R Project for Statistical Computing

**[⚠️ >>Ticket needed (click here)<<](https://eventfrog.ch/de/p/freizeit-ausfluege/wanderung/walk-connect-daytrip-to-seealpsee-appenzell-7459334125192795157.html)**[ ](https://eventfrog.ch/de/p/freizeit-ausfluege/wanderung/walk-connect-daytrip-to-seealpsee-appenzell-7459334125192795157.html)or **[www.social-circle.ch](https://social-circle.ch/)** Cliffside hut, hermit caves, alpine lake — all in one Sunday 🥾 We take the train and cable car to that mountain restaurant from every Switzerland postcard, then hike down past Seealpsee back to the train 🌊🏔️ Make new friends on this daytrip, in a setting National Geographic once called the most beautiful place in the world. **Coming alone? That's totally fine!** We'll match you with people who share your vibe using the Social Circle app — we'll introduce you to it during the event **Stay in the loop:** Join our WhatsApp group for updates and the live meeting location on the day: [https://chat.whatsapp.com/CkFmnu2NL5BDJCUYXv53VG](https://chat.whatsapp.com/CkFmnu2NL5BDJCUYXv53VG) *If the link doesn't open on your phone, try using WhatsApp Web on your computer.* **Timeline** * **09:30**⏰ – Meet under the big clock at Zürich Main Station (HB) * **10:08**🚆 – Take the IR 13 toward Sargans from Gleis 6 * **11:14** – Arrive at Gossau SG (Gleis 3) * **11:21** – Change to the S23 toward Wasserauen from Gleis 11 * **12:13** – Arrive at Wasserauen (Gleis 1), cross the road to the Ebenalpbahn * **12:20**🚠 – Cable car up to Ebenalp (departures every 15 min, ride is \~6 min) * **12:30**🥾 – Walk through the Wildkirchli caves down to Aescher * **12:50**🍽️ – Lunch at Berggasthaus Aescher on the cliff terrace (first come first served, no reservations) * **13:30**⛰️ – Hike down the steep mountain path to Seealpsee (\~1h) * **14:30**🌊 – Time at Seealpsee (photos, snacks, feet in the lake if you're brave) * **16:00** – Walk down the valley path to Wasserauen (\~1h) * **17:00** – Arrive at Wasserauen * **17:18**🚆 – S23 back to Gossau SG, then IR 13 toward Zürich HB * **19:20** – Back at Zürich HB **✅ Included** * Snacks for the trail * Moderated Speed Friending rounds along the way * A guided tour through the Wildkirchli caves, Aescher, and down to Seealpsee **❌ Not included** * Train tickets to and from Wasserauen * Cable car up to Ebenalp * Lunch at Aescher **What to Bring** * Sturdy hiking shoes (the descent from Aescher is steep and uneven) * Water and a small extra snack * Cash can be useful for the cable car and lunch * Sunscreen and a light jacket, mountain weather shifts fast * Your smartphone for the friend-matching **Disclaimer** Participation in this event requires a valid ticket, which must be purchased in advance via the link provided in the event description. Please note that tickets are non-refundable and non-transferable. We do not accept cash payments on the day of the event. To ensure a smooth and safe experience, we kindly ask all participants to follow the instructions and announcements from the event organizers. While our team works hard to create an enjoyable and welcoming atmosphere, attendance is at your own risk. We want everyone to feel comfortable and respected. If you encounter any issues or uncomfortable situations during the event, please speak directly to a member of our team — we're here to help. We reserve the right to exclude participants from the event if they do not adhere to basic standards of respectful interpersonal behavior. This decision is at the discretion of the responsible organizers. By signing up, you agree that any content captured during the event (including photos and videos) may be used on Social Circle's social media channels and those of our partners. Please be aware that we cannot wait for late participants, as this disrupts the planned group flow and connections. If you're delayed or choose a different route, it's your responsibility to catch up with the group. A live location will be shared in the event's WhatsApp chat to help you reconnect. Want more events like this, join our newsletter: [https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP](https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP)

