سنفتح المجال لمن يريد مشاركتنا نصاً كتبه أو فكرة لمشروعه، لنناقشها ونتبادل الآراء بموضوعية. بغض النظر عن مستواك الحالي، حتى وإن لم تكتب من قبل - لا تتردد في الانضمام إلينا! الهدف من هذه اللقاءات هو خلق مساحة للكتابة ومشاركة التجربة مع الآخرين، لتنمي هواية وعادة الكتابة. كل ما تحتاجه هو الرغبة وبعض الوقت. (وورقة وقلم أو لابتوب) لا تترددوا في التواصل معي إن كان لديكم أي أسئلة أو اقتراحات نور

AKRO YOGA OPEN JAM Partner-Akrobatik im Offenen Wohnzimmer - Offene Jam Du möchtest deine neu gelernten Flows und Figuren aus der Partnerakrobatik mit anderen Menschen ausprobieren? Dann bist du hier genau richtig. Wir wollen gemeinsam einen Raum schaffen, in dem wir gemeinsam an unseren Flows arbeiten und kreativ experimentieren können. Nach einem gemeinsamen Warm Up wird frei ausprobiert, um am Ende bei einem gemeinsamen Cool Down wieder zusammen zu kommen. Du kannst gerne alleine kommen, es wird genug potentielle Partner\*innen vor Ort geben. Du brauchst: Bequeme, eng anliegende Kleidung, etwas zu trinken. Matten sind vor Ort. \*\*\*\* Anmeldung erforderlich : melde dich bitte an unter [akro@filua.de](mailto:akro@filua.de)

Welcome to Sunday Tech Coffee. This is a **networking** event for those in the tech industry in Berlin. We are usually inside and to the right. Ask the barista/bartender if you can't find us.

A volte basta poco per uscire dalla routine: tre ore, uno spazio condiviso, e il permesso di giocare. Questo workshop di improvvisazione teatrale è uno di una serie di incontri indipendenti: puoi partecipare a questo senza aver fatto gli altri, e fermarti qui oppure tornare quando vuoi. Ogni appuntamento è un’esperienza completa, che inizia e si conclude nello stesso giorno. È pensato per chi ha voglia di staccare la testa, prendersi una pausa dal solito ritmo e provare qualcosa di diverso. Non serve nessuna esperienza: si parte da zero, insieme, in modo semplice e leggero. Lavoreremo con l’immaginazione, il corpo e la relazione con gli altri, senza pressione e senza giudizio. È un’occasione per lasciarsi sorprendere, ridere e condividere un momento autentico con persone nuove. Tre ore per uscire un po’ dal solito — e vedere cosa succede. Costo solo 20 euro. https://www.yesticket.org/event/en/laboratorio-dimprovvisazione-in-italiano-16-05-26/ Per info scrivi a: berlinoitaliaimprov@gmail.com

