Python Web Development

👉 **[Registration needed (click here)](https://eventfrog.ch/de/p/diverses/community-night-rooftop-edition-free-7454983123832430013.html) or** **[www.social-circle.ch](www.social-circle.ch)** 💎 **Free for the first 60 participants.** Looking to start the long weekend on a rooftop near the lake? We’re opening the doors of a special location to celebrate the beginning of summer with our **Community Night**, and you’re invited! Think of it as a living room for the whole neighborhood - a relaxed *social circle* vibe where the conversation is easy. Whether you want to jump into a game, share a story, or just enjoy the energy of a friendly space, there’s a seat at the table for you. ❓**How it works** When you arrive, there will be a **welcome desk** where a host will greet you and suggest who you should meet at interest based tables - so you’re never left wondering where to start. 🎲We will do **additional icebreakers** at the middle of the evening, to keep the conversation flowing. 💃After the social part we are on the guest list of **Club Bellevue** to end the everning on a high note. We will share information how to access the location on WhatsApp right before the event. 📲Join our WhatsApp chat to keep up with the event: [https://chat.whatsapp.com/ItvtXGarmIW93Z7YYd31Tl](https://chat.whatsapp.com/ItvtXGarmIW93Z7YYd31Tl) (if you run into trouble open it in WhatsApp Web on your desktop) **Good Company:** Meet local faces in a warm, welcoming environment. **All Are Welcome:** Bring a friend, bring your family, or just bring yourself! *Meetup registration is mandatory.* Photos might be taken during the event. If you prefer not to appear in photos, please let the organizer know. ​Want more events like this? Join our WhatsApp community: [https://chat.whatsapp.com/DaGFCvKs6iu62pftk5cotM](https://chat.whatsapp.com/DaGFCvKs6iu62pftk5cotM)

Sporty challenges make you feel alive, but running clubs put you to sleep? Same. That's why we're launching a brand-new format: a social race by Lake Zurich where socializing meets full-on play – scavenger hunt, catch, hide and seek, and team challenges that actually get you laughing. 🤸‍♀️ This is our launch edition of *The Amazing Race* – and yes, we're closing it with an exclusive rooftop loft and afterparty (limited spots). 🍸 **Coming alone? That's totally fine!** Speed friending kicks things off – you'll meet your teammates before the first whistle blows. **Stay in the loop -** Join our WhatsApp group for updates on this event and similar ones: [https://chat.whatsapp.com/BAn5mFYP2CSDt78ZklXAZo](https://chat.whatsapp.com/BAn5mFYP2CSDt78ZklXAZo) *If the link doesn't open on your phone, try using WhatsApp Web on your computer.* **Timeline** * 👋 **15:30** – Welcome & intro at Seebad Enge entrance (game zone in the nearby park) * 🤝 **16:00** – Speed friending to form your team * 🏁 **16:15** – Race begins – multiple game rounds, full chaos * 📍 **17:45** – Regroup at Opernplatz (exact location dropped in the chat) * 🌇 **18:00 +** – Rooftop chillout at an exclusive private loft and afterparty 🍹 **What to Bring** * Sporty clothes & comfy shoes 👟 * Your smartphone (for the game chat) * Water & competitive spirit * No backpacks – travel light! 😉 Don't just watch summer happen. Play it. 🏆 **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. Join out Whatsapp newsletter: [https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP?mode=gi_t](https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP?mode=gi_t)

**[⚠️>>Ticket needed (click here)<<](https://eventfrog.ch/en/p/dating/speed-dating/speed-dating-double-date-edition-25-40y-7445484309090146541.html) or** **[www.social-circle.ch](https://social-circle.ch/)** **⏰Check-in at the venue in the first 15 minutes, please make sure to be on time.** **Double Date Speed Dating** **Less pressure. More chemistry.** 👥 2 single men + 2 single women per table 🔄 Rotate every 15 minutes 🎯 Ages 25–40 Join the WhatsApp group: [https://chat.whatsapp.com/FoJN0DzRQgF232huSHiGOi](https://chat.whatsapp.com/FoJN0DzRQgF232huSHiGOi) Not your typical speed dating. No awkward interviews. No repetitive small talk. You meet in **groups of four**, which makes it easier to relax, laugh, and be yourself. **🕒 The Flow of the Night** 1️⃣ Deep Dive (Soul) We kick off with our *Fast-Track Intimacy* cards — real questions that spark meaningful conversations and fast-track genuine connection. 2️⃣ Creative Canvas (Play) A fun, collaborative drawing challenge. Light, playful, and surprisingly revealing. 3️⃣ Surprise Rounds A few unexpected twists designed to spark chemistry and keep things exciting. **✨ Why It Works** • Small groups = less pressure • Real interaction, not interviews • Host-guided flow — you just enjoy **✅ Your Ticket Includes** • All materials for the creative challenge • A balanced ratio of participants Spots are limited. Secure yours early. ​P.S. Pictures might be taken during the event, if you do not want it please let the organizer know. Tickets are non-refundable. **Want more events like this? Join our WhatsApp community:** [https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP?mode=gi_t](https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP?mode=gi_t)