Muchas veces coincidimos en algo: queremos mas conexión, más sentido, mas vida.... Pero en el camino, a veces nos desconectamos de eso que nos enciende. De los sueños que encienden nuestro corazón. Y sin darnos cuenta.... los vamos dejando en pausa. Por eso nace este espacio. No para pensar en los sueños, si no para volver a ponerlos en el cuerpo.... y empezar a moverlos. El poder de los sueños es Un Taller de Biodanza para atreverte a soñar, reconectar con esos sueños olvidados y sentirte capaz de volverlos realidad. Un espacio donde no hay que hacerlo bien, solo dejarse sentir, moverse y permitir que algo vuelva a encenderse. Este 17 de mayo si sientes que necesitas reconectar con tus sueños, y volver a escucharte y recordar que es lo que hace a tu corazón cantar este espacio es para ti. Reserva tu lugar y ven a danzar tus sueños en comunidad. Domingo 17 de mayo 10 am a 12 pm GZ Riesbach- Seefeldstrasse 93, 8008 Zürich Valor: 35 Fr. biodanzaconadri@gmail.com instagram biodanza_suiza_adriana Ropa cómoda y agua, danzamos sin zapatos.

**Step away from the pace of everyday life and spend a day immersed in the quiet rhythm of batik.** Batik is a traditional wax-resist textile art where patterns emerge slowly through the interaction of hot wax and dye. The process invites patience, attention, and a different sense of time — one where the act of making becomes as important as the final piece. In this studio workshop we will explore the traditional batik tulis process using canting (the wax drawing tool) and dye. The day unfolds gradually: observing how wax flows, how colour layers develop, and how patterns begin to reveal themselves on cloth. Working with batik often becomes a quiet conversation between intention and discovery — balancing moments of control with moments of letting go as the wax and dye take their course. Many participants find that the process creates a natural space for focus, reflection, and an inner dialogue that unfolds through making. During the workshop you will: • learn the fundamentals of traditional batik wax-resist techniques • create two small batik textiles (one guided, one your own design) • experience the slow, meditative rhythm of working with wax, colour, and pattern 📍 Location Artiloft – Craft Factory Albulastrasse 24, 8048 Zurich 📅 Dates • May 17, 2026 • June 28, 2026 • August 30, 2026 🕙 Time 10:00–16:30 (with lunch break) 💰 Price CHF 240/ session (materials included) Registration and payment are handled directly by Artiloft: [https://en.artiloft.ch/service-page/batik-cire-teinture](https://en.artiloft.ch/service-page/batik-cire-teinture) Languages: English / German For those who feel drawn to explore batik more deeply, Hazura also hosts small immersive batik retreats in Yogyakarta where participants learn directly with local artisans. The **Subagya Art Retreat** offers a slower cultural immersion into the craft and its living traditions. **Learn more:** [HazuraStudio | Subagya-art-retreat](https://www.hazurastudio.com/subagya-art-retreat)

Sundays, 4pm-5pm. 2 Trial classes: 35 CHF 5 Class package: 97 CHF Book here: https://www.eversports.ch/s/fuego-dance-studio Salsa Lab – Open Level Hey dancers (and future dancers)! We're hosting a Salsa Lab at Fuego Dance Studio in Zürich. What to expect: * Open level – beginner friendly! * Focus on social dancing & connection * No partner needed Details: Sunday, February 8th 4pm – 5pm Fuego Dance Studio, Hohlstrasse 192, Zürich (next to Hardbrücke / Hardplatz) Questions? Drop us a message here or on Instagram: @javierguerra_zh See you on the dance floor

