Informatyka

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)

**You're invited to join local Columbus animal advocates as we watch PETA's workshop together on cage-free campaigns. Free vegan pizza will be provided! After the workshop Q&A, we'll have a group discussion and brainstorm on future activism plans. Hope to see you there!** **Here are the details:** **WHEN: Tuesday, May 19, 2026 at 6pm EST** **WHERE: KTC Columbus** **If you cannot attend in person, you can still view the workshop virtually at https://www.facebook.com/events/1567122777711333** **Here's some background on the workshop:** **Please join us for an eye-opening online PETA Playbook discussion with PETA’s Associate Director of Vegan Campaigns, Amber Canavan, where we’ll ask the hard-hitting questions about the cage-free campaigns and their impact on both hens and vegan efforts.** **Whether you’re looking to strengthen your outreach or sharpen your messaging around the egg industry’s humane-washing tactics, this workshop will give you practical tools to help others understand what “cage-free” really means for hens and why the label is misleading.** **We’ll explore how to keep conversations respectful, fact-based, and focused on the animals’ reality while encouraging others to take effective action.** **Please join us for this important workshop to learn how you can cut through cage-free marketing and help animals.** **Come ready to learn, ask questions, and ignite your activism for animals!**

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

🏓 **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)

**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.

Mental Health, how do you understand it? How can you improve it? How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Have you ever suffered from a traumatic experience, a deep loss or been through a painful breakup? Has your ability to communicate suffered as a result? And after that, even though you "moved on" did you find that things were never quite the same? Have you ever looked at childhood photos, or reminisced your early life and wondered where that happiness and spark went? Are your emotions out of your own control? Have you ever felt, even if you aren’t aware of it, that possibly you are getting in your own way of your happiness and success? How does this affect your self-confidence? Find out what is at the root of all stress, anxiety, depression and self-doubt. Find out how and why you hold yourself back from achieving your goals and having the life you have dreamed of. As soon as you learn what is at the root of these unwanted conditions, you’ll see it is something you can DO something about. You will not be labeled or categorized at this MeetUp. This group is hosted by the Dianetics and Scientology Life Improvement Center of Central Ohio.

**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

**Our May novel is: *The Quiet Librarian* by Allen Eskens** **This month’s book is set in the 20th century and mixes historical fiction with suspense and thriller elements. It also centers on women’s stories and relationships. The novel is 368 pages in print or 8 hours and 12 minutes on audiobook.** Hana Babic is a quiet, middle-aged librarian in Minnesota who wants nothing more than to be left alone. But when a detective arrives with the news that her best friend has been murdered, Hana knows that something evil has come for her, a dark remnant of the past she and her friend had shared. Thirty years before, Hana was someone else: Nura Divjak, a teenager growing up in the mountains of war-torn Bosnia—until Serbian soldiers arrived to slaughter her entire family before her eyes. The events of that day thrust Nura into the war, leading her to join a band of militia fighters, where she became not only a fierce warrior but a legend—the deadly Night Mora. But a shattering final act forced Nura to flee to the United States with a bounty on her head\*\*.\*\*

Please reserve your spot by registering on the below link : **Reserve** https://www.eventbrite.com/e/join-biggest-community-investors-founders-columbus-online-tickets-1988563717610?aff=meetup **QUESTIONS ?** Pls Reach out to; Ridhi - +971504724873 ( WhatsApp Only)

Let's grab some coffee/food and share a morning chat! The East Market has an ample parking lot and outdoor and indoor seating. Grab a cup of coffee from Winston's Coffee & Waffles or on your way to East Market and meet us on the second floor - table behind or east of the elevator. Per what this group is about: "Everyone is welcome! International transplants to Columbus who want to improve language skills, Columbus residents who enjoy talking to people from other countries, and those who would like to discuss international travel and culture, and who enjoy getting together for good conversations."

**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.

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

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!

**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 Singles near Surrey** You get to cycle through rapid one-on-one Zoom dates with Surrey singles matched by age and personality, while the host manages transitions so you can focus on the person in front of you. As part of the process, a two-minute quiz captures your personality — those details are used to identify compatible Surrey singles for your rounds, so the format works harder than any dating app. Once it is wrapped up, we send mutual match results — with nothing shared unless both parties agreed — and you are in control of what happens next. **Your age group, your link:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&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=Surrey&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=Surrey&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=Surrey&groupurlname=the-collective-for-intentional-social-growth&ar=55+&face_v=4.0) **⚠️ Required step:** This rsvp does not equal a reserved seat, so select your age range link above, fill in the registration, and answer the personality quiz — capacity is intentionally small so get in early, and your place is confirmed only once you have done both. --- **Your evening, step by step** 1. **Claim your spot** – by tapping the link for your age group, then finish the compatibility quiz, as the quiz plus registration is what counts. 2. **Jump on Zoom** – by clicking the Zoom link at the event start time, zero setup is required — just open the link, and once you are in the host handles the rest entirely. 3. **Have your dates** – short one-on-one rounds with personality-matched Surrey locals in your group, as the host signals each transition calmly and clearly, and the people in your rounds were sorted specifically for you. 4. **Find your matches** – mutual matches are sent to you privately after the event ends, since non-mutual choices are never shared with either party, and once you have it you decide how and when to connect. **Who shows up:** - Members from Surrey bored of dating apps that go nowhere and want to meet real locals without the faff. - First-timers from around Surrey looking beyond the app treadmill that goes in circles and are serious about meeting someone. - Individuals across Surrey getting away from apps that waste evenings for no return and want to meet real locals without the faff. - Residents from around Surrey looking beyond swiping with nothing to show for it and prefer meeting people in person first. - Locals calling Surrey home getting away from dating apps that go nowhere and are ready for a genuine first impression. **About the Event** - **Format:** Dedicated and hosted via Zoom with back-to-back private rounds per pair, sorted by personality quiz and age for every round. - **Where:** At-home — on any internet-connected device, no special equipment — just a device with a camera and internet, and couch desk or spare room are all equally valid spots. - **Host:** A supportive host guides every round from start to finish, so the evening runs without a hitch — not a single logistical thing is left for you to manage. - **Vibe:** Comfortable video rounds with Surrey singles who are here for the same reason you are, and the host keeps everything comfortable throughout. - **Duration:** Usually sixty to ninety minutes from round one onwards, though times can vary slightly. ⭐ *"Better than expected — way better than anything I have tried before"* – Surrey local, first event 💡 **Worth knowing:** put your phone on silent before joining, and the host takes care of everything else from there, since small prep leads to a noticeably better experience. --- ✨ Done with apps — start here — grab your place above before it goes and we sort the rest this time. See you in the first round. 💕 ✨

