EC2

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

📝 **Synopsis:** Last month we got the foundation in place. Now it's time to build on it. Join us as we pick up right where we left off and go hands-on with two of the most powerful services in the AWS ecosystem, EC2 and Lambda, all from your PowerShell prompt. 📘 **Description:** If you were with us in April, you already know how to set up the AWS CLI, install the necessary modules, authenticate securely, and manage IAM users and S3 buckets without ever touching the AWS console. This session picks up right where we left off. This time, we're heading into compute territory. We'll walk through spinning up EC2 instances from scratch—picking the right AMI, configuring security groups, and managing instance lifecycle with just a few clean lines of script. You'll see how to start, stop, and terminate instances programmatically, and why that matters when you're managing resources at scale. From there, we'll shift gears to Lambda, where you'll see how to invoke serverless functions, pass payloads, and pull CloudWatch logs directly from your terminal—no browser required. It's the kind of automation that makes your future self very happy. As always, expect live demos, real-world scenarios, and at least one moment where something doesn't go quite as planned—which, as it turns out, is usually the most useful part. Whether you were with us last month or are jumping in for the first time, you'll walk away with working scripts, a clearer picture of what's possible, and patterns you can actually take back to work on Monday. 📰 Extra credit: Bring your questions, your war stories, and your curiosity. This is a space for PowerShell enthusiasts to learn, share, and build together.

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.

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

http://photos2.meetupstatic.com/photos/event/2/a/9/6/600_348310902.jpeg Instructor - Crow, HPS Class fee is $30 at the door or approved exchange RSVP with Advance pay of $25 (discounted) by PayPal on the web or by contacting Enchanted Elements (614) 437-2642. Reservations made directly to Enchanted Elements will be added to the class list manually not online. Private Instruction ~ Closed to the Public ~ Initiated Members Only Please come prepared for ritual. Blessings ~ Crow

PO Box 21. Is a speakeasy in the basement of Highbanks Distillery in Westerville. Check out the menu: https://www.poboxtwentyone.com/home