Data Strategy

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

**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.

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)

🏓 **CSC Pickleball League – Join the Fun!** Whether you're competitive or just want to connect with fellow members, this friendly ladder league is for you! 🗓 **May 19 – July 7** ⏰ Tuesdays \| 7:00–9:00 PM 📍 Match Point Pickleball Club – 350 McCormick Blvd, Columbus 💲 $85 per player (no sub needed if you need to skip a week) **YOU MUST SIGN UP VIA LINK BELOW AND PAY PRIOR TO 5/17 TO RESERVE YOUR SPOT.** [Pickleball Summer 2026 - Calendar - Columbus Ski Club](https://www.columbusskiclub.org/content.aspx?page_id=4002&club_id=686961&item_id=2948671&actr=3) No equipment required (bring your own paddle if you prefer). Partners rotate weekly, and skill levels are assigned by the facility—no experience needed! Come out, improve your game, and meet great people. All skill levels welcome! Columbus Ski Club Membership is required to participate - don't worry its not expensive and allows you annual access to many other sports leagues and activities along with trips! Sign up for membership here and then proceed to sign up for Pickleball league. Please reach out with any questions! [New Member Sign Up - Columbus Ski Club](https://www.columbusskiclub.org/content.aspx?page_id=60&club_id=686961)

**🔥 Lincoln Street Salsa HAS MOVED TO EVERY FRIDAY, NO MORE SATURDAYS!** **🔥 Lincoln Street Salsa @ 1717 Brice Rd, Reynoldsburg 43068** **🔥 Salsa, Bachata, Merengue Dancing!** **🔥 NO PARTNER OR EXPERIENCE NEEDED!** **🔥 Every FRIDAY, 8 pm - 1 am** **🔥 8:00 pm - 8:30 pm = Registration** **🔥 8:30 pm - 9:30 pm = Beginner Dance Class** **🔥 9:30 pm - 1:00 am = Open Dance Party** **🔥 LincolnStreetSalsa.com** **🔥 Questions? Text Todd 614-774-8146**

**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

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.

**PLEASE BUY TICKETS THROUGH EVENTBRITE. RSVP THROUGH MEETUP IS NOT A TICKET PURCHASE CONFIRMATION.** Strive welcomes you to 'General Business Networking', Columbus' hottest networking event! We are set in the perfect central location in Downtown for all to join. Are you interested in business? Want to elevate your career? Meet Consultants, Analysts of all types, Bankers, Software Engineers, Entrepreneurs, and more who are active in the space or are eager to get started. **\*\*This will be a multi-vertical event\*\*** **There will be professionals with backgrounds in the arts, finance, tech, real estate, healthcare, and more. Come with an open mind, and leave with connections that wouldn't be possible otherwise!** Pack some business cards and come with an open mind! Meet your future business partners, employers, coworkers, investors, and friends. You don't want to miss this opportunity to expand your network and create a brighter future. We will have a space for our event to check-in. The event will go from 6:00 PM - 8:00 PM (feel free to come at any point in this timeframe). Name tags will be provided. Business casual dress code. Job fair attire. **Remember, it's not who you know, it's who you meet tomorrow!** We look forward to meeting you at the event! Sincerely, Strive Networking Team *Refund requests are permitted up to 24 hours after purchase, so long as we are not within 48 hours before the event start time. Refunds will be made in full and repaid to your method of payment. Note that we are unable to reimburse PayPal fees.* *Disclaimer: By attending Strive Networking events you agree to photos/videos taken during the event being used to promote future events.*

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!

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.

