Industrial Internet of Things (IIOT)

**This is a ticketed event. Please register at [this link](https://luma.com/qzxavbjl).** ​Most AI governance proposals land in one of two failure modes: command-and-control regulation that can't keep pace with the technology, or heavy delegation to industry that leaves values-based decisions in private hands. In a 2023 paper, Gillian Hadfield and Jack Clark propose a third path: regulatory markets, where governments license private regulators and require AI companies to purchase regulatory services from them. ​Kathrin Gardhouse will walk us through the paper's core argument and what it would actually mean in practice: how regulatory markets differ from existing approaches, what problems they solve, and what they might get wrong. ​​​**Event Schedule** 6:00 to 6:30 - Food and introductions 6:30 to 7:30 - Presentation and Q&A 7:30 to 9:00 - Open Discussions

**This is a ticketed event. Please register at [this link](https://luma.com/2eq29bip).** ​Proposals to nationalize AI development keep surfacing — whether driven by fears of AGI-related loss of control, or by national security logic like an "AI Manhattan Project." But these discussions rarely engage with how nationalization actually works in practice. Join Jason Yung at Trajectory Labs as he draws on the history of nationalization — its triggers, mechanisms, and consequences — to build a grounded picture of how nationalizing an AI company might actually unfold ​​​**Event Schedule** 6:00 to 6:30 - Food and introductions 6:30 to 7:30 - Presentation and Q&A 7:30 to 9:00 - Open Discussions

Do you have an upcoming professional or social speech? Do you fear public speaking? Are you looking for a social and supportive place to practice? We invite you to come and attend a meeting to understand the Toastmasters experience - and enjoy the friendly, fun, and supportive atmosphere of Horizon Toastmasters. Guests to our club are always welcome! Tuesdays from 7:30 pm - 9:00 pm at 251 North Service Road (west) *Oakville*, Ontario. If you have any questions or would like to attend, email us at: [contact@horizontoastmasters.ca](mailto:contact@horizontoastmasters.ca?subject=Hi%2C%20I%27d%20like%20to%20attend%20a%20Horizon%20Toastmasters%20Meeting)

**Experience the Arka Brotherhood: A Transformative Community for Growth-Oriented Men** Looking to connect with other men on a deeper level? This gathering is a chance to experience *Men’s Work*—a powerful space for growth, reflection, and connection. Led by members of the **Arka Brotherhood**, this free 75-minute session offers a glimpse into the kind of work we do in our weekly circles. **What to Expect:** * A short intro: “What is Men’s Work?” * Core practices and activities from our weekly meetings **This Is For You If:** * You’re seeking real connection and community with other men * You want to develop leadership, self-discipline, or emotional intelligence * You’re ready to confront limiting beliefs and grow * You’re curious about Men’s Work but not sure where to begin *** **Event Details** 📅 **Date:** Tuesday, May 12, 2026 🕕 **Time:** Doors open at 6:00 PM, event starts promptly at 6:15 and ends at 7:30 PM 📍 **Location:** 918 Bathurst St, Toronto, ON M5R 3G5 – Sun Room 🎟️ **Free to attend. RSVP required—space is limited.** *** **About the Arka Brotherhood** Arka is a weekly men’s group committed to integrity, accountability, and brotherhood. Our members come from diverse backgrounds and share a commitment to personal growth. We welcome all men—regardless of age, race, faith, or sexual orientation—who are ready to show up honestly and do the work. **Learn more about our 14 Point Code and values:** [The Code – ARKA Brotherhood](https://arkabrotherhood.com/the-code/)

