Mechanical Engineering

Lets Watch the F1 Miami GP this Sunday at Stifler Bar

**Something exciting for this weekend’s guitar lesson!** The class will start at 18:00 as usual and right after we will have snacks and tea and watch a short film made by BBC called "**The Joy of the Guitar Riff"** (1 hr) showcasing the best guitar and rock riffs ever made and the story behind them. It is a great way to look at the history of rock music and different styles of guitar playing in general. **General description of the class:** Our class is all about beginning stages: playing chords, tabs, holding guitar properly and getting the fingers ready to play. We will have enough time to cover the basics, discuss what we would like to improve and get playing at least one simple song! I also speak Hungarian, so if there is anyone who doesn’t understand English, I will translate on the go. Any newcomers are welcome and I will help you to get started and develop together with others. **What to bring:** * A pen and notebook, so you can take notes as needed. * Guitar (if you don't have one, you can use mine during the class, but definitely you should get a guitar later if you want to learn guitar properly). This event is totally **free of charge**, **but I appreciate donations, which helps me, the organizer, to