Web Technology

Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected. This month we have **Radio Signal Analysis Using SDRs and OpenWebRX+** with **Scott McCrory**. Details are are [core.radio](https://core.radio/).

The April edition of IndyPy puts the spotlight on the community with an evening of Lightning Talks: short, fast-paced presentations designed to share ideas, spark conversations, and inspire what’s next. Whether it’s a Python tip, a favorite tool, a project lesson, an AI experiment, or something unexpected, this is your chance to get on stage and share it. We welcome both in-person and remote talks. Have an idea? **[Submit your Lightning Talk idea by April 30](https://sixfeetup.typeform.com/indypy2026talks?utm_source=meetup).** Talks are **5 minutes or less**, making this an easy, low-pressure way to share something useful with the IndyPy community. We’ll announce the talk lineup by 5pm ET on Mon, May 4. Come ready to learn a lot, and cheer on a wide range of voices, topics, and perspectives from across the Python community. **Join us either in person or remotely for our hybrid event!** * **IN PERSON:** Suite 110 at E-gineering, Inc. (8415 Allison Pointe Blvd, Indianapolis, IN 46250) * **REMOTE:** [Register to get the Zoom link](https://sixfeetup.zoom.us/meeting/register/0Z7nLHTOQZiHC2_nj70TrQ). **AGENDA** **7 - 7:15pm:** Announcements and Introductions **7:15 - 8:15pm: Lightning Talks** Lightning Talks are short presentations of 5 minutes or less and can be presented in person or remotely. Expect a variety of perspectives, practical ideas, and fresh insights from members of the IndyPy community. **8:15 - 8:30pm:** Door Prizes **8:30 - 9pm:** Networking Want to present? **[Submit your talk idea before April 30](https://sixfeetup.typeform.com/indypy2026talks?utm_source=meetup).** Guests are welcome to attend, but please have each person RSVP on their own Meetup account.

This meeting will be a discussion about a proposed tour of the Ohio Theatre led by Mary Cecil, Tour Coordinator of the Ohio Theatre and Jane Ehrenfeld, Audio Describer. We will try to connect for a Conference Call option at (518) 263-8851.

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

✨ **Pickleball Clinic (for all skill levels)** **(TUES MAY 5, 7-9)** **YOU MUST SIGN UP AND PAY PRIOR TO TUESDAYS CLINIC WITH LINK BELOW:** [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). Non beginners are also welcome for the clinic to improve skills and learn strategy. We will break the group into 2 to learn based on skill levels. Come out, improve your game, and meet great people. All skill levels welcome! \*\*\*Columbus Ski Club membership not required for the workshop.

Join us for **Ben Frain**'s talk ... Ben's book "Responsive Web Design With HTML5 and CSS" caught my attention (and should interest you as well). Find it here: [https://rwd.education/](https://rwd.education/) ***Bring your laptop and expect to write some (non-AI generated) code!*** Food and drinks will be available. **LOCATION:** 6515 Longshore Loop, Suite 300, Dublin, OH 43017 **FREE PARKING:** 6725 Longshore Street, Dublin, OH 43017

**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

🕊️ **Speed Dating for Richmond Singles Who Want the Real Thing** You don't need to be outgoing. You don't need experience. You just need to be curious, open, and genuinely interested in meeting someone worth keeping around. These are people who've decided casual isn't cutting it anymore. They want depth. They want honesty. They want someone who actually shows up. Live on Zoom from wherever you are. Short rounds, real people, all local to Richmond. Matched by age so conversations actually go somewhere. **Choose your age bracket to claim your place:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Richmond&groupurlname=serious-hearts-finding-meaning-through-brunch&ar=18-32&face_v=3.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Richmond&groupurlname=serious-hearts-finding-meaning-through-brunch&ar=30-46&face_v=3.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Richmond&groupurlname=serious-hearts-finding-meaning-through-brunch&ar=40-58&face_v=3.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Richmond&groupurlname=serious-hearts-finding-meaning-through-brunch&ar=55+&face_v=3.0) 📌 Note: this RSVP alone doesn't secure your seat. Use the link above to complete registration and the personality questionnaire. --- **Your three steps:** 1. Follow the link for your age group, complete the registration, and answer the personality quiz. 2. Log into Zoom when the event starts. Works in browser, no downloads required. 3. Go through a series of short private rounds with age-matched Richmond singles, all guided by a friendly host. 4. Once it's over, you'll find out who felt the same — then it's yours to take forward. Small groups. Real rounds. Actual chemistry. If finding someone meaningful matters to you, this is the most direct path there.

While some are still meeting online, this is an in person event. Please note that we have attendees of all levels of speaking, including some native speakers. All are welcome! Also, as we meet at the same time and place each week, many don’t RSVP on the app, so we will likely have more attendees than noted here. Note: if you are asked to pay and upgrade the Meetup app, this is not necessary. You can ignore this and still attend our meetings. Find us on our [Facebook group](https://www.facebook.com/share/g/1EKw86WJCp/?mibextid=wwXIfr).

🌸 **Online Speed Dating — Built for Vancouver Singles Who Mean It** If you're someone who's been holding back — maybe you're a bit introverted, maybe you've never tried speed dating, or maybe you just haven't found the right setting — this is that setting. The people who show up are after genuine connection. Long-term. Something they can actually feel proud of. Not another situationship that goes nowhere. Everything runs on Zoom. You'll meet Vancouver locals in quick private rounds, matched by age. It fits in an evening and you never have to leave home. **Pick your age group and grab your spot:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=serious-hearts-finding-meaning-through-brunch&ar=18-32&face_v=3.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=serious-hearts-finding-meaning-through-brunch&ar=30-46&face_v=3.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=serious-hearts-finding-meaning-through-brunch&ar=40-58&face_v=3.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=serious-hearts-finding-meaning-through-brunch&ar=55+&face_v=3.0) 📌 Note: this RSVP alone doesn't secure your seat. Use the link above to complete registration and the personality questionnaire. --- **Here's what to do:** 1. Register through your age group link and answer a few quick personality questions. 2. Join the Zoom at the event time — no app downloads needed, works on any device. 3. Go through a series of short private rounds with age-matched Vancouver singles, all guided by a friendly host. 4. Once it's over, you'll find out who felt the same — then it's yours to take forward. Groups are small on purpose. That's what makes it work. If you're ready to take this seriously, here's your chance.

**Online Speed Dating for Mature Toledo Singles** Live on Zoom. Real conversations. Local people who value genuine connection and traditional dating. **Pick your age group to register:** - Ages 18-32: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=18-32&face_v=2.0) - Ages 30-46: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=30-46&face_v=2.0) - Ages 40-58: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=40-58&face_v=2.0) - Ages 55+: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=local-warmth-meetups-for-mature-souls&ar=55+&face_v=2.0) RSVP alone does not hold your spot. Register through the link above and complete the quick personality quiz. For mature singles who appreciate meaningful connections and are serious about finding the right person. Host-guided. All ages welcome. Mutual matches shared after the event.

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

**TBA**

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

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm

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!

**TBA**