🔥 One-day training in Zürich - May 2nd Feeling stuck or ready for more in life? ELEVATE is a practical, interactive one-day experience for ambitious people who want clarity, direction, and momentum. You will not just listen — you will take part in powerful exercises, connect with like-minded people, and leave with real insights and a clear next step. 📍GZ Riesbach, Zürich 📅 May 2, 2026 — 10:00 to 19:00 🎟️ Early Bird: 99 CHF (normally 199 CHF) 🎁 Zürich Together members: use coupon code [Elevate-Together] for −25 CHF ✅ Full refund if not satisfied Only 40 seats. 👉 Learn more: www.elevatelife.ch 👉 Get your ticket: https://eventfrog.ch/en/p/courses-seminars/coaching/elevate-7427697923368960257.html

Dear friends, ☕️ 🥐 We invite you and your family to enjoy a warm and cosy moment at the Parkhotel in Zug. There will be the opportunity to drink a delicious cappuccino with croissants and more together, to have many inspirational conversations, as well as gaining insights behind the scenes of the Web3 / Crypto Valley 🏞️ 👋🏻 We are excited to meet new web3 enthusiasts, big or small, and to share this lovely morning with you and your loved ones! 😊 See you soon! Best, Costin PS: * 📲 Join us on Signal to connect with the community: https://signal.group/#CjQKIDQRtCSnYIuwmKeOUE69hEMzpF8YqxoibUkGRZzQM_lKEhCwgeogZ3oGE_s8EAdzbLzB * 🏨 For those who don't know the Parkhotel yet, it is a 3-minute walk from the Zug train station 🚉, there is also a parking under the hotel 🅿️

Join the Language Exchange to meet new people, practice your foreign languages and spend a good time together. We will serve free tapas such as Bruschetta, Wedges, Nachos or similar. **How it works**: Choose the country flag sticker of the languages that you speak or want to practice! Seat on the right language table and start your conversation with our conversation topic cards. Average group size: 25 participants **When**: Every Saturday, 20:00 - 22:00 **Where**: 2.Akt Zürich **Price**: 10.- incl. Snacks **Tickets**: https://tinyurl.com/LX-02-05-26 (please buy ticket online) **WhatsApp Group**: https://chat.whatsapp.com/8jkvEUJ5jLp75fYglQFCNJ (join for updates & pics) **After the Language Exchange:** Pub Crawl (optional) For those who want to continue the night, we have a Bar Tour starting from the same place at 10PM. Watch [this video](https://www.youtube.com/shorts/VrBFWgXQNhw) to know what expect! Language Exchange participant get a 10fr discount when buying the combo-ticket online. Your Event Hosts Didem, Sébastien & Katja, Fernando More info: [https://www.pubcrawlzurich.com/languageexchange](https://www.pubcrawlzurich.com/languageexchange) Event pictures? Follow us on [IG](https://www.instagram.com/languageexchangezurich) and [FB](https://www.facebook.com/zurichlanguageexchange)

Welcome to the **Task-Buddies** event of the **Zürich Productivity Circle**, where we bring together like-minded individuals to work on personal goals and share the experience of growth in a supportive community. Maybe you are building a business or side hustle, studying for a course, learning a new (programming) language, figuring the tax system out, writing code, prose, or poetry, researching new stocks for your portfolio, tackling your German homework, or upskilling for your job. In all of these cases and more, this is the perfect space for you. In fact, productivity does not end there. Even if you just want to read a psychology book to resolve a personal struggle, sketch a mountain, listen to podcasts, organize your week, respond to unanswered emails and messages, enjoy a novel, or just reflect and meditate, you are very welcome here. For any task that adds positively to your life and can be done sitting down with others (exception: anything noisy/disruptive/disrespectful), you will fit into the events. We will meet at a work-friendly café in Zürich and follow the agenda below. **Agenda:** * **Introductions and food (20-30 mins):** Start with a round of introductions to get to know each other and share what we'll be working on, buy our food and drinks. * **Productive Work Session (1-2 hours)** Dive into your individual tasks in a focussed, distraction-free environment. * **Collective Break and Socializing (\~15 mins):** Take a planned break to stretch, chat, get more coffee, and share insights about your projects. * **Continued Work Session (1-2 hours):** Get back to your tasks with renewed focus and motivation. * **Wrap-Up and Reflections (15+ mins):** Conclude with a reflection on what we accomplished, share productivity tips or questions, discuss plans for future meetups, stay back for more chit chat if you like. **What to Bring:** * Your project or task materials (laptop, charger, books, sketchpad, pen, etc.) * Respectful and kind demeanour * A positive attitude and a willingness to share and learn **Note:** Please ensure that your tasks are suitable for a quiet, communal setting. We aim to maintain a respectful and conducive environment for everyone. **Venue Courtesy:** Out of courtesy for the venue, please order something drinks for yourself. This helps support the café and ensures we can continue to use their space for our meetups.