**When:** Tuesdays, 7:00 PM - 9:00 PM, Winter/Spring 2026 **Where:** 792 Glencairn Ave., Toronto, ON **Attend online via Zoom:** https://us02web.zoom.us/j/89671983431?pwd=hoYVrQG1EF4ibvIieyTnavmXxWcy5h.1 **Main Text:** [Deity, Cosmos and Man](https://www.theosophy.world/sites/default/files/ebooks/DeityCosmosAndMan_GFarthing.pdf) by Geoffrey Farthing If the above link is broken, paste this into bar for free PDF: https://www.theosophy.world/sites/default/files/ebooks/DeityCosmosAndMan_GFarthing.pdf This third part of our **Intro to Theosophy** series turns to *Deity, Cosmos and Man* by Geoffrey Farthing, a clear and reliable guide to the foundational teachings of Theosophy as originally presented by **Helena Petrovna Blavatsky** and her Adept teachers. This study explores a living, intelligent universe governed by unity, law, and vast evolutionary cycles, and examines how the human being reflects these same cosmic principles within their own inner constitution. Emphasis is placed on Theosophy not as a belief system, but as a coherent body of knowledge—offering insight into consciousness, post-death states, hierarchies of beings, and the deeper purpose of human evolution. Alongside discussion and reflection, the group will explore guided experiential exercises designed to support awareness, perception, and integration. The intention is to: * Develop a clear understanding of core Theosophical principles * Explore the relationship between cosmos, consciousness, and the human constitution * Encourage experiential insight alongside study and dialogue * Support inner balance, discernment, and conscious self-development This class is suitable for: * Students continuing from Parts 1 and 2 of the Intro to Theosophy series * Those interested in Theosophy, cosmology, and human evolution * Participants seeking a grounded, psychologically oriented approach to spiritual study * Anyone curious about consciousness, meditation, and the deeper structure of reality No prior experience with Theosophy, yoga, or meditation is required—only curiosity, openness, and a willingness to explore thoughtfully.

We are a group of men that meet weekly. Regular attendees do not always RSVP but we usually have 12 men present. Expect a frank and confidential space where you can speak personally, engage in interesting conversations or get support for your personal goals. **We start our meeting at 7:15 sharp. You can rsvp via meetup or email Saul (sauljoy@gmail.com) for this week’s address.** Guests are welcome but it's pretty casual so make sure you are expected in case we move outdoors to the park. Our group is part of Mentor Discover Inspire (MDI) The MDI Mission: To cause greatness by mentoring men to live with excellence and, as mature masculine leaders, create successful families, careers and communities. From MDI website: https://goo.gl/3DQ6aY From Toronto Star: [https://goo.gl/oDH3uX](https://goo.gl/oDH3uX)

🎱 **New Year, New Events, TBC Tuesday Socials Are Back for 2026!** 🎉 Kick off **2026** by getting out of the house, meeting new people, and enjoying a relaxed night of pool with **Toronto Billiards Club** at **Shoxs**. This Tuesday evening social is all about **good vibes, community, and accessible pool**. Whether you are brand new to the game or have years of experience, you will feel comfortable here. **What to expect:** ✅ friendly, inclusive, and welcoming social atmosphere ✅ beginners welcome ✅ instruction and guidance from TBC hosts ✅ casual pool games, conversation, drinks, and food ✅ no pressure, no leagues, no egos if you have ever thought *“I want to play pool but don’t know where to start”* or *“I don’t want to walk into a pool hall by myself”* this event is made for you. many of our regulars first showed up solo. 💬 **First time attending?** Our hosts will introduce you, help you get a game going, and make sure you are comfortable throughout the night. 💵 **Event Fee:** $15 per person Payable by cash or e-transfer (dean@tbcpool.org) Please contact the event organizer if you have payment questions 📋 **House Rules:** All attendees are expected to follow TBC Meetup Rules during the event. If you have questions about rules, fees, or the format, feel free to message an organizer. 👉 **Call to action:** Bring a friend or come solo. show up curious. Leave with new connections and more confidence at the table. See you Tuesday and welcome to the TBC community! **TBC Admin**

