Security Metrics

¿Recién empiezas en AWS o quieres consolidar tus bases? En esta charla recorremos los fundamentos de la arquitectura en AWS: sus servicios clave, cómo interactúan entre sí y los principios que guían el diseño de soluciones en la nube. Aprenderás a leer y entender una arquitectura real, identificar sus componentes principales y dar tus primeros pasos con criterio técnico.

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

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 meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able! Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!

**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

**🦋 Real Speed Dating Online for Detroit Singles Personality Matched** On the night, you'll sit down for host-managed one-on-one rounds with Detroit singles your age curated by personality quiz, as an experienced host steers the pace. Prior to the event, you submit a short personality questionnaire — the information you provide there to pair you intelligently with Detroit locals, making every round feel more natural from the first minute. After all the rounds, match notifications go to both parties — with no one-sided reach-outs ever happening — and you decide your next step from there. **Your age group is your key — pick it below:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Detroit&groupurlname=club-for-serious-connections-day-trips&ar=18-32&face_v=4.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Detroit&groupurlname=club-for-serious-connections-day-trips&ar=30-46&face_v=4.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Detroit&groupurlname=club-for-serious-connections-day-trips&ar=40-58&face_v=4.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Detroit&groupurlname=club-for-serious-connections-day-trips&ar=55+&face_v=4.0) **⚠️ Important:** Your rsvp here is not a registration confirmation, so register through your age group link above and complete the personality quiz — places close once the group is full so sign up early, and only a completed registration locks in your seat. --- **How it works** 1. **Lock in your place** – using the link for your age bracket, then finish the personality questionnaire, since this is how you are officially confirmed. 2. **Hop on** – by clicking the Zoom invite at the event time, laptop phone or tablet — your choice, all work fine, and a host is live and will walk you through everything. 3. **Take part in the rounds** – host-guided one-on-one rounds with compatible Detroit singles in your bracket, as the host handles all transitions so conversations stay natural, as the quiz results already did the work of choosing who you meet. 4. **See your results** – after all rounds finish mutual matches are distributed privately, as privacy is guaranteed for all non-mutual selections, and once you have it you decide how and when to connect. **Perfect for:** - Anyone calling Detroit home wanting to escape digital dating that never converts to anything real and want to meet real locals without the faff. - Individuals in Detroit who are tired of app fatigue and empty match queues and want to talk to real people tonight. - Locals living in Detroit getting away from app fatigue and empty match queues and want real chemistry over profile photos. - Daters within Detroit who are tired of matches that ghost after two messages and are ready for something genuine instead. --- ✨ Done with apps — start here — use the link above to register and the host takes it from there this time. Your next chapter might start tonight. 🔥 ✨

**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

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.