Symfony

. **❤️ WELCOME HOME** **❤️** Weather note: * we have **100% dry** areas for everyone whatever the weather * **exact location of the tables** I will send around 6pm in the whatsapp chat below and instagram and in [meetup.com](http://meetup.com/) we will add as a photo * look for **Christos** wearing [this hat](https://photos.google.com/share/AF1QipMse15UzdSJkJB9Tygbr0j3D9VEX1XBua4p0c33ysAJpE3vywTxIJ7hY0n4YtNc7w?key=UEhJR042X0tsQXBoZzB0QmgzSGhCU3R0QUdCQjJn) OR call him on 0768175380 * we have fun whatever the weather! . * **See** **[VIDEO & PHOTOS](https://photos.app.goo.gl/o476bvQ6ZC8CGhG57)** of previous events * **Join** our **Whatsapp** with zero-spam promise [https://chat.whatsapp.com/G01nWpon13VB0gebrqFmfx?mode=gi_t](https://chat.whatsapp.com/G01nWpon13VB0gebrqFmfx?mode=gi_t) (if link does not work please open via laptop's browser on https://web.whatsapp.com/ ) * **Join** our **[INSTAGRAM](https://www.instagram.com/wearetheconnectionspace/)** * **Testimonials** (scroll to "photos" section to read testimonials) *"The best event I know on Meetup to connect to new friends."* *"First participation, an evening to remember!"* *"So far in 7 years this is the first time I see a really good organised event!"* *"Mega schön"* *"I was positively surprised. They organized everything so well; I met some interesting, friendly people. I highly recommend it"* *"Great! Everything excellent, super organized... lots of people. Great atmosphere"* *"Had a blast!"* *"I am really grateful for the warm atmosphere, inspiring moments"* . **why? Offline fun meaningful connections** with new **friends** for free! That's what we truly desire and makes us happy and healthy! . **how? No "forced" process, only optional fun activities**! In today's event we will have: * New-comer area (never was easier to spark a conversation, with ice-breakers, optional for first time attendees) * fun social games * mindful games * or simply join the great vibe and talk to anyone anytime! 😃 * 20:00 Speed-friending - guaranteed process to meet new people while having fun, with moderator * 20:30 Slow-Friending more time to connect & deeper connection **where?** join **WHATSAPP (see link above)** where we will post the exact location of our tables on the same day of the event (look for "pinned" message). Or just come and find Christos wearing [this hat](https://photos.google.com/share/AF1QipMse15UzdSJkJB9Tygbr0j3D9VEX1XBua4p0c33ysAJpE3vywTxIJ7hY0n4YtNc7w?key=UEhJR042X0tsQXBoZzB0QmgzSGhCU3R0QUdCQjJn) or call him on 0768175380 . . **coming late?** we got many people until closing at 00:00 so come whenever! . **coming solo?** 95%+ do too - perfect place to come solo! . . . . . . . ***MORE INFO? Read on...*** . **ABOUT US:** **Why?** **fun** **offline meaningful connections**! Have **fun** meeting **new friends** & **existing friends** thus building your **community.** Its scientifically proven that **offline** **human connections** make us **happy** and **healthy** (more on this below) **Where?** Zürich's most famous and beautiful **garden** \- Frau Gerolds garden\! **How?** **Disconnect** your phone & Connect with people in a **free** and **super-fun** event! These recurring events create a "fixed" community without any specific reasons for connection (like interests, genders, age or countries). **Everyone is welcome**! The event is that **simple**😀 * 🌴NEW: in most beautiful **garden** in central Zürich that comes with its own bar * **🥇** **New comer area** for first-time-atendees with ice-breaker questions (optional area, in case you want to talk to first-time attendees) * 👭 **meet like-minded** **friends** by **voting** your favorite discussion topics - the top 5 will be turned into topic-based tables! * 🃏 **Fun social games** (read game names below) * **🎲 Mindful Connection Games** from [The School of Life](https://www.theschooloflife.com/shop/?_product_type=games-card-sets) with games and questions that go deeper in connection (game names below). Grab a game and start playing. * 👬 or simply **hang-out** and **meet new & old friends** **without** a process . **IMPORTANT:** * **Why so many options above for connection?** We always have: a first-timer area, Fun social games, Mindful games, ice-breaker questions or simply just talk freely to anyone. Often we add: Speed-friending and a Music jam. We believe **you are unique** and each of us prefers different ways of connection. Also we want to provide an opportunity for everyone to try something new * **Easy and "Safe":** We have the whole location reserved for us so its safe to open up and meet new friends (unlike bars in Zürich where people find it strange if strangers talk to them). Christos and volunteers will also help with connection. Read more info below. * **Christos** (see [PHOTO](https://photos.app.goo.gl/pdtVaVGCyDEJ28uE8)) and our co-organisers will be wearing name budges and will aim to **welcome** **everyone.