Data Center and Operations Automation

🗓 **English Speaking Club — Sunday Meetup at Grabli (Pyatnitskaya Street, 27с1)** Want to practice your English, meet new people, and have some fun? *Join our English Speaking Club this Sunday at 15:00 at Grabli (Pyatnitskaya Street, 27с1)! ☕️* 💬 **What to Expect:** We meet in a **friendly atmosphere to chat 1-on-1 in English — every 15–20 minutes you’ll switch partners**, so you get to talk to many different people. **After that, we play some English board games** — it’s a great way to relax, laugh, and keep practicing naturally. 🎲✨ ⏳ **Duration:** *Around 2 hours total:* 🗣 *1.5 hours of chatting* ☕️ *5-min break* 🎯 *25 min of English games* 👥 **Who Can Join:** *Our club welcomes everyone from Intermediate to Advanced (B2–C2) levels. We’re here to practice and get better together.* 💵 **Price & Registration:** * 🇷🇺 **For locals: 600₽** *+ a drink at the café* * 📱 **Sign up in advance** *via* [Telegram-bot](https://t.me/Payment_RealTalkEnglish_bot) * ✨ **If it’s your first time**, *you can pay at the meeting — welcome!* * 🌍 ***For foreigners: FREE entry — no sign-up required!*** ⚡️ **Club Rules:** * ***Speak English only.*** * ***Don’t “teach” or correct others unless they ask for help.*** * ***Be respectful and open-minded — we’re all here to connect and learn together.*** * ***Don’t impose your religious, political, or other personal views on others.*** * ***Please order a drink or snack to support the café that hosts us.*** ☕️ ✏️ **Questions?** *Don't hesitate to reach out to Kirill via* [WhatsApp ](https://wa.me/+79857387761) / [Telegram](https://t.me/RealTalkSpeakingClub). **💻 Stay connected:** [Our Telegram channel](https://t.me/RealTalk_english_speaking_club) [Our VK](https://vk.com/yourrealtalk)

🗓 **English Speaking Club — Sunday Meetup at Grabli (Pyatnitskaya Street, 27с1)** Want to practice your English, meet new people, and have some fun? *Join our English Speaking Club this Sunday at 15:00 at Grabli (Pyatnitskaya Street, 27с1)! ☕️* 💬 **What to Expect:** We meet in a **friendly atmosphere to chat 1-on-1 in English — every 15–20 minutes you’ll switch partners**, so you get to talk to many different people. **After that, we play some English board games** — it’s a great way to relax, laugh, and keep practicing naturally. 🎲✨ ⏳ **Duration:** *Around 2 hours total:* 🗣 *1.5 hours of chatting* ☕️ *5-min break* 🎯 *25 min of English games* 👥 **Who Can Join:** *Our club welcomes everyone from Intermediate to Advanced (B2–C2) levels. We’re here to practice and get better together.* 💵 **Price & Registration:** * 🇷🇺 **For locals: 600₽** *+ a drink at the café* * 📱 **Sign up in advance** *via* [Telegram-bot](https://t.me/Payment_RealTalkEnglish_bot) * ✨ **If it’s your first time**, *you can pay at the meeting — welcome!* * 🌍 ***For foreigners: FREE entry — no sign-up required!*** ⚡️ **Club Rules:** * ***Speak English only.*** * ***Don’t “teach” or correct others unless they ask for help.*** * ***Be respectful and open-minded — we’re all here to connect and learn together.*** * ***Don’t impose your religious, political, or other personal views on others.*** * ***Please order a drink or snack to support the café that hosts us.*** ☕️ ✏️ **Questions?** *Don't hesitate to reach out to Kirill via* [WhatsApp ](https://wa.me/+79857387761) / [Telegram](https://t.me/RealTalkSpeakingClub). **💻 Stay connected:** [Our Telegram channel](https://t.me/RealTalk_english_speaking_club) [Our VK](https://vk.com/yourrealtalk)

💌 **Online Speed Dating for Fort Wayne Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=find-your-future-partner-through-nature&ar=18-32&face_v=1.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=find-your-future-partner-through-nature&ar=30-46&face_v=1.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=find-your-future-partner-through-nature&ar=40-58&face_v=1.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=find-your-future-partner-through-nature&ar=55+&face_v=1.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Fort Wayne singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

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

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

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.

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

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/).

**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.