Web Based R Reporting

💌 **Online Speed Dating for Columbus Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Columbus singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

**💓 Zoom-Hosted Speed Dating for Toledo People Done with Apps** Each evening, you'll be guided through rapid one-on-one Zoom dates with people from Toledo sorted by age and compatibility, while a live host keeps things smooth throughout. Right after registering, you submit a short personality questionnaire — the quiz results inform who you meet to match you with Toledo singles who are likely to click with you, meaning your rounds are curated and not random. Once it is wrapped up, mutual match details are distributed — exclusively for mutual selections — and it is yours to follow up without any rush. **Find your bracket and register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=30-46&face_v=3.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=40-58&face_v=3.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=55+&face_v=3.0) **⚠️ Important:** An rsvp on this page is not a confirmed spot, so use the link for your age bracket above, sign up, and finish the short personality quiz — spots go quickly so register now rather than later, and both steps together are what confirm your place. --- **Here is how the evening goes** 1. **Lock in your place** – by selecting your age group and following the link, then finish the compatibility quiz, because this step is your confirmation not the RSVP. 2. **Hop on** – via your Zoom registration link at the right time, any device works and no download is required, and the host introduces everyone and gets the rounds started. 3. **Have your dates** – timed one-on-one speed dates with age-matched Toledo locals paired by quiz, as the host handles all transitions so conversations stay natural, since every person you meet was matched to you on purpose. 4. **Review your matches** – after the night mutual match results are sent to both parties, since non-mutual choices are never shared with either party, and you reach out whenever you feel ready. **Who it is for:** - Individuals in Toledo finished with profiles that never convert to actual dates and are ready for a genuine first impression. - Those based in Toledo who are tired of endless scrolling and zero real dates and need a better way to meet people. - Anyone locally in Toledo moving beyond swiping left and right with no results and are ready for a genuine first impression. - Daters around Toledo who no longer want app fatigue and empty match queues and are serious about meeting someone. - People calling Toledo home wanting to escape swiping left and right with no results and are after something more than a swipe can offer. **Event Info** - **Format:** Host-managed through Zoom video built around curated one-on-one dates, personality-first and age-grouped at every stage. - **Where:** From home — on any screen with a camera and mic, Wi-Fi and a front-facing camera covers it completely, and any quiet space with good lighting will do fine. - **Host:** A welcoming host runs the session from the opening to the final round, so every conversation gets your full attention — there is nothing on your end to organise or manage. - **Vibe:** Comfortable short conversations with Toledo people who are ready for something real, and the whole thing is better than you would expect. - **Duration:** Roughly 60 to 75 minutes from host intro to final round, with most rounds feeling short. ⭐ *"Tried it once and booked again — did not feel awkward at all"* – Toledo attendee 💡 **Helpful hint:** prepare one or two opening questions, and the host takes care of everything else from there, and the host handles everything else from that point. --- ✨ Your next match could be one Zoom call away — grab your spot above and all the logistics are covered this time. See you on the other side. 💎 ✨

💌 **Online Speed Dating for Fort Wayne Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Fort Wayne singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

💌 **Online Speed Dating for Cincinnati Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Cincinnati singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

💌 **Online Speed Dating for Detroit Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Detroit singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

We will have our certified mediums available and you can receive 3 10-minute readings for $20. To keep you safe, we will be following all CDC and Health Dept. guidelines at our psychic fair today. Sitters and readers required to wear a mask. We will maintain a minimum of 6 foot physical distance during readings. Please, if you can, bring your own portable chair to use during your readings. Please note that we are at our wonderful new home at Unity of Columbus, 4211 Maize Road, Columbus, OH