**Deep Rest & Relaxation Circle – Yoga Nidra, Gentle Yoga & Sound Healing** *(By donation – all are welcome)* You’re warmly invited to a nourishing relaxation circle designed to help you slow down, soften, and reconnect with yourself. Together we’ll explore deep rest through gentle yoga, effortless Yoga Nidra meditation (practiced lying down), and soothing sound healing with Tibetan singing bowls — all held in a friendly, supportive circle. This is a space to pause, breathe, and return to your heart, your inner calm, and your natural intuition. **This practice can support:** * Relief from stress, anxiety, and tension * Deep relaxation and nervous system reset * Better sleep * Emotional balance and uplift * Greater clarity, confidence, and creativity * Enhanced intuition * Meaningful, heart-centred connections with others ### What to expect **🌿 Gentle, Nourishing Yoga** Slow, accessible movements to release tension, support energy flow, and reconnect with your body’s wisdom and vitality. **🌙 Yoga Nidra (guided deep rest)** A zero-effort meditation practiced lying down. Yoga Nidra allows the body and mind to fully rest and restore, helping to calm the nervous system, release anxiety, improve sleep, and gently unwind exhaustion and overwhelm. **🔔 Sound Healing** Tibetan singing bowls guide you into deep presence and relaxation. The vibrations support the release of tension, stress, fatigue, and emotional holding, creating an optimal state for rest and self-healing. Everything is provided — just bring comfortable clothes and an open heart. **Contribution:** Suggested donation: **30.–** If cost is a barrier, please contribute what you can — everyone is welcome. **Booking:** Please WhatsApp or text me on **078 246 50 91** to join, as I don’t use Meetup regularly and bookings are managed via WhatsApp. More info: **[www.reconnectiorest.org](http://www.reconnectiorest.org)** I look forward to sharing this peaceful, nourishing time together. With love, **Myriam** 💛

The weather on Ascention Day is forecast to be very rainy. So we move this to Sunday. This is a fairly flat hike along the Limmat from Neuenhof towards Zürich. Towards the end, we stop over (or finish) at a place where they operate live steam outdoor model trains on 5 inch and 7 inch tracks. This weekend is when they have their annual open days. See link and the photos linked below! ############################## MEETING: * 08:05h: Meet at Zürich HB under the «Blue Angel» * 08:07h: Leave for platform 41/42 TRAVEL OUTBOUND: * 08:14h: S12 Zürich HB (dir. «Brugg AG») to Neuenhof * 08:36h: Arrival at Neuenhof and start of the hike HIKE DATA: * Duration: 5¾ hrs (plus breaks) * Distance: 24 km * Ascent/Descent: 160m/140m * SAC classification: T1 * Map: [https://schweizmobil.ch/en/tour/341738489](https://schweizmobil.ch/en/tour/341738489) HIGHLIGHT & STOPOVER: * At ca. 14:00h, stop over at the outdoor steam engine club at Zürich-Tüffenwies. Let's take a ride … * I have foreseen a stopover of about 1 hour for this (look around, ride, food, drinks) * [https://www.dmc-ch.ch/](https://www.dmc-ch.ch/) * [https://www.dmc-ch.ch/veranstaltungen](https://www.dmc-ch.ch/veranstaltungen) * Photos from 2023: [https://www.meetup.com/zurich-hike-outdoor/photos/33534062/](https://www.meetup.com/zurich-hike-outdoor/photos/33534062/) * Photos from 2025: [https://www.meetup.com/zurich-hike-outdoor/photos/35368898/](https://www.meetup.com/zurich-hike-outdoor/photos/35368898/) LUNCH: * Picnic EARLY DROP-OUT: * If you are not sure if the distance and time is for you: There are many S-Bahn stations, bus stops and then tram stops along the way RETURN TRAVEL: * The hike finishes at Zürich HB COST / TICKET PRICE: Total ticket cost: * Outbound: CHF 7.10 (w/HT) * Return: n/a (or ticket from how far you've got) ############################## DISCLAIMER: This is NOT a guided tour. Instead, this is a get-together of individuals who themselves are responsible for their judgement, choices and actions. It is your own responsibility to prepare appropriately before the event: You need to understand what activity is foreseen, assess the difficulty, risks and dangers and the expected weather conditions. Furthermore, you need to assess the requirements regarding experience, capabilities and fitness condition, and judge if you personally have the necessary experience, capabilities and fitness level. You yourself also need to assure adequate preparation, equipment (boots, clothes, gear...) and insurance cover and do everything as if you were going by yourself. During the event it is also your own responsibility to apply your own judgement and to take considerate responsible decisions yourself, fully within your own responsibility and judgement. The event is entirely at your own risk. The organiser also does not warrant on the accuracy or completeness of the description above. The organiser just offers you to join one another and to go together, but holds no responsibility for anything, including injuries or death that might result directly or indirectly from this event.