**💫 Speed Dating from Home for Vancouver People Done with Apps** Joining means you'll cycle through short private video dates with Vancouver singles age-grouped and personality-curated, while everything stays on track thanks to a live host. When you sign up, a personality questionnaire is built into the sign-up — that information feeds the matching to organise compatible Vancouver locals for your session, which makes every round worth having. After all the rounds, mutual connections are confirmed and shared — with privacy guaranteed for all non-mutual picks — and you take over from there entirely. **Click your age bracket to register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=the-collective-for-intentional-social-growth&ar=18-32&face_v=4.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=the-collective-for-intentional-social-growth&ar=30-46&face_v=4.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=the-collective-for-intentional-social-growth&ar=40-58&face_v=4.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=the-collective-for-intentional-social-growth&ar=55+&face_v=4.0) **⚠️ RSVP is not enough:** This rsvp alone will not confirm your attendance, so use your age group link above to register and complete the short personality quiz — spots are kept small by design so register promptly, and your seat is only secure once registration is complete. --- **How the night runs** 1. **Find your age group** – by selecting your age group and following the link, then fill in the personality questions as part of registration, as both are needed to secure your spot. 2. **Join the video call** – by clicking the Zoom invite at the event time, works anywhere with a camera and internet, and everything from that point is handled by the host. 3. **Connect** – live one-on-one video rounds with Vancouver people matched to you by age and quiz, as the host keeps everything smooth and well-timed, as each round is with a Vancouver local matched to your profile. 4. **Check your results** – after the event you will receive any mutual match details, with unmatched selections never disclosed to anyone, and you are in control of everything that happens next. **Who shows up:** - Professionals around Vancouver bored of profiles that never convert to actual dates and want to try something that actually works. - Those living in Vancouver looking beyond unread messages and dead-end conversations and want actual face-to-face conversation. - Someone within Vancouver ready to move past the app treadmill that goes in circles and want to meet real locals without the faff. - Locals based in Vancouver looking beyond digital dating that never converts to anything real and value real conversation over curated profiles. - Members across Vancouver who have had enough of conversations that fizzle before a first date and need a better way to meet people. **Event Overview** - **Format:** Dedicated and hosted over Zoom with back-to-back private rounds per pair, paired by age bracket and quiz results throughout. - **Where:** All online — from your laptop or mobile device, the only requirement is a device with a camera and internet, and you can join from wherever feels comfortable. - **Host:** An engaging host runs the session from the opening to the final round, which makes the whole thing feel effortless — the host owns the evening so you can simply enjoy it. - **Vibe:** Refreshingly easy individual rounds with Vancouver area people who prefer real conversation, and the conversation always feels more real than an app date. - **Duration:** Roughly an hour and a half including the welcome, and the format keeps things moving. 💡 **Useful tip:** close unnecessary browser tabs before the event, because background and lighting matter more than you would think, since small prep leads to a noticeably better experience. --- ✨ Vancouver singles worth meeting are in this event — book your spot above and we will set the rest up for you while places last. See you in the first round. 🥰 ✨

**🌟 One-on-One Speed Dating Online for Richmond Singles on Zoom** Each evening, you'll experience brief timed Zoom sessions with age-matched personality-sorted Richmond locals, as a friendly host guides every transition. As you finalise your spot, you complete a brief compatibility form — we use those answers to put the right Richmond singles in front of you, so every round is informed by more than just looks. Once it is wrapped up, mutual connections are confirmed and shared — contact details flow only on mutual selection — and from there you take it forward at your own pace. **Pick your age group and register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Richmond&groupurlname=the-collective-for-intentional-social-growth&ar=18-32&face_v=4.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Richmond&groupurlname=the-collective-for-intentional-social-growth&ar=30-46&face_v=4.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Richmond&groupurlname=the-collective-for-intentional-social-growth&ar=40-58&face_v=4.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Richmond&groupurlname=the-collective-for-intentional-social-growth&ar=55+&face_v=4.0) **⚠️ Two steps needed:** Clicking rsvp here is not the same as registering, so register through the age group link, complete the form, and take the two-minute personality quiz — spots fill quickly so do not leave it too long, and the quiz plus registration together hold your place. --- **What to do** 1. **Book your spot** – via your age group registration link, then answer the personality questions, as without this your RSVP holds nothing. 2. **Open the call** – at the event start time via your Zoom link, works anywhere with a camera and internet, and round management is all on the host from there. 3. **Connect** – timed one-on-one speed dates with compatible Richmond singles in your bracket, while the host runs the clock so you can focus on the conversation, as the quiz results already did the work of choosing who you meet. 4. **Check your results** – we reveal mutual matches once the session ends, with contact info only shared when both of you said yes, and you reach out whenever you feel ready. **Best suited to:** - Those throughout Richmond bored of shallow connections that never lead anywhere and want to try something that actually works. - Someone from Richmond moving beyond matches that ghost after two messages and want real chemistry over profile photos. - Professionals throughout Richmond done with matches that fade out before meeting and need a better way to meet people. - Locals from Richmond who are tired of dating apps that go nowhere and are ready for a genuine first impression. - Anyone at all who live in Richmond who are tired of profiles instead of real people and want to try something that actually works. 💡 **Setup tip:** run a quick Zoom test the day before, because background and lighting matter more than you would think, as the host manages the rest and all you need is working tech. --- ✨ Done with apps — start here — book your spot above and everything from there is on us before spots go. Real connection starts here. 🎯 ✨

**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

Free monthly networking for Columbus business owners. Real conversations, real connections, no forced formats. Space is limited. RSVP now. Good marketing starts with good relationships. That is what this event is built around. Networking Night is a free monthly event for local business owners in Columbus who want to build real connections with other serious operators in their market. No structured rotations. No forced elevator pitches. Just a room full of local business owners who are worth knowing, in a space that makes it easy to have an actual conversation. Register here: [https://www.eventbrite.com/e/local-marketing-networking-night-tickets-1988510112275](https://www.eventbrite.com/e/local-marketing-networking-night-tickets-1988510112275)

**Let’s have lunch and have some extra fun! Bring your favorite game! 🥳**