Microsoft Excel

🗓 **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)

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.

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

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).

**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

Let's Crop!