**💫 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. 🥰 ✨

By popular demand, the group wanted to read and discuss the semi-autobiographical novel by Henri-Pierre Roche, that inspired the Truffaut movie we watched last year. The book is available through the Columbus Library's interlibrary loan system. They reported there are twenty-eight copies available in the state of Ohio. If you have a library card, you can file an interlibrary loan request here: https://www.columbuslibrary.org/library-services/ . There are also used copies available on Amazon and eBay for under twenty dollars. You may want to rewatch the movie after reading the book, so we can compare and contrast in our discussion. The Columbus Library has four copies on DVD, and it's streaming on HBOMax.

**✨ Real One-on-One Rounds Online for Burnaby Singles Done Swiping** As a participant, you'll experience quick private Zoom rounds with Burnaby singles matched to you by age and personality, as a friendly host guides every transition. Once you register, you fill in a quick matching survey — your personality profile from that quiz to curate your Burnaby matches by quiz results and age, meaning your rounds are curated and not random. After the session closes, mutual match details are distributed — contact details flow only on mutual selection — and what happens next is entirely up to you. **Age-grouped registration — select yours:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Burnaby&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=Burnaby&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=Burnaby&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=Burnaby&groupurlname=the-collective-for-intentional-social-growth&ar=55+&face_v=4.0) **⚠️ Heads up:** Your rsvp here is not a registration confirmation, so select your bracket link, complete the registration form, and finish the personality quiz — places are capped so do this promptly, and your spot is held only when both steps are done. --- **What to expect** 1. **Grab your spot** – via your age group registration link, then complete the short matching survey, as both steps are required and neither can be skipped. 2. **Log in** – using the video link shared before the session, any device with a camera and mic is all you need, and round management is all on the host from there. 3. **Date** – short Zoom speed dating rounds with Burnaby area singles in your age range, as the host signals round starts and ends, because the format is built so every round is worth having. 4. **See your results** – after the event you will receive any mutual match details, and only confirmed mutual matches receive each other's contact details, and everything from that point is on your schedule. **Best suited to:** - People within Burnaby wanting to escape matches that fade out before meeting and want to meet real locals without the faff. - Singles calling Burnaby home moving beyond dating apps that go nowhere and are serious about meeting someone. - Someone based in Burnaby wanting to escape conversations that fizzle before a first date and are ready for a genuine first impression. ⭐ *"Not what I expected at all — better than every app I have tried"* – Burnaby local who came sceptical 💡 **Good to know:** check your Zoom setup in advance, because good audio is just as important as good video, and the host handles everything else from that point. --- ✨ Real conversations from home — register via your age group link and we will set the rest up for you in your own time. Can not wait to see you there. 💘 ✨

Join us as we get together to see the top-reviewed comedy-drama, I LOVE BOOSTERS! The film comes from writer/director Boots Riley and follows a group of shoplifters who take aim at a cutthroat fashion maven. Here are details, trailers and our plan for this event: DESCRIPTION: The film follows a group of shoplifters who take aim at a cutthroat fashion maven. It is written/directed by Boots Riley (Sorry to Bother You) and stars Keke Palmer, Naomi Ackie, Taylour Paige, Poppy Liu, Eiza González, LaKeith Stanfield, Will Poulter, Don Cheadle, and Demi Moore. BUZZ AND ACCLAIM: I Love Boosters was the opening film at this year’s SXSW Festival and premiered to rave reviews! It is currently earning a tremendous 97% positive rating on Rotten Tomatoes where critics call it, “an unexpected celebration of friendship, community, and solidarity.” Others call the film “an exercise in radical empathy,” a “masterful” and “optimistic” film designed to “provoke discussion” while making the audience laugh. TRAILER: [https://www.youtube.com/watch?v=r4lPRISgr9c](https://www.youtube.com/watch?v=r4lPRISgr9c) SUMMER OF ICE CREAM: GRAETER’S! Established way back in 1870 in Cincinnati, this historic, family-owned brand is famous for their delicious small batch ice cream and any chocolate chunk flavors! They are currently the only commercial ice cream maker using the French Pot method that they’ve been using since they first opened! Plus, those chocolate chunks, oh my goodness! Vegan options are available. PLAN: We’ll plan for a 7pm-ish showing and will meet in the lobby area about 20 minutes before the show. Advance ticket purchase not required for this theater but Showtime and complete details will be confirmed/announced as the date gets closer. Look forward to seeing you there, Dan

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.