**Event Description:** Step into a dynamic studio experience designed to push your creativity and elevate your portfolio! Join us in Lichtenberg for a creative indoor photo marathon in a fully equipped professional photo studio. We've put together multiple curated settings, all professionally lit and ready for you to shoot. **💡 The Concept** This fast-paced, rotation-based format is built to maximize your shooting time and creative output. You’ll work across diverse setups, lighting styles, and models, all in a single session. * **1-on-1 Shooting:** Dedicated time with each model. * **Ready-to-Shoot:** Professionally lit, styled environments for varied content. * **Inspiring Atmosphere:** A focused chance to experiment, connect, and create alongside like-minded photographers. **👥 Who & What to Expect** * **Participants:** Up to 15 photographers, divided into 5 rotating groups. * **Skill Level:** Intermediate and above. * **The Models:** Anna [@anna_serbianita](instagram.com/anna_serbianita) Arina [@arinajainn](http://instagram.com/arinajainn) Sofiia [@soika_rom](http://instagram.com/soika_rom) Yessir [@nsiniumoh](http://instagram.com/nsiniumoh) Michal [@Miguerim1](http://instagram.com/Miguerim1) **🔗 See Our Past Events** Check out selected coverage of our past TFP events: * [Event Recap 1](https://www.instagram.com/p/C58r4z2ojQJ/) * [Event Recap 2](https://www.instagram.com/theisoclubcollective/reel/C8E17M7KyOz/) * [Event Recap 3](https://www.instagram.com/reel/C6YYzKbiVax/) **📍 Location details:** [Fotostyle](https://maps.app.goo.gl/4q3ZAFFK3Hc6fg9K7) – Berlin Studio 1 (150m2, one of the best photo studios in Berlin) ✨ **Studio Showcase: Authentic Photos from our past event in this studio** All photos featured on this event page were taken right here in the studio where the marathon will take place. This gives you a true-to-life look at the exact space, lighting, and creative possibilities waiting for you. **🎟️ Payment** **Participation fee:** 80 EUR total (covers studio, models, and organization costs). **🤝 Photo Sharing & Community Guidelines** To ensure a great experience for everyone, we ask all participants to agree to the following: * **Public Social Media:** If you want to post photos to Instagram (or other public media), please reach out to the model first - it's important to build collaboration on a positive foundation * **Give Credit:** All public posts must tag the model, **@the_isoclub**, and **@_portraitscenter**. * *Tip:* We highly recommend using [PicFlow](https://picflow.com/) to easily select and finalize photos that work for both parties! * Share your favorite photos in our Discord and WhatsApp group (we might repost your best photos - you will be fully credited/invited to collaboration) ✅ **Terms and conditions for participants:** [Document](https://docs.google.com/document/d/1EEhcsXgInJaYgyIxnMObQnz7ZVUxp7MuGe8_fCR5Y2g/edit?usp=sharing)

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.

Join the CONNECTED Westerville Mastermind Group for a dynamic afternoon of B2B networking! This event is perfect for professionals looking to expand their business connections, share insights, and foster collaboration within the community. Whether you are a seasoned entrepreneur or just starting out, this event offers a valuable opportunity to exchange ideas, build relationships, and grow your network in a supportive environment. Connect with like-minded individuals, explore potential partnerships, and discover new opportunities for professional growth. Don't miss out on this chance to enhance your business network and take your career to the next level with CONNECTED Westerville Mastermind Group! We meet the 4th Monday of every month from 11am-1pm. Welcome and general networking from 11am - 11:30am with core meeting 11;30 - 12:30 and a final round of networking from 12:30 - 1pm.

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)

Why are we unhappy? Where does emotional pain come from? Studies show that people who suffer from long-term emotional pain have painful experiences in their lives that were never fully resolved in their mind. In other words, there were issues in the past that were not completely dealt with. This can include abuse in childhood, breakups, divorce, death of a loved one, to name a few. How do you know whether you have gotten over something painful? Here is an easy test: Do you still have attention on what had happened to you? For instance, do you still find yourself thinking about something painful that you went through? If you are, then you are not over it. In fact, in severe cases, people find themselves playing a "tape" in their mind over and over again. So how do you heal from your past? How do you stop the "tape" playing in your mind? In this meeting, you will learn a technique to help you with that. Come join us! Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Dianetics and Scientology life improvement center.

**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

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Here is the secret of being positive and free: Thinking positively is not enough. You also have to get rid of the negative thinking. Your mind is like a garden. You can plant many beautiful flowers in it, but if you don't get rid of the weeds when you plant your flowers, the weeds will soon take over the whole garden. A positive thought is like a flower in your mental garden, and a negative thought is like a weed. You cannot expect to have a positive mindset if you continue to have negative thoughts dwelling and growing there. So, how do you get rid of the negative thoughts? That's what this Meetup is all about. Attend this local meeting and find out! The Meetup event will be led by a consultant who had helped many people live happier in life. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Dianetics & Scientology life improvement center.

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