Herzlich willkommen zu unserem wöchentlichen Deutsch-Konversations. Der Fokus liegt auf freiem Sprechen in einer lockeren, freundlichen Atmosphäre, ohne Druck und ohne Unterricht. Das Meetup ist ideal für Lernende ab Niveau B2 bis C2, die ihr Deutsch aktiv anwenden möchten. Die Themen entstehen spontan aus dem Alltag, aus aktuellen Ereignissen oder aus Vorschlägen der Teilnehmenden. Komm vorbei, auch wenn du nur zuhören oder langsam anfangen möchtest! 📢 Hier ist die WhatsApp-Nummer, um in Kontakt zu bleiben: https://chat.whatsapp.com/JoQufaeFR2GBXKdt3nSE2I 🤳 Bitte teile es und folge uns auf Instagram: https://www.instagram.com/deutsch.sprechen.zurich 📅 Hier ist der Veranstaltungskalender: https://fasthub.wixsite.com/deutsch/treffen 💬 Hier ist der temporäre WhatsApp-Link, falls du kommst und chatten möchtest: https://chat.whatsapp.com/HmHEWIJ16or1qRqXVyvipe

[Ticket](https://eventfrog.ch/Summer-Padel-Events-2026) https://eventfrog.ch/Summer-Padel-Events-2026 Hey everyone 👋 Join us for a fun evening of padel, a mini tournament vibe, and a relaxed tryout for everyone who wants to play, and meet new people. 🎾✨ The game format will be decided on the spot depending on the number of attendees, so it stays fair, and fun for all levels (beginner friendly). **Date & Time: 17.05.2026, 17:40 at Padeleros - Sportanlagen Wallisellen** The venue has lockers (bring a 2.- coin) and showers available. **Cost:** 40 CHF per person. It includes court rental, rackets & balls! If you are a good former tennis player and have not tried padel yet, get the ticket of "Tournament Ticket", as long as you learn the rules beforehand through [videos](https://www.youtube.com/watch?v=NX-68fxhL_4&t=27s). Newbies (50 CHF) will guided with an instructor (Abraham), a community volunteer, or the event host separately. **Schedule:** 17:40-17:50: Gather 17:50: Quick rule briefing & team division (first timers together, will not join the tournament) 18:00 - 20:00: Play padel with the possible rotating matches 20:00 onwards: Socialize, chat, enjoy the sunset, and maybe find a training partner! **Location**:[ Padeleros - Sportanlagen Wallisellen](https://maps.app.goo.gl/9qpn2E44TBw4CBTV8) **Parking info**: it has some parking spots outside the courts The event is posted in several places and **limited to 17 people**. Therefore, make sure to: **1\. Buy the [ticket](https://eventfrog.ch/Summer-Padel-Events-2026) &** **2\. Join the [Whatsapp](https://chat.whatsapp.com/FQsob8EaIPfGJLs7zqia6V) group to confirm your spot.** **3\. Be ready to play the full duration\!** Looking forward to seeing you there! **[Zürich Together Linktree](https://linktr.ee/zurichtogether)** **Cancellation & Reselling Policy:** 1\. You may cancel the ticket up to 48 hrs\. before the event and receive full refund for the initial ticket \(FLEX tickets only\)\. 2\. You may cancel your ticket between 48\-24 hrs\. before the event and receive no refund \(by informing the organizer\)\. 3\. You may resell the ticket up to 48 hrs\. before the event to someone in the CORRECT category\, it is your task to check and inform the organizer from the group chat once it is completed\. 4\. In the last 24 hrs\. No reselling is allowed\. If for some reason you can not attend anymore\, please contact the organizer\. If you do not show up without writing any message\, you may be suspended from the future padel events\. **Disclaimer**: Participation at your own risk. We are not responsible for any injuries.