Living On Video + DJ Lazarus presents Tickets ONLY $10: https://SpellboundGaryNuman.eventbrite.ca Sat May 16 - SPELLBOUND Video Dance Party. GOTH / DARKWAVE / POST-PUNK / INDUSTRIAL w/ GARY NUMAN Spotlight \*\*Live Performance by Post-Punk band MODELE @ 9pm\*\* SPELLBOUND is Canada's ONLY dark music video dance party. \-\-\-\-\-\-\-\-\-\- Goth A.F. Contest $100 prize + custom trophy to the most gothed up patron. \-\-\-\-\-\-\-\-\-\- Saturday May 16, 2026 SPELLBOUND: Goth Video Dance Party w/ GARY NUMAN Spotlight + Modele (Live) Ground Control - 1279 Queen St West - Toronto Doors 8pm - Modele @ 9pm - 19+ Event $10 advanced: https://SpellboundGaryNuman.eventbrite.ca $15 at the door INVITE: www.facebook.com/events/1246831100498540 (Please INVITE your friends) SPELLBOUND is a goth multimedia dance experience with classic and fresh dark music videos. MODELE: Bandcamp: https://modele.bandcamp.com/ Facebook: https://www.facebook.com/profile.php?id=61573384033109 Instagram: @modeleofficial1 SOCIAL: www.facebook.com/groundcontroltoronto www.facebook.com/livingonvideoclub www.facebook.com/djlazarusrocks www.instagram.com/djlazarusrocks www.twitch.tv/livingonvideoclub www.mixcloud.com/livingonvideo www.twitter.com/djlazarusrocks

We’re thrilled to invite you to an exciting meetup! We'll have one talk presented by an Elastic employee and one presented by a community member. Bring your questions and come support the community! **Agenda** **5:00 PM** – Doors Open Come in, say hello, grab some food, and settle in for an engaging evening. **5:45 PM** – **"Lessons from evaluating production AI Agents for over a year", presented by** Susan Chang, Principal Data Scientist at Elastic **6:15 PM** – Q&A **6:30 PM** – "**Elasticsearch Journey – Working in Different Industries", presented by** Yasir Zaid, Elastic Certified Engineer **7:00 PM** – Q&A **7:15 PM** – Networking & Event Wrap-Up Stick around to chat, connect, and share insights with fellow attendees. **When:** Thursday, May 14th 5:00 - 7:00 pm **Where:** [Centre for Social Innovation - Spadina](https://www.google.com/maps/search/?api=1&query=43.650017%2C%20-79.397156) 192 Spadina Ave. · Toronto, ON 3rd floor, The Viola Desmond Room **Abstracts** **"Lessons from evaluating production AI Agents for over a year"** This talk covers methods of evaluating AI Agents, with an example of how the speakers built evaluation frameworks for a user-facing AI Agent system which has been in production for over a year. We share tools and frameworks used (as well as tradeoffs and alternatives), and discuss methods such as LLM-as-Judge, rules-based evaluations, ML metrics used, as well as selection tradeoffs. **Bio:** Susan Shu Chang is a Principal Data Scientist at Elastic, where she leads work on production-grade machine learning, including generative AI and agentic workflows. She is also an internationally recognized speaker, O’Reilly author, and keynote presenter at major global technical conferences. **My Elasticsearch Journey – Working in Different Industries** This talk explores Yasir Zaidi’s hands-on experience using Elastic products to deliver strategic solutions across banking, insurance, and telecommunications. Through real-world examples, the session will cover how Elasticsearch and the broader Elastic Stack have been used for search architecture, security, SIEM, and observability, along with some of the newer and more exciting projects now being built with Elastic. The talk will also highlight recent Elasticsearch features and innovations, and how they are opening up new possibilities for modern enterprise use cases. **Bio:** Yasir Zaidi is the Owner of ZD Inc. ([https://zd-inc.net/](https://zd-inc.net/)) and Elasticsearch Experts ([https://elasticsearch.expert/](https://elasticsearch.expert/)), and Co-Founder of 360metrics ([https://www.360metrics.io/](https://www.360metrics.io/)) and Certified Elasticsearch Partner Solution Architect. He has delivered hundreds of Elasticsearch projects for organizations around the world, with experience spanning Observability, SIEM, Enterprise search, Cloud deployments, and AI-powered search solutions, Serverless and much more. His work includes engagements with Ericsson, SAP, Intact Insurance, Videotron, RONA, Geotab and Desjardins Bank, just to name a few. Backed by three master’s degrees and Elastic certifications, Yasir brings deep technical expertise and proven global delivery experience. Linkedin: [https://www.linkedin.com/in/yasirzaidi/](https://www.linkedin.com/in/yasirzaidi/) Spots are limited, so don't miss out!

