Solidity

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

**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

**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

**💝 Personality-Matched Speed Dating for Indianapolis Locals from Home — Real People** Joining means you'll cycle through quick private Zoom rounds with Indianapolis singles matched to you by age and personality, as a skilled host keeps the pace natural. When booking your spot, a two-minute quiz captures your personality — your personality profile from that quiz to pair you with compatible Indianapolis locals, meaning your rounds are curated and not random. When it is all over, we disclose mutual matches quietly — keeping your selections private otherwise — and what happens next is entirely up to you. **Select your age group to secure your place:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Indianapolis&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=Indianapolis&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=Indianapolis&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=Indianapolis&groupurlname=club-for-serious-connections-day-trips&ar=55+&face_v=4.0) **⚠️ Spot not held yet:** An rsvp on this page is not a confirmed spot, so register through the age group link, complete the form, and take the two-minute personality quiz — numbers are intentionally limited so register early, and the quiz plus registration together hold your place. --- **Who it is for:** - Daters within Indianapolis getting away from profiles that never convert to actual dates and need a better way to meet people. - Anyone at all around Indianapolis finished with matches that fade out before meeting and want actual face-to-face conversation. - Members near Indianapolis getting away from swiping left and right with no results and are ready for something that feels natural. - Those in Indianapolis finished with digital dating that never converts to anything real and are serious about meeting someone. **Here is the format** 1. **Find your age group** – by using the link for your bracket above, then take the brief quiz, as the quiz plus registration is what counts. 2. **Hop on** – at the event start by opening your Zoom link, no download is needed since it works in any browser, and a friendly host manages everything once you are on. 3. **Connect** – back-to-back private Zoom rounds with Indianapolis locals selected for your age group, while a host ensures every round feels natural, as each round is with a Indianapolis local matched to your profile. 4. **Discover your matches** – mutual connections are confirmed and sent after the session, with contact info only shared when both of you said yes, and the outcome is yours to take forward at your leisure. **Details** - **Format:** Online and live on a live Zoom call running short speed dating rounds throughout, matched by quiz results and age at every round. - **Where:** All online — from your laptop or mobile device, no special equipment — just a device with a camera and internet, and you can join from your couch or anywhere else that works. - **Host:** A dedicated host keeps everything on track and stress-free throughout, which takes all pressure off the format entirely — everything from round one to the final match is handled. - **Vibe:** Warm video date rounds with Indianapolis people who actually turned up, and you leave with more energy than you arrived with. - **Duration:** You are looking at about an hour give or take including the welcome, and most people say it flies by. ⭐ *"Great evening — the matching was spot on"* – Indianapolis local, first event --- ✨ Short rounds with real Indianapolis locals — select your bracket and register and the evening takes care of itself tonight. The evening starts the moment you register. 🎯 ✨

**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

Join us on Monday nights at 7pm for two 25 minute quiet meditations, with one short walking meditation in between. There will be a brief and informal conversation afterward. Stay for as long as you like and feel free to bring or share whatever is on your mind. All Zen Center events are also available via Zoom at bit.ly/IndyZen.

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