🌟 **Table de Cana** 🌟 **Dear Catholic Friends in Zurich… and beyond,** Join us on **Sunday, May 3rd** for our next **Table de Cana dinner** — a joyful gathering on Easter time. 📍 **A new location** We are excited to host this edition at a new venue: a café and community space connected to the Catholic Church, designed especially for gatherings like ours. 📍 **Café Jenseits im Viadukt** Viaduktstr. 65, 8005 Zürich (Bogen 11–12) Easily accessible from Hardbrücke or Zürich HB 🚋 🕕 **Start: 17:00** ✝️ A growing community We usually gather 20–30 participants from different channels, so the Meetup numbers don’t reflect the full group and effective participation— and the community is growing! **Why join us?** Build a true sense of community Strengthen your faith while forming meaningful and lasting connections. Make authentic Catholic friends Meet like-minded people who share your values and live active professional lives. Enjoy a joyful and relaxed evening A simple, warm atmosphere where conversations flow naturally. **🍽️ Our 3 golden rules** 1\. Bring something to share A dish, a drink, or something simple — everything is welcome. 2\. Speak to someone new Step out of your comfort zone and create new connections. 3\. Come with an open heart Be ready to share, listen, and enjoy the evening. ✨ A small note Come as you are… your guardian angel is already invited 😉 📩 Contact Mathias & Jeanne contact@tabledecana.ch

**[⚠️ >>Ticket needed (click here)<<](https://eventfrog.ch/en/p/dating/other-events/paint-flirt-single-only-7434265061286269296.html) or** **[www.social-circle.ch](www.social-circle.ch)** **⏰Check-in at the venue in the first 15 minutes, please make sure to be on time.** 🎨✨ **Paint & Flirt – Singles Only Event (Ages 25–40)** ✨🎨 Looking for a fun way to meet new people while unleashing your creativity? Join us for **Paint & Flirt**, a unique singles event that blends art, laughter, and genuine connections. In a cozy, creative studio, you’ll rotate through **1:1 chats** while painting your choice of **ceramic or canvas**. No need to be an artist – it’s all about relaxing, getting playful with colors, and meeting like-minded singles. 📲 Join our WhatsApp chat to keep up with the event: [https://chat.whatsapp.com/FoJN0DzRQgF232huSHiGOi](https://chat.whatsapp.com/FoJN0DzRQgF232huSHiGOi) (if you run into trouble open it in WhatsApp Web on your desktop) 💌 **What to expect:** * A warm, welcoming vibe – no awkward small talk * Icebreakers to keep conversations flowing * 1:1 chats with fellow singles in your age group (25-40) * Your own painted ceramic or canvas to take home 📍 **Where:** Paint it easy ✨ **Details:** We ensure a balanced gender ratio so everyone gets the most out of the evening. 🎟 **Early Bird Ticket: CHF 25** Includes: * ✅ **Welcome drink** ❗ *Please note:* * ⚠️ Painting is **not included** and must be paid on site 🎨 **Creative activity costs:** paid directly at Paint it easy * Canvas painting: CHF 10/hour + canvas (e.g., 30x40 cm: CHF 9) * Pottery painting: CHF 20–45 per piece Come solo, leave with new connections – and maybe someone special. ❤️ 📸 Note: Photos may be taken during the event for Social Circle promotion. If you’d prefer not to appear in photos, just let us know when you arrive. Tickets are non-refundable. Want more events like this? Join our group! [https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP?mode=gi_t](https://chat.whatsapp.com/KWSK2jINyuG9uHHjtxfnmP?mode=gi_t)

