Quantitative Analysis

Join us for a 2-day hybrid hackathon in Tirana where developers, students, and people interested in AI come together to learn, build, and show their AI projects. Get practical experience, support from Google Developer Experts (GDEs), and take part in a fun demo session with prizes and giveaways. * **What participants will experience:** * Masterclasses from speakers * Team collaboration and project building * Mentorship from industry experts and GDEs * Real-world project development from idea to demo * Networking with the local tech community * Fun challenges, prizes, and giveaways **Day 1 – Online (20 May from 5pm): Start Building** * Join the welcome and introduction session * Learn about AI through masterclasses * Form teams and share project ideas * Start building their AI solutions **Day 2 – Onsite (22 May at Piramida from 10am): Build, Improve, and Present** * Panel discussion with industry experts * Learn about AI, cloud technologies, and real-world use cases * Continue building your projects with mentor guidance * Prepare and present your solutions to a panel of judges 👉 Fill out this form with your project idea and/or team details: [https://forms.gle/8cui8JKNWEp82tnaA](https://forms.gle/8cui8JKNWEp82tnaA) If you don’t have a team yet, don’t worry — you can connect with others and find team members through our Discord community: [https://discord.com/invite/BgCdCmCuGv](https://discord.com/invite/BgCdCmCuGv) **Grand Finale: Demo & Celebration** * The event ends with: * Team project presentations * Feedback from judges and mentors * Prize announcements and giveaways * A closing celebration of participants’ achievements **A chance to learn, build, and grow in AI**

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)

Stop by the Licking County Master Gardener Volunteers’ (MGVs) table at the Farmers Market to pick up your free Veggie plant of the month to add (or start!) your vegetable garden. The little plants come with instructions and tips. Have other garden related questions? Bring your questions to one of the MGVs in the green shirts. ******************* Newark Grows 1st & 3rd Friday, May 1-Oct. 2 Our Booth at the Canal Farmers Market 4pm- 7pm 36 E. Canal Street, Newark JOIN US AT THE CANAL MARKET DISTRICT FARMERS MARKET IN NEWARK, May – October (First and third Fridays of the month) Free plants, seeds, and gardening information! May 1 Buttercrunch Lettuce May 15 Double Curled Parsley June 5 Mark Twain Tomato June 19 Aconcagua Elongated Sweet Pepper July 3 Market Closed for 4th of July Weekend July 17 Silver Slicer Cucumber August 7 Wizard Coleus August 21 German Thyme September 4 Sweet Bunch non heading Broccoli September 18 Strike Shell Pea October 2 Garlic No RSVP needed- just show up and enjoy the market! See you there!

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

Wild Ones Columbus Annual Native Plant Sale Saturday, May 23th, 2026 9:00 am to 1:00 pm (Eastern Time) Overbrook Presbyterian Church Parking Lot, 4131 N High St, Columbus, OH, 43214 Public Welcome, Family-Friendly Free Event A wide variety of native flowering plants, grasses, shrubs, and trees will be available from Wild Ones Columbus and local vendors Natives in Harmony, Leaves for Wildlife, and Scioto Gardens. Wild Ones will publish a list of plants that will be available at this year's sale closer to the event date. Be sure to stop by! Show up anytime!

**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

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) 15 for One Class 20 for Both Free Parking & Plenty of Dance Space. Viva Dance Columbus 2809 Festival Lane Dublin OH 43017

**Welcome to Drunken Philosophy** a casual, curious social discussion **Optional topic for this meetup: What's up with all the AI hate?** A recent survey found that 74% of Americans have a negative view of AI, and I want to know why. Come out and debate whether AI is good or bad. My hot take: a labor-saving tool that could potentially help cure cancer gets called dangerous because it might raise unemployment or cause a speculative investment bubble, that tells you a lot more about capitalism and the economic system we live under than it does about the tool itself. As a computer programmer, I think AI is a wonderful tool that has increased my productivity by at least an order of magnitude. I'd go so far as to say Claude Code is the best tool I have ever used. Debate me and name a better one. Is AI potentially dangerous? Yes, but so are a lot of tools. Chainsaws. Steam engines (early ones would occasionally explode and kill everyone in the room). Do you think cavemen sat around debating whether fire could be used as a weapon or for self-harm, and decided not to discover it? I have two friends who hate AI for opposite reasons: one thinks it's a fad and not useful, and the other thinks it's going to take over everything and cause human extinction. Come out tonight, have a friendly debate, and make some friends. No lectures. Friendly crowd. Drop in for one drink and stay if it's fun.