Fri May 15, 2026 - Living On Video presents HEY YA! All 2000’s Video Dance Party with DJ's Lazarus & BeKindRewind - POP / INDIE / DANCE / ROCK / ELECTRONIC / HIP HOP / EMO ONLY $10 Advanced: https://HeyYaMay15.eventbrite.ca DANCE to VIDEOS from The Killers, Missy Elliot, Gwen Stefani, Ladytron, Outkast, Lady Gaga, Daft Punk, Flaming Lips, Eric Prydz, Black Eyed Peas, Britney Spears, Green Day, Benny Benassi, Beyonce, Muse, Madonna, Chemical Brothers, Missy Elliot, Katy Perry, Radiohead, Pink, Nine Inch Nails, Sean Paul, LCD Soundsystem, Rihanna, Jay-Z, Linkin Park, Deadmau5, System Of A Down, Goldfrapp, White Stripes, La Roux, Pitbull, Bloc Party, Friendly Fires, Eminen, David Guetta, Robyn, Cascada, Coldplay, Nelly, Foo Fighters, 50 Cent, Darude, Lasgo, Armen Van Helden, Red Hot Chilli Peppers, Beck, Armin Van Buren, Fragma, MGMT, Kylie Minogue, Kelis, Kings Of Leon, Franz Ferdinand, Usher, Amy Winehouse, Interpol, N’ Sync, M.I.A, Hot Chip, Gorillaz, Arcade Fire, The Rapture, Postal Service, Gossip, Justice, Arctic Monkeys, Santigold, U2, Strokes, Justin Timberlake, Yeah Yeah Yeahs, Gnarls Barkley, and YOUR REQUESTS. Y2K Y2K Y2K Y2K Y2K Y2K Y2K Y2K Y2K Y2K Y2K Y2K \-\-\-\-\- Ground Control has 6 giants screens around the venue playing amazing videos of the 2000s. \-\-\-\-\- We will also have texting to the screens so you can do a request, shout outs, and even post your party pictures. Friday May 15, 2026 HEY YA! 2000’s Video Dance Party POP / INDIE / DANCE / ROCK / ELECTRONIC / HIP HOP / EMO Ground Control - 1279 Queen St West - Toronto Lounge 9pm - Dancing 10pm - 19+ event Only $10 Advanced: https://HeyYaMay15.eventbrite.ca INVITE: www.facebook.com/events/1465667771918552/ (please SHARE and INVITE your friends) Y2K Y2K Y2K Y2K Y2K Y2K Y2K Y2K Y2K Y2K Y2K Y2K \-\-\-\-\- SOCIAL: www.facebook.com/groundcontroltoronto www.facebook.com/livingonvideoclub www.facebook.com/djlazarusrocks www.twitch.tv/livingonvideoclub www.mixcloud.com/livingonvideo www.instagram.com/djlazarusrocks www.twitter.com/djlazarusrocks

