Automation

**🗓 English Speaking Club — Friday Meetup at Stars Coffee (Arbat, 19)** Want to practice your English, meet new people, and have some fun? **Join our English Speaking Club this Friday at 19:00 at Stars Coffee (ул. Арбат, 19)!** ☕️ 💬 **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).

**🗓 English Speaking Club — Friday Meetup at Stars Coffee (Arbat, 19)** Want to practice your English, meet new people, and have some fun? **Join our English Speaking Club this Friday at 19:00 at Stars Coffee (ул. Арбат, 19)!** ☕️ 💬 **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).

🗓 **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)

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.

Join Neurospicy Columbus at the Stauff's for coffee and then a stroll through the Book Loft nearby! This will be a friendly chat for like minded individuals with Autism and/or ADHD (or somewhere on the Neurodiverse Spectra).

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/).

Let's catch up and have a relaxed chat, including chat about the book Disability Visibility. This collection of essays is available at the library. You'll be invited to share the essay that you related to the most, and the essay that did the most to grow your awareness of something new. It's OK if you don't read the whole book!

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!

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com