Blockchain

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

Click Here For More Videos: https://www.facebook.com/share/r/17bwkttXhV/ *********************************** Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

**💎 Personality-Matched Speed Dating for Local Burnaby Singles — No Venue Needed** You'll go through short private video dates with age-matched personality-sorted Burnaby locals, while a live host keeps things smooth throughout. As part of the process, a quick compatibility quiz is part of registration — that information feeds the matching to pair you with compatible Burnaby locals, so each round starts with genuine compatibility in mind. Once the evening wraps up, mutual connections are confirmed and shared — exclusively for mutual selections — and you are in control of what happens next. **Registration — choose your age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Burnaby&groupurlname=bloom-with-genuine-peers-through-events&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Burnaby&groupurlname=bloom-with-genuine-peers-through-events&ar=30-46&face_v=3.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Burnaby&groupurlname=bloom-with-genuine-peers-through-events&ar=40-58&face_v=3.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Burnaby&groupurlname=bloom-with-genuine-peers-through-events&ar=55+&face_v=3.0) **⚠️ Final step:** Clicking rsvp here is not the same as registering, so click your age range link above, complete the sign-up, and take the personality questions — spots are kept small by design so register promptly, and both are needed — the RSVP alone counts for nothing. --- **This is for you if:** - Members who live in Burnaby who have given up on the app treadmill that goes in circles and are serious about meeting someone. - Those in the Burnaby area bored of profiles instead of real people and prefer meeting people in person first. - Professionals living in Burnaby ready to move past matches that ghost after two messages and value real conversation over curated profiles. - Residents calling Burnaby home who have had enough of endless scrolling and zero real dates and prefer meeting people in person first. - Daters in the Burnaby area leaving behind conversations that fizzle before a first date and want to try something that actually works. **The process** 1. **Get started** – by using the link for your bracket above, then fill in the personality questions as part of registration, because registration and quiz together hold your seat. 2. **Click into Zoom** – via your Zoom registration link at the right time, no tech headaches involved since you just click and join, and round management is all on the host from there. 3. **Chat** – short timed video rounds with Burnaby singles curated for you by age and personality, as the host keeps everything smooth and well-timed, since every person you meet was matched to you on purpose. 4. **Find your matches** – we reveal mutual matches once the session ends, since only mutual matches exchange details and everything else stays private, and from there you follow up at whatever pace suits you. **Details** - **Format:** Fully hosted in a hosted Zoom session built around structured one-on-one video dates, age and personality sorted before the event begins. - **Where:** Entirely virtual — from whatever is most comfortable for you, 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 seasoned host runs the session from the opening to the final round, and all you have to do is show up and be yourself — from opening to close everything is taken care of. - **Vibe:** Friendly one-on-one chats with Burnaby people who are ready for something real, and the rounds go faster than you would think. - **Duration:** Generally around 60 to 90 minutes from host intro to final round, and it is over before you know it. --- ✨ Your next match could be one Zoom call away — click your age bracket and sign up and we will handle the rest in your own time. See you in the first round. 💙 ✨

**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

**🦋 Speed Dating Live on Zoom for Vancouver Locals Host Guided — Personality First** Joining means you'll spend your time in brief timed Zoom sessions with Vancouver locals paired by quiz results and age range, while a live host keeps things smooth throughout. Before the event, you take a quick personality and preferences survey — we use those answers to pair you with compatible Vancouver locals, so your conversations have a better chance of going somewhere. After the night, mutual match details are distributed — shared only when both sides chose each other — and what happens next is entirely up to you. **Sign up below — pick your age range:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=bloom-with-genuine-peers-through-events&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=bloom-with-genuine-peers-through-events&ar=30-46&face_v=3.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=bloom-with-genuine-peers-through-events&ar=40-58&face_v=3.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=bloom-with-genuine-peers-through-events&ar=55+&face_v=3.0) **⚠️ Do not skip this:** An rsvp here alone does not secure your place, so select your age range link above, fill in the registration, and answer the personality quiz — capacity is restricted so act soon, and RSVP plus full registration is what holds your seat. --- **Quick Details** - **Format:** Host-managed in a hosted Zoom session built around structured one-on-one video dates, compatibility-matched within your age range. - **Where:** At-home — from your desktop laptop or phone, just a webcam and a good internet connection, and any location with good Wi-Fi and a camera works perfectly. - **Host:** A real human host ensures the rounds flow naturally and without awkwardness, which means nothing technical or logistical is on your plate — every transition and every call to move on is handled. - **Vibe:** Casual speed dating sessions with Vancouver singles who are here for the same reason you are, and the whole thing is better than you would expect. - **Duration:** Usually 60-90 minutes all in, though it always seems to go faster. **Great for:** - Professionals from Vancouver who have had enough of digital dating that never converts to anything real and want actual face-to-face conversation. - Returners near Vancouver done with swiping left and right with no results and want to talk to real people tonight. - Someone who live in Vancouver wanting to escape matches that ghost after two messages and prefer structure over ambiguity. - People who live in Vancouver done with matches that ghost after two messages and are after something more than a swipe can offer. **How the night runs** 1. **Start here** – through the link corresponding to your age range, then finish the personality questionnaire, because this is the only way to be confirmed. 2. **Enter the Zoom room** – by opening the Zoom link at the event start, any device works and no download is required, and once you are in the host handles the rest entirely. 3. **Meet your matches** – timed one-on-one speed dates with personality-matched Vancouver locals in your group, with the host managing every round transition, because no round here is random — everyone was selected. 4. **Discover your matches** – mutual matches are shared post-event with your info staying private otherwise, since only mutual matches exchange details and everything else stays private, and from there you follow up at whatever pace suits you. ⭐ *"The host made everything comfortable — the personality matching really works"* – returning Vancouver attendee 💡 **Pre-event tip:** close unnecessary browser tabs before the event, so the rounds feel natural from the very start, since a short check now means no issues at the worst moment. --- ✨ One Zoom call, real conversations, real matches — grab your spot above and the host takes it from there in this batch. The rounds are better than you think. 🪷 ✨

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)