** * **Thank YOU** for being so open in meeting new people and making 50+ events with 7500+ attendees in 2.5+ years happen! * more info via our **[LINKS](http://linktr.ee/connectionspace)** * Yes YOU are **good** & **courageous** for looking for new fun connections! * 95% of people come **solo** \- you can too❤️ * Everyone is in same situation and you ll be surprised how **friendly people** are ❤️ * Come **early** though **later** also ok as many people there **until 00:00** * **It works**! We heard of many new friendships, living together and even getting a new job * For **volunteering** for free please msg Christos 0768175380. We can provide free drinks for your service . **TIPS on HOW TO CONNECT:** * **Look out for a good smile/vibe** in a person/group of 2-3 people and say "Hi my name is xxx, can I join?". * **Try something different** (person, game, table, activity) often until you find **fun** **quality connection** * **Ask** **Support:** we understand going out to meet friends can be a stretch. We make this easy with a fun and safe event. Also you can ask for help from our clearly communicated (see photos of this event) "**People Connectors**" who can help you discreetly to connect with others * **Invest time**(not quickly just come by) as friendships are an investment * **Come back**: big turnaround, people come randomly at each event, so you never know who you ll meet . . . . . **ABOUT US:** **(in detail)** . . **WHY Connection Space**? * ... we ❤️ **uniting people** while having **fun!** We make the world better by enabling **fun quality offline connections** & building **community!** * ... we truly believe **Human Connections** is what we truly **deeply crave** for and what we truly **need** so we can be **happy** and **healthy**! This is proven by data in [ANCIENT HISTORY](https://www.youtube.com/watch?v=Kg_47J6sy3A), in [MODERN HISTORY](https://www.kiltrohealth.com/blog/blue-zones-social-connection-the-secret-to-longevity-and-well-being) and also scientifically proven by [HARVARD ](https://www.youtube.com/watch?v=8KkKuTCFvzI)in an 87 year old study. Yes this makes you [HEALTHY](https://www.scientificamerican.com/article/relationships-boost-survival/#:~:text=Overall%252C%2520social%2520support%2520increases%2520survival,%252Da%252Dday%2520smoking%2520habit) and is what you really need - the other things are not as important as society tells you. . * **WHAT is Connection Space?** Imagine a co-working space where everyone is with headphones, laptops, mostly being 'alone' all day ... or a cafe/restaurant/bar where pretty much all people talk to people they already know.. . The **"Connection Space"** is exactly the opposite of that; its a **fun** social environment outside family and work, a cultural exchange, where we **unite** and hangout with **new and old friends** as **one community**. . Thats it. . No to phones, laptops, zoom-calls, books No to a specific reason to get together (eg. only for specific hobbies, genders, age groups, languages etc) No to just talking to your friends Not a dating, not a party, not an expat-only meetup NO to division (political racial gender etc) . Yes to simple and real in-person connection with new and old friends YES TO FUN! We got many optional activities for you to try out Yes to feeling like home & come as you are Yes to unity, love and respect for one another Yes to eating, drinking and music Yes to everyone-is-welcome & always-free events YES to UNITY! Getting along with each other in spite of different opinions . Our events are **inspired** by the Greek village culture of "[Καφενείο](https://en.wikipedia.org/wiki/Kafenio)" (village coffeeshops) with photos [HERE](https://www.google.com/search?sca_esv=569660528&sxsrf=AM9HkKlXnclaLfgcockKtdr9qHdmD5jaGw:1696060562834&q=greek+%CE%BA%CE%B1%CF%86%CE%B5%CE%BD%CE%B5%CE%B9%CE%BF&tbm=isch&source=lnms&sa=X&ved=2ahUKEwi52fX67dGBAxXnlf0HHZNiBHUQ0pQJegQICRAB&biw=1460&bih=913&dpr=2). When myself Christos was a kid, my granddad took me to these "[Καφενείο](https://en.wikipedia.org/wiki/Kafenio)". Every neighbourhood had one, and people met, without an exaggeration, on a daily-basis. It was the community center of the village. People met new and old friends, played games, socialised, ate snacks, drank coffee and ouzo. It was a very friendly, welcoming and homey environment. Unfortunately this concept is rapidly dying in Greece. As a kid I had extremely good memories of these coffeeshops, and for this reason I am passionate to revive and recreate this environment and also add a modern twist. Hope you enjoy it! . * **WHAT is NOT Connection Space? NOT** a drinks or party event (responsible drinking only, no shots, no free drinks). **NOT** a dating event. **NOT** foreigners-only, but everyone is welcome * **What KIND of event is this?** Its a mix of **social** and **cultural event** that build **community**. We have many people from so many different cultures socialising, we promote culture with events with Art exhibitions and Live Music and we also revive the social culture of the Greek traditional village coffeeshop (Καφενείο - read more above). * **WHO?** Wir wollen gerne mehr **Schweizer/innen** dabei haben! Alle sind willkommen und die meisten können Deutsch sprechen. Not an expat event. **Everyone welcome**! * **Mindful Connection Games:** from [The School of Life](https://www.theschooloflife.com/shop/?_product_type=games-card-sets) available: Confessions Game, The Friendship Game, Connection Game, The Loser Game, Games for grown-ups and three sets of "100 questions" (Conversation Toolkit & Careers & Relationships) * **Fun Social Games:** bring your own **board/card games** or choose from: Cards against humanity, Exploding Kittens, Codenames, Debatable, Sotally Tober, Taboo, Mafia, Uno, Monopoly and more. . Looking forward to **fun quality Connections**! 🙂