Whether you're a seasoned tech veteran or just starting out, let's create the ideal afterwork place to meet and chill with other workers in tech - find that new job, expand your network, share ideas, and stay up-to-date on the latest trends in the industry. Let's inspire, innovate, and shape the future of technology in Toronto! Tech, AI, Data, IT, and more \~ ​ \-\-\-\-\-\-\-\- ### Event Details 💰 Cost: Free 🍺🥃 Afterwork drinks and social 📍 The Goodman Pub and Kitchen (Inside, or ask for Tech Social) - 207 Queens Quay W 🕕 6:00pm onwards every Friday ​ **Or RSVP on the website for our Discord / WhatsApp communities, and to see who else is going and what their backgrounds/seniority/interests are:** 🔗 [Link to Website](https://techsocialtoronto.com/event/meetup) ​ If you cannot find us, ask staff about Tech Social, or ask in the WhatsApp community above. ​ \-\-\-\-\-\-\-\- ### Who Should Attend? Perfect for **Toronto tech professionals** including: * **Software Developers & Engineers** (Python, JavaScript, Java, C++, React, Node.js) * **Data Scientists & Analysts** (Machine Learning, AI, Data Visualization, SQL) * **Cybersecurity Professionals** (InfoSec, Ethical Hacking, Cloud Security) * **Product Managers & Tech Entrepreneurs** * **Students & Tech Graduates** looking to break into tech * **Career Changers** entering tech industry * **Remote Workers & Digital Nomads** in Toronto * **Startup Employees & Entrepreneurs** * **Digital Marketing & Product Professionals** * **Senior Engineers** looking to mentor and network \-\-\-\-\-\-\-\- ### What You'll Experience * 🤝 **Network with Toronto tech community** * 💼 **Job opportunities** and referrals from peers * 🚀 **Career acceleration** through peer networking * 🎯 **Skill sharing** and tech discussions * 🧠 **Knowledge sharing** on latest tech trends * 🎉 **Social activities** and games * 🧠 **Learn from peers** about real-world challenges * 🚀 **Collaborate** on projects and ideas * 🎯 **Mentorship connections** (both ways!) * 🍻 **Fun, casual atmosphere** \- no matter your seniority level \-\-\-\-\-\-\-\- ### Event Guidelines * Support the venue by purchasing drinks/food (no outside items allowed) * Maintain appropriate behavior and respect for all attendees * Bring physical ID if required by venue (call ahead to confirm) \-\-\-\-\-\-\-\- ​ ​ *Toronto Canada tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers Toronto Canada tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers*

**Important:** **RSVP’ing on Meetup does not reserve your spot.** **To join this experience, you must sign up at [app.cinders.dating](https://app.cinders.dating/matchCircle2?utmSource=meetup) and complete your profile. Only confirmed guests will receive the exact location and details.** Skip weeks of texting. Meet your mutual matches in a setting that doesn't feel like an awkward first date. **What to Expect** Drinks (+ small bites), 8 - 12 singles (balanced gender) looking for similar things. **How it works** 1. Create your profile on [Cinders](https://app.cinders.dating/matchCircle2?utmSource=meetup). 2. Select 3 things that matter most to you in a partner. 3. We invite a group of singles whose preferences align for a blind group date at a cozy restaurant. 4. Confirm your spot (small registration fee), show up and meet 3-4 of your closest matches in a social setting that doesn't feel like an awkward first date. The exact date and location will be shared only with confirmed guests. **[Sign up here](https://app.cinders.dating/matchCircle2?utmSource=meetup)** **[Cinders](https://cinders.dating/?utmSource=meetup) is a social app designed to help singles skip weeks of dating apps and meet in real life.** Our app learns your preferences and who and what you're into, then matches you into IRL experiences with people you might be aligned with. **To join this experience, you must sign up at [cinders.dating](https://app.cinders.dating/matchCircle2?utmSource=meetup) and complete your profile. Only confirmed guests will receive the location and details.**