**_DE_** (_EN below_): Wir, Peter und Patrick, sind zwei Physiotherapeuten mit einer Leidenschaft für Sport und Bewegung. Bei unserem **Gruppenfitness Training** trainierst du gemeinsam mit anderen, das motiviert, macht Spaß und hilft, dranzubleiben. Wir kombinieren Kraft, Ausdauer, Beweglichkeit und funktionelle Übungen, passend für alle Fitnesslevels. **Wichtig:** Bitte kommt in bequemer Sportkleidung. Wer nicht direkt auf dem Boden trainieren möchte, bringt gerne eine Matte mit. Du kannst an einem kostenlosen Probetraining teilnehmen. Danach besteht die Möglichkeit, ein Trainingsabo zu lösen: • 5 Trainings: 160 CHF • 10 Trainings: 280 CHF • 20 Trainings: 490 CHF Werde Teil unserer aktiven Community und erlebe, wie viel Energie Gruppentraining geben kann! **_EN_** We, Peter and Patrick, are two physiotherapists with a passion for sports and movement. In our **group fitness sessions**, you train together with others! it’s motivating, fun, and helps you stay consistent. We combine strength, endurance, mobility, and functional exercises, suitable for all fitness levels. **Important:** Please wear comfortable sports clothing. If you prefer not to train directly on the ground, feel free to bring a mat. You can join a free trial session. After that, you have the option to choose a training package: • 5 sessions: CHF 160 • 10 sessions: CHF 280 • 20 sessions: CHF 490 Become part of our active community and experience how energizing group training can be!

Welcome to this volleyball session for beginners! 🤗 During this event, you’ll have the chance to meet new people, play friendly matches and learn the basic techniques if you wish. This event is aimed at everyone that has never played before or a long time ago and is not sure to be able to pass the ball properly over the net or to someone. If you think you're comfortable playing, I invite you to join the advanced events of Marius: https://www.meetup.com/meetup-group-avsypajv/. Let's meet at the Beachhalle Zürich Nord (next to the airport). I booked the court BBC and Raiffeisen. **Tips:** \- Bring a water bottle **Practical details and participation conditions:** \- A small contribution is required for court rental and other organisational expenses\, please pay before the event via TWINT at \+41784053495 by **writing your name and date of the event** or cash the day of the event. \- For any inquiries\, please **only message me on Meetup** \- Please only sign up through Meetup for an easier organisation \- Please cancel at least 48 hours in advance if you can’t make it\, so others can sign up or I can reschedule the session \- If you don't cancel and do not show\, cover your share to keep it fair for everyone\. \- I strongly suggest you to activate your notifications on Meetup to get updates on your status or event changes\. **Price per person:** CHF 6.5 **!No shows!** Lately, there has been quite some no-shows. Therefore, I remind you to please sign out 48 hours before the event if you're not sure to come. So that people in the waiting list can join instead. The court is not free, any no-show means wasted cost. In case of two no-shows, I have no choice but to impeach you from signing up again by excluding you from the group 😣 **How to reach the court:** 1\. Enter the main building\. The wardrobe is on your left\. 2\. Cross the main building and go out again\. 3\. Go around the building in front of you by turning left\. You will see the tennis courts on your left\. The entrance is slightly hidden on the right\. 4\. Leave your shoes and belongings in the boxes at the entrance\. **In the court, there are no toilets, wardrobe or showers. If you need to change or take a shower, you need to do it in the main building.**