Fresh from his tour of Ohio & Michigan (USA), Nicholas De Santo makes his debut in Switzerland, for a night of unique conservative comedy! **Nicholas De Santo - Live in Zurich** ➡️ **Tickets at [https://tinyurl.com/Zurich-2026](https://tinyurl.com/Zurich-2026)** **Doors Open 19:30, Show Begins 20:00** Nicholas De Santo is an award winning Italian-born comic based in London, England. One of a handful of conservative stand-up comedians in the UK, he challenges the leftist, mainstream agenda with counter-culture comedy and political satire. Nicholas De Santo has over [100K subscribers on YouTube](https://www.youtube.com/@AngloItalianComedy) and his routines have been viewed more than 10 million times. In 2019, he was UK's New Act of the Year (NATYS) finalist at Hackney Empire Theatre, London. He has performed in North America, Berlin, Brussels and frequently appears as a comic and commentator on GB News national TV channel. * "One of the best unwoke comics to watch" – The Spectator * "An unapologetic right-winger" – Evening Standard ➡️ **Tickets at [https://tinyurl.com/Zurich-2026](https://tinyurl.com/Zurich-2026)** **Doors Open 19:30, Show Begins 20:00**

**Der Anlass findet heute statt!** (komm einfach vorbei, auch wenn es mit der Anmeldung nicht klappen sollte. Es scheint Funktionsstörungen zu geben beim Meetup-App und der Website) DE Da es am Freitag nochmals so richtig kühl wird, treffen wir uns diesmal bei der Bridge. So kann jede/r entscheiden, ob sie/er draussen in der Europaallee oder drinnen in der Foodhalle bei Kaffee und Kuchen zeichnen möchte. Treffpunkt: Um 14 Uhr draussen beim Eingang zur Foodhalle Bridge *Wie immer, bring dein eigenes Skizziermaterial mit und eventuell einen kleinen Hocker. Es sind keine Vorkenntnisse nötig, nur Freude am Zeichnen und am Austausch mit Gleichgesinnten. Ich freue mich auf euch. Bis bald.* EN As it will be still very cold on Friday, we'll meet at the food hall Bridge. So you can decide wether you want to stay outside on Europalle or sit inside with cake and coffee and sketch. Meeting point: Outside in front of the entrance to the food hall Bridge *As always, bring your own drawing supplies (sketchbooks, colours and pencils) and possibly a small stool. No previous knowledge is required for this event. Just have fun to draw what you see and share your drawing(s) at the end with everybody. I’m looking forward to meeting you soon.*