Adopting GitHub in an enterprise environment can significantly enhance collaboration, streamline workflows, and improve code quality. However, successful adoption requires careful planning and implementation of best practices. This presentation will cover key strategies for integrating GitHub into your organization's development processes. We will discuss topics such as setting up repositories, managing access controls, implementing branching strategies, and leveraging GitHub Actions for CI/CD. Additionally, we will explore how to foster a culture of collaboration through code reviews and issue tracking. Attendees will gain insights into overcoming common challenges and ensuring a smooth transition to GitHub, ultimately driving productivity and innovation within their teams. Key topics covered: * Setting up single sign-on (SSO) and integrating with existing identity providers * Configuring Enterprise Account settings and policies * Organization structure and repository management * Managing user access and permissions effectively * Hybrid Model for GitHub and Azure DevOps * Securing GitHub Actions and workflows * Implementing shift-left security practices * Addressing security concerns and ensuring data protection * Rolling out GitHub Copilot in an enterprise setting * Leveraging GitHub Apps and integrations for enhanced functionality * Integrating GitHub with existing development tools and systems * Monitoring and auditing usage for compliance *Come at 5:30 pm have some pizza and chat for a bit. The presentation starts at 6:00 pm.*

Please Note: This event is advertised on multiple platforms. Please RSVP and get a ticket on Mindstone (https://community.mindstone.com/events/mindstone-toronto-may-ai-meetup-2026) to view the agenda and guarantee a spot. Welcome to the most electrifying and ground-breaking AI Meetup in Toronto! Join us once a month as we delve into the world of artificial intelligence, explore its cutting-edge practical applications, and marvel at the astonishing projects that are shaping our future. Why should you attend? • Get up close and personal with the AI projects that are redefining the boundaries of technology and human potential. • Learn from the brightest minds in the field and gain valuable insights into the ever-evolving AI landscape. • Unleash your curiosity, fuel your creativity, and expand your network as you connect with fellow AI aficionados and pioneers. What you can expect? Mindstone events consist of three talks covering different aspects: • What I Learned Building With LLMs: A technical demo breaking down the process for building a product using AI with real-life learnings and insights. • How To Be More Productive Using AI: A practical demo and step-by-step guide on how to use AI to speed up and improve tasks. • What Does The Future Look Like With AI?: A theoretical talk on the impact of AI on work, life and society. After the talks we'll have pizza, drinks, and networking. Don't miss out on this extraordinary opportunity to witness the AI revolution in action. It's time to embark on a thrilling journey into the future and discover the endless possibilities that lie within the realm of artificial intelligence. Reserve your spot today for the ultimate AI experience! 💡✨ (https://community.mindstone.com/events/mindstone-toronto-may-ai-meetup-2026) Please Note: This event is advertised on multiple platforms. Please RSVP and get a ticket on Mindstone (https://community.mindstone.com/events/mindstone-toronto-may-ai-meetup-2026) to view the agenda and guarantee a spot.

Bring your Raspberry Pi, Arduino, microcontroller, or any other electronic project and join fellow electronics makers for a night of creativity and collaboration! This session is open forum to share your current projects—whether complete or in progress, it’s all interesting! Whether you’re deep into embedded systems, exploring new ideas, or just getting started, you’ll find a welcoming space to collaborate, share, and get inspired. **New to electronics or curious about tinkering?** You’re absolutely welcome. If you’re a beginner and want to experiment, I’ll have a couple of starter kits available so you can try things out—whether that’s blinking your first LED, putting something on a display, or experimenting with simple sensors. No pressure and no experience required—just an interest in learning and building. While we continue to pursue a more permanent venue for this Meetup, we’ll be using public library facilities based on availability. This session will be at the Worthington Park Library in the Olentangy Meeting Room.

**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.*

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

**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

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

Join the CONNECTED Westerville Mastermind Group for a dynamic afternoon of B2B networking! This event is perfect for professionals looking to expand their business connections, share insights, and foster collaboration within the community. Whether you are a seasoned entrepreneur or just starting out, this event offers a valuable opportunity to exchange ideas, build relationships, and grow your network in a supportive environment. Connect with like-minded individuals, explore potential partnerships, and discover new opportunities for professional growth. Don't miss out on this chance to enhance your business network and take your career to the next level with CONNECTED Westerville Mastermind Group! We meet the 4th Monday of every month from 11am-1pm. Welcome and general networking from 11am - 11:30am with core meeting 11;30 - 12:30 and a final round of networking from 12:30 - 1pm.

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)