User Experience

**🥰 Face-to-Face Speed Dating Online for Singles near Columbus** Round by round, you'll sit down for quick private Zoom rounds with Columbus singles paired for compatibility by age and quiz, as a skilled host keeps the pace natural. On completing your sign-up, there is a short quiz about your personality and preferences — the matching data comes from to organise compatible Columbus locals for your session, so every round is informed by more than just looks. When it is all done, mutual matches are shared privately — strictly for mutual matches only — and you connect at whatever pace feels right to you. **Register by age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Columbus&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=Columbus&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=Columbus&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=Columbus&groupurlname=club-for-serious-connections-day-trips&ar=55+&face_v=4.0) **⚠️ Please note:** This rsvp is not enough to hold your place in the rounds, so complete registration via your age bracket link and finish the short personality quiz — places close once the group is full so sign up early, and skipping either step means your place is not held. --- **This works best for:** - Women and men based in Columbus who have given up on conversations that fizzle before a first date and are ready for something genuine instead. - Members around Columbus finished with matches that fade out before meeting and want to try something that actually works. - First-timers near Columbus done with the app treadmill that goes in circles and are looking for real connection. **The format** 1. **Choose your bracket** – by clicking your age group registration link, then answer the personality questions, because registration and quiz together hold your seat. 2. **Log in** – by opening the Zoom link at the event start, works on any device without requiring a download, and the host takes over from that moment forward. 3. **Speed date** – short Zoom speed dating rounds with Columbus locals in your personality-matched group, while a host ensures every round feels natural, as the quiz results already did the work of choosing who you meet. 4. **Find out who matched you** – we reveal mutual matches once the session ends, and your details are only exchanged when the match is mutual, and the follow-up is yours to manage however feels right. ⭐ *"Did not think I would enjoy it but — laughed more than I expected"* – Columbus local, first event --- ✨ Meet Columbus singles from home — register before spots fill and the evening takes care of itself and we will get you all set up. One click and you are on your way. 🌟 ✨

**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

Let’s meet and wander the galleries! General admission on Sundays is free.

**🦋 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. 🔥 ✨

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)

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!