Have you ever been curious about nature on a microscopic level? Maybe you have explored galaxies, birds, flowers, plants, insects...but what about on a smaller scale, like the things living inside a drop of pond water? We organize small hands-on sessions where we collect simple samples from nature and observe them with the prototypes of a portable digital microscope developed by Eureka Microscope ([eurekamicroscope.com](http://eurekamicroscope.com/)), a startup from ETH Zurich. We are looking for people who enjoy nature, photography, hiking, biodiversity, or simply discovering things that are usually invisible. Some sessions will also be part of our early prototype testing. That means you can try the microscope, tell us what feels exciting or frustrating, and help shape a new tool that extends nature exploration to a new scale. No relevant background is needed. Just bring your curiosity :) *** Come by anytime during the event and try two portable digital microscope prototypes (one with 100X magnification, another with 150X) in the park. We’ll set up at the meeting point with microscopes, basic sample tools, and a few example samples. When you arrive, we’ll show you how use the microscope and what kinds of things nearby might be interesting to look at. After the short introduction, you can walk around the park, collect your own samples, and observe them under the microscope. The microscope can connect to your own phone or iPad through wifi, so you can take and save photos or videos directly on your device. This is a casual drop-in event, so you don’t need to arrive exactly at the starting time or stay for the whole session. You can use the microscope as long as you want, if this doesn't prevent another attendee from using it. Parents are welcome to bring children. No science background or microscope experience is needed. ### What to expect * A quick demo of how the microscope works * Suggestions for simple samples to collect in the park * Time to collect and observe your own samples * The option to save photos or videos of what you find * A short feedback conversation if you’d like to help us improve the product ### What to bring Please bring your phone or iPad if you would like to connect it to the microscope and save your own images or videos. We’ll bring the microscope and basic tools for sample collection. P.S. Unfortunately we don't speak German :(

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

**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

Join us for **[Nathan Leiberman](https://www.linkedin.com/in/nathan-richard-lieberman/)**'s talk ... Had enough of writing the same flex classes for the hundredth time? Tired of diving into your coworker’s cobbled container class? Tailwind CSS is here to save your sanity. Tailwind gives you a well-organized, utility-first approach to styling. This CSS framework eliminates naming debates, halts stylesheet scavenger hunts, and satisfies your marketing team’s whims with clear, composable class names and a powerful configuration system. You’ll spend less time fighting CSS and more time building beautiful interfaces. In this talk, I’ll walk through an interactive demo of Tailwind CSS and cover the following topics: * Set up Tailwind CSS in your project * Understand Tailwind’s utility classes and how they work * Integrate breakpoints and dark mode like a pro * Customizing Tailwind to fit your style Ditch your spaghetti stylesheets and come see how Tailwind CSS can make your project lighter, cleaner, and a lot more fun to build. Your future self will thank you. ***Bring your laptop and expect to write some (non-AI generated) code!*** Food and drinks will be available. **LOCATION:** 6515 Longshore Loop, Suite 300, Dublin, OH 43017 **FREE PARKING:** 6725 Longshore Street, Dublin, OH 43017

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)

Whether you've never done improv before, or you've done it for so long you knew Del Close on a personal level, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup** for some fun and games! The idea behind improv is to create entire scenes from scratch based on a suggestion from the audience. This can be done in game form, like *Whose Line Is It Anyway*, *ComedySportz*, or *Wild 'n Out*; it could also be done to tell stories, like *Middleditch and Schwartz*. Our meetup, which is central Ohio's longest running (and free!) weekly comedy event, brings the games (and occasionally different forms) for you to play in a safe, supportive, and compassionate environment. Not only is it a lot of fun, but you get to work on thinking faster on your feet, plus it's an excellent way to meet new people and make friendships that'll last a lifetime! Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "Yes, And" that you'll have fun!

**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

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