**Shake off the week at the Reggaeton Beginner Class at The Vibe!** Whether you’ve never danced before or just want to move your body and have a good time, this class is all about good energy, Latin beats, and letting loose. Expect empowering Reggaeton grooves, body rolls, confidence-boosting combos, and a whole lot of fun — no pressure, no judgment, just pure VIBES! Your teacher Nat ([@nat.so.fun](http://@nat.so.fun)) will guide you through all the steps, help you feel the rhythm in your body, and hype you up from start to finish! *Don’t be fooled by the number of people on the event page — our weekly crew ranges from 10 to 20 amazing humans: first-timers, regulars, and a few silent fans who never mark “going” but always show up 😉* \*\*\* ### **Booking is mandatory!** To secure your spot, please book in advance via our website: [BOOK HERE](https://www.thevibedance.ch/schedule) \*\*\* ### **Rates** 💃 **Single Class: CHF 29** **Special offer for NEW students: Starter Pack (2-Class) for CHF 35** \*\*\* ### **When?** **FRIDAY** **18:30 – 19:30 \| Beginner Reggaeton** \*\*\* ### **Where?** **The Vibe Dance Studio** Hohlstrasse 488 8048 Zürich (Just 3 minutes from Altstetten Train Station and 15 min from HB) \*\*\* ### **More info:** 🌐 [thevibedance.ch](https://thevibedance.ch/) 📸 Instagram: [[@nat.so.fun](http://@nat.so.fun)]([https://www.instagram.com/nat.so.fun](https://www.instagram.com/nat.so.fun)\) \| \[[@thevibedance.ch](http://@thevibedance.ch)]([https://www.instagram.com/thevibedance.ch](https://www.instagram.com/thevibedance.ch)) Got questions? Just text or call: 📞 +41 78 329 71 77 \*\*\* **See you on the dance floor – let’s Reggaeton together!** 💥🫶💃

**Join Adona every Friday at lunchtime for some movement & pause.** Recharge in the middle of your day through mindful movement, breath and flow. This lunchtime yoga class is designed to release tension, reset the nervous system and bring more balance and clarity into your day. Expect a grounding yet energising practice with accessible variations, suitable for all levels - whether you are completely new to yoga or already experienced. * The class is in English // Open to levels * Mats & props provided or bring your own Please sign up & purchase a pass via [Yoga Nest Eversports](https://www.eversports.ch/org/widget/6bb2f0f6-b0ff-4d15-84be-5f9229b128f2?venueId=b336fe38-08c9-45ab-a1d8-3255d21ed886)

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.

**join my new adults songwriting group** for 1 session every 3-4 weeks Saturdays from 10-14:00 Next class is Jan 20th 2024 **Connect with Ariane: 077 425 0018** **Registration and payment is required 150.-/workshop of 4hours** Classes are in English! Dive into the world of songwriting with our beginner-friendly classes! Tailored for newcomers and more advanced songwriters, our monthly sessions offer a supportive space to ignite your creativity. Classes take place once a month on Saturdays and last for 4 hours. Through various exercises, you'll learn the basics of lyric writing, melody development, and song structure. Draw inspiration from personal experiences and various music genres to cultivate your own style. These courses offer more than just musical skills. You'll become part of a relaxed, mindful process that allows for self-expression and stress relief. Additionally, join a community of like-minded individuals fostering collaboration and providing constructive feedback in a supportive environment. In addition, we offer a WhatsApp group for supportive communication and advice between classes. Join us and discover the joy of songwriting under the guidance of Ariane, an experienced teacher with over 20 years of expertise. Ariane specializes in nurturing artists and excels as a vocal coach. Become part of this experience and explore the art of songwriting under Ariane's guidance. Unleash your creativity, relax, and connect with fellow music enthusiasts as you embark on this fulfilling journey!