I'm really excited to announce our next Meet Up event. It will take place at Core studio in Rennweg Rennweg 12, 8001 Zurich. Designed to strengthen, release and stretch muscle tensions, conditioning your body by increasing your range of motion and flexibility as well as overcoming back pain; improving your posture and circulation so you can exercise more efficiently, whilst keeping your body injury free. The class is structured as a workout & stretch combination. Open to all levels. You will need to bring a smile, some water and wear comfortable exercise cloths. The class will be 60 minutes which should be more than enough to get those muscles warmed up and you posturised ready for the next session. There's a small cost to cover the venue and facilities - CHF 40.- For more details about the training provider please see: https://www.balletbodysculpture.com/ballet-body-sculpture-classes-in-zurich

I'm really excited to announce our next Meet Up event. It will take place at Core studio in Rennweg Rennweg 12, 8001 Zurich. The is dedicated to everyone who likes the idea of exercising with the music, dancing and learning a bit of ballet. Find out how to set up the a great posture, learn about body conditioning as well as mind & body connection. Unlike at most general adult ballet classes we will show you how exercise with the precision and focus, getting great results. A great class for those who already have little knowledge of ballet or other forms of dance. Our classic Ballet Body Sculpture workout class, including mat exercises, ballet barre, and centre practice. Designed to sculpt and tone a perfect ballet body, as well as stretch, lengthen, and align all muscles for a great posture. You will need to bring a smile, some water and wear comfortable exercise cloths. The class will be 60 minutes which should be more than enough to get those muscles warmed up and you posturised ready for the next session. There's a small cost to cover the venue and facilities - CHF 40.- For more details about the training provider please see: https://www.balletbodysculpture.com/ballet-body-sculpture-classes-in-zurich

First meeting to get to know each other. We meet at Babu's coffeshop, no reservation this time.

I'm really excited to announce our next Meet Up event. It will take place at Core studio in Rennweg Rennweg 12, 8001 Zurich. The is dedicated to everyone who likes the idea of exercising with the music, dancing and learning a bit of ballet. Find out how to set up the a great posture, learn about body conditioning as well as mind & body connection. Unlike at most general adult ballet classes we will show you how exercise with the precision and focus, getting great results. A great class for those that are just starting with ballet, or those who are conscious about using their body precisely and targeting correct muscle groups in order to achieve greater results. The class is structured as a unique combination of ballet exercises, Pilates, stretching and motivation. Open to all levels. You will need to bring a smile, some water and wear comfortable exercise cloths. The class will be 60 minutes which should be more than enough to get those muscles warmed up and you posturised ready for the next session. There's a small cost to cover the venue and facilities - CHF 40.- For more details about the training provider please see: https://www.balletbodysculpture.com/ballet-body-sculpture-classes-in-zurich

The limits of our language are the limits of our world, because language is the filtering prism through which we separate ourselves from raw reality. To expand our perception, we must dismantle the boundaries of our linguistic framework. **Even if you don't plan to learn Chinese, this workshop will bring value to you by teaching you to look at things from a completely different perspective and facilitating self-development.** It is a linguo-philosophical journey into the world of Chinese characters, infused with the visual aesthetics and meditative quality of calligraphy, that has a practical coaching implication. **You will learn:** \* how to read, write, and type Chinese characters. \* how to look at things from a fundamentally different perspective — one that moves beyond habitual linear logic and toward non-verbal, symbolic thinking and pure thought. This live workshop is a part of a broader recorded course, which you can get access to in case you want to deepen your knowledge of the topic even further.

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

**PLEASE READ THE FOLLOWING IMPORTANT NOTES:** 1. The dates for this series are simply placeholders at the moment. We are working on our 2026 schedule, and adjustments are forthcoming. 2. Each class in this series has an attendance fee. 3. Each class, from BOTH a sign-up and fee perspective, is a separate entity. 4. As the Etch toolset evolves, so too will the class outline below. **Introduction:** Our Site Building with Etch class provides detailed instructions on the philosophy of the Etch development framework, as well as in-depth, hands-on instruction on using the Etch environment and associated tools. Anyone familiar with Kevin Geary and the Digital Gravy set of products will tell you that they offer ground-breaking approaches to professional WordPress site development. As we write this, the Etch toolset and environment are rapidly taking shape, with weekly quantum leaps forward in WordPress development methodologies. As early investors in the Etch product offering and its development process, we are actively testing and evaluating the toolset as it takes shape. We are beyond excited to see how WordPress site development is being modernized, and can't wait to bring this course set to you. It will be a paradigm shift in page and site development within WordPress, as well as moving your development mindset light-years forward. Join us as we explore Etch and dive deep into development approaches that will genuinely elevate your craft as a website developer and agency provider. Scalable, responsive, compliant websites are now within easy reach, and Etch provides both the platform and toolset to take you there. **The breakdown of the 10-class series is as follows:** * Class 01 - TBD * Class 02 - TBD * Class 03 - TBD * Class 04 - TBD * Class 05 - TBD * Class 06 - TBD * Class 07 - TBD * Class 08 - TBD * Class 09 - TBD * Class 10 - TBD Throughout the class sessions listed above, we cover the following key areas of web development with Etch: * **Introduction to Etch Interface:** * Familiarization with the toolset's layout and understanding how to navigate and interact with its various components. * **Visual Site Building:** * Techniques for creating layouts using Etch's interface, incorporating sections, divs, containers, and elements to build semantically correct page structures. * **Styling and Design:** * Utilizing Etch's styling approach to customize elements, apply global CSS classes for consistent design, and leverage features like Flexbox and CSS Grid for responsive layouts. * **Dynamic Content and Custom Fields:** * Integrating dynamic content from custom post types and custom field plugins (like ACF, Meta Box, and even built-in fields) to build data-driven websites. * **Component Building:** * Creating and managing reusable components for headers, footers, post type layouts, and other site-wide elements. * **Performance Optimization:** * Understanding how Etch contributes to fast-loading websites and implementing performance best practices. * **Advanced Features:** * Depending on the class level, it might delve into advanced topics such as conditional logic, interactions, and custom code integration to enable more complex functionality. The series aims to equip participants with the skills to efficiently build, customize, and maintain WordPress websites using Etch, catering to both beginners and experienced web developers alike.