**🎊 Zoom Speed Dating for Indianapolis Locals from Home** In each session, you'll move through private one-on-one video rounds with Indianapolis people in your age bracket who match your profile, with someone hosting live from start to finish. When booking your spot, you take a quick personality and preferences survey — those results are used to match you with Indianapolis people who are actually compatible, so the format works harder than any dating app. When it is all over, we send mutual match results — with privacy guaranteed for all non-mutual picks — and everything that follows is on your schedule. **Age groups — click yours to register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=30-46&face_v=3.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=40-58&face_v=3.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=55+&face_v=3.0) **⚠️ RSVP is not enough:** Rsvping on meetup does not confirm your spot at the event, so follow the age group link above, register, and complete the personality quiz to lock in your spot — numbers are intentionally limited so register early, and only the combination of both confirms your attendance. --- **The breakdown** 1. **Register** – through the link corresponding to your age range, then complete the personality assessment, because registration closes once spots fill. 2. **Log on** – by opening the session link at the right time, works on any device without requiring a download, and from there a live host guides everything. 3. **Start the rounds** – brief timed one-on-one chats with Indianapolis singles curated for you by age and personality, as the host signals each transition calmly and clearly, knowing the matching already happened before you got on Zoom. 4. **Discover your matches** – mutual selections are shared privately once the evening wraps, with contact info only shared when both of you said yes, and from there you call every shot. **Ideal if you are:** - Someone near Indianapolis who have had enough of apps that waste evenings for no return and are ready for something that feels natural. - Professionals from the Indianapolis area moving on from dating apps that go nowhere and want actual face-to-face conversation. - Someone in the Indianapolis area moving beyond apps that waste evenings for no return and are ready for a genuine first impression. - Members calling Indianapolis home who have given up on profiles instead of real people and are looking for real connection. - Daters from around Indianapolis moving beyond shallow connections that never lead anywhere and want to talk to real people tonight. **The Basics** - **Format:** Real-time via a live video call centred on focused one-on-one video dates, age and personality sorted before the event begins. - **Where:** Fully remote — on whatever device you prefer, no special equipment — just a device with a camera and internet, and wherever you feel at ease is effectively your venue. - **Host:** A professional host handles everything so you just show up and enjoy, meaning you never have to think about the format — every transition and every call to move on is handled. - **Vibe:** Welcoming private Zoom chats with real people from Indianapolis not filtered profiles, and the format itself removes most of the pressure. - **Duration:** Total time is around 75 minutes or so across all rounds, and you will barely notice the time. 💡 **Tip:** clear your background or find a tidy corner, so the rounds feel natural from the very start, since small prep leads to a noticeably better experience. --- ✨ One Zoom call, real conversations, real matches — grab your spot above and the evening takes care of itself tonight. Can not wait to see you there. 🕊️ ✨

💌 **Online Speed Dating for Cleveland Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Cleveland singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

*We can only take 13 women on this trip.* **The details...** Immerse yourself in the wild splendor of Scotland on this exclusive **women’s 8-day hiking** adventure. Misty moors, heather-clad hillsides, verdant glens, and ancient castles steeped in folklore will fill your camera roll by the end of this trip. ***Learn more about this all women journey here: [Highlands](https://www.boldspirittravel.com/journeys-1/hiking-highlands-scotland-2026)*** **A guided adventure:** Guided by experienced locals, explore the untamed hills of Glencoe and the Cairngorms during invigorating day hikes. Each evening, unwind and reflect on the day’s experiences, forging friendships and savoring Highland hospitality. This is more than a hiking trip. It’s an opportunity to immerse yourself in Scotland’s rich history and traditions. Learn about women-led crofts and take a loch plunge while wild swimming (followed by a steamy sauna). **What to expect...** * Hike in Scotland’s rugged Highlands and experience green Glencoe. * Visit a medieval castles and historic stone villages. * Soak up the history of Edinburgh’s city center. * Indulge in delicious and plentiful Scottish cuisine, including fresh seafood, local beer, and hearty breakfasts. * Traverse heather-clad landscapes while giving your body a good workout. (You must train for this trip.) * Enjoy restorative stays at beautiful hotels. **Wait, there's more...** * Bask in the beauty of the Cairngorms. * Hike with other Bold Spirit women who love to travel as much as you do. * Learn about rewilding and women-led crofting. * Shop along the cobblestone streets of Edinburgh. * Take the plunge into a loch for wild swimming and a shoreline sauna experience. * Stretch both your mind and hamstrings on this special journey. The best part? Our team **takes care of the logistics** so you can focus on enjoying a much needed vacation in beautiful Scotland. Are you ready to meet other women who love to hike and travel, plus see Scotland with professional guides? ***Learn more about this all women tour here: [2026 Hiking the Highlands Journey](https://www.boldspirittravel.com/journeys-1/hiking-highlands-scotland-2026)*** * Ask us questions here: [Tell me more about this trip](https://www.boldspirittravel.com/contact) * Learn about Bold Spirit Travel [here](https://www.boldspirittravel.com/about). * Rates start at $6195

**We'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron You can download documents, or clone/fork the repository. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377 Passcode: 940392 **If you can't get in, please call me at: 734 223-3307** **The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

**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.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

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

**PLEASE READ THE FOLLOWING IMPORTANT NOTES:** 1. The dates listed for this series are about 95% reliable. We are finalizing our 2026 schedule, so minor adjustments are still underway. 2. Each class in this series has an attendance fee, on a first-come, first-served basis. 3. Each class, from BOTH a sign-up and fee perspective, is a separate entity. **Introduction:** **The breakdown of the six-class series is as follows:** **Class 1: TBD** **Class 2: TBD** **Class 3: TBD** **Class 4: TBD** **Class 5: TBD** **Class 6: TBD**

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.