*English version below👇* **[>>Ticket (hier klicken)<<](https://eventfrog.ch/en/p/miscellaneous/uno-challenge-der-praktikant-7457165287214843782.html) oder** **[www.social-circle.ch](https://social-circle.ch/)** 🃏 **Rekordversuch -** **die grösste UNO-Challenge der Schweiz** mit **Der Praktikant** im **HeadsSquarter Coworking Space** Vergiss krasse Turniere. Hier geht's um lockeres UNO mit netten Leuten. Egal ob du seit Jahren keine Karte mehr angefasst hast, an Weihnachten alles abräumst oder behauptest, die Regeln vergessen zu haben (aber komischerweise immer gewinnst). 📲 Unsere WhatsApp-Gruppe für das Event: [https://chat.whatsapp.com/DCDksVRp80qJ6TLoVpBAEd](https://chat.whatsapp.com/DCDksVRp80qJ6TLoVpBAEd) **So läuft's ab** * **16:00** Eintreffen * **16:30** Welcome und Intro * **16:45** Speed-Friending-Runden, damit du die Leute am Tisch wirklich kennst * **17:15** Such dir dein Format: * Offene Tische, bis zu 10 Spieler:innen * 1-gegen-1-Matches, 15 Minuten pro Runde, der Sieger bleibt sitzen * **19:00** Krönung der Gewinner **Was du mitbringst** * Dein eigenes UNO-Deck. Auf der Ticket-Seite kannst du dir ein Deck buchen. Wir empfehlen aber, dein eigenes mitzunehmen, wenn du sofort losspielen willst. * Dein Pokerface und einen klaren Kopf. **Aufs Haus** Leichte Snacks vor Ort. ⚠️ Plätze sind begrenzt. Schnapp dir dein Ticket rechtzeitig. Während der Veranstaltung können Fotos und kurze Videos aufgenommen werden. Sag dem Host zu Beginn Bescheid, wenn du nicht aufs Bild willst. Tickets sind nicht erstattbar. *** **[⚠️ >>Ticket needed (click here)<<](https://eventfrog.ch/en/p/miscellaneous/uno-challenge-der-praktikant-7457165287214843782.html) or** **[www.social-circle.ch](https://social-circle.ch/)** 🃏 **Record attempt -** **Switzerland's Biggest UNO Challenge,** co-hosted with **Der Praktikant** at **HeadSquarter Coworking Space** Forget hardcore tournaments. This is a playful afternoon for UNO fans at every level: total beginners, family-Christmas champions, even the one person who claims they've forgotten the rules but always wins. 📲 Join our WhatsApp group for this event: [https://chat.whatsapp.com/DCDksVRp80qJ6TLoVpBAEd](https://chat.whatsapp.com/DCDksVRp80qJ6TLoVpBAEd) **The afternoon** * **16:00** Doors open * **16:30** Welcome and intro * **16:45** Speed friending rounds, so you actually know the people across the table * **17:15** Pick your format: * Open tables, up to 10 players each * 1-on-1 matches, 15 minutes per round, winner stays at the seat * **19:00** Crowning of the winners **What to bring** * Your own UNO deck. We include the option to get one from us on the ticket page, but we encourage you to bring your own if you want to start playing fast. * A poker face and a fresh brain. **On the house** Light snacks at the venue. ⚠️ Limited spots. Grab your ticket early. Photos and short videos may be taken during the event. Let the host know if you prefer not to be in them. Tickets are non refundable. Join our Whatsapp newsletter: [https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP](https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP)

Welcome to the Open Level Play Session. This session takes place every Saturday from 12:15 to 13:45 at the Yonex Badminton Hall Hardbrücke. The number of players on the waitlist one week in advance determines the number of courts booked. If you are on the waitlist but can no longer attend, please remove yourself as early as possible. Open to players of all skill levels. This session is for doubles with a relaxed and social focus. Ideal for casual play, improvement and meeting new players. Payment can be made via TWINT after the session.

Hi there! I’m happy you have come across **Afro Dance Fitness classes**! Are you interested in group fitness (all levels) or dancing, Afrodance and Working out in a group of likeminded women to Afrobeats music, then this is for you! Afro Workout is an Afrodance inspired Dance Fitness Class in Zürich that combines dynamic dance moves and intensive Workout to Afrobeats. Similiar to Zumba but to Afro music including dance movement, fitness and sculpt. Afro is all about Good Vibes! Expressing a joy of living, to be confident and feel good in your body. This class takes place on **Saturday from 10:30-11:30** in Zürich Wiedikon, 10 min from HB Zürich. We run other classes during the week, check the other times. For all levels! You don’t have to be a dancer or a fitness geek. Party, Dance and sweat with us to Afrobeats! First class is always free for first timers! Sign up for the FREE class [Free class](https://afroworkout.as.me/free-class) Single class: 28.- CHF 10-class Package: 250.- CHF Please always sign up and RSVP to every class, via Meet up Event, [Email](vanessa@afroworkout.com) vanessa@afroworkout.ch, DM on Instagram or Sign up link on Website. There will be always more people in a class then shown on Meet up. Don‘t hesitate to sign up via above mentioned channels. Can‘t wait! Check daily updates and classes on [Instagram](https://instagram.com/afroworkout.ch?igshid=YmMyMTA2M2Y=) Website for more information and class info [www.afroworkout.ch](https://www.afroworkout.ch) Move, Dance and Stay Fit to Afrobeats!

**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

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!

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.

**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

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

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.

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)