**PLEASE READ THE FOLLOWING IMPORTANT NOTES:** 1. The dates for this series are simply placeholders at the moment. We are working on our 2026 schedule, and adjustments are forthcoming. 2. Each class in this series has an attendance fee. 3. Each class from BOTH a sign-up and fee perspective is a separate entity. **Introduction:** Our Page Building with Bricks web development class provides detailed instruction for using Bricks Builder, a visual site builder for WordPress, to create and manage websites. Widely considered by many of the world's leading web developers to be the most complete page builder on the market today, Bricks Builder offers a wide range of features and comprehensive tools. Our Bricks Builder web development class provides detailed instructions on utilizing the toolset. The series of courses covers the core features of Bricks Builder, enabling users to design and develop responsive, visually appealing websites. Moreover, the courses are oriented to reinforce a focus on professional, scalable web development. Throughout the series, we focus our page-building instruction on the semantic and structural integrity of the pages in a responsive world. By the end of the 10-class series, participants will have a fundamental understanding of proper web page and website development. **The breakdown of the 10-class series is as follows:** * Class 01 - Survey of Page Builders / What Bricksbuilder Does For You * Class 02 - Boxes, Boxes, Boxes / Sections / Containers * Class 03 - Static Units / Relative Units / Responsive Development And Math Functions * Class 04 - CSS Variables And DRY Development / Classes And Global Styling * Class 05 - CSS Grid And CSS Flexbox * Class 06 - Responsive Development / Breakpoints And Media Queries * Class 07 - Effective Use Of Color / Effective Use Of Images * Class 08 - Beginning To Think Dynamically / Using Templates And Components * Class 09 - Dynamic Styling / Data Attributes And Attribute Selectors * Class 10 - Pseudo Elements / Programmatically Styling With Pseudo Classes Throughout the class sessions listed above, we cover the following key areas of web development with Bricks Builder: * **Introduction to Bricks Builder Interface:** * Familiarization with the builder's layout, including the toolbar, panel, and canvas, and understanding how to navigate and interact with its various components. * **Visual Site Building:** * Techniques for creating layouts using Bricks' drag-and-drop interface, incorporating sections, rows, columns, and elements to build page structures. * **Styling and Design:** * Utilizing Bricks' styling options to customize elements, apply global CSS classes for consistent design, and leverage features like Flexbox and CSS Grid for responsive layouts. * **Dynamic Content and Custom Fields:** * Integrating dynamic content from custom post types and custom field plugins (like ACF, Meta Box) to build data-driven websites. * **Template Building:** * Creating and managing reusable templates for headers, footers, post type layouts, and other site-wide elements. * **Performance Optimization:** * Understanding how Bricks Builder contributes to fast-loading websites and implementing performance best practices. * **Advanced Features:** * Depending on the class level, it might delve into advanced topics such as conditional logic, interactions, and custom code integration to enable more complex functionality. The series aims to equip participants with the skills to efficiently build, customize, and maintain WordPress websites using Bricks Builder, catering to both beginners and experienced web developers.

**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

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm

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

Join us for **Ben Frain**'s talk ... Ben's book "Responsive Web Design With HTML5 and CSS" caught my attention (and should interest you as well). Find it here: [https://rwd.education/](https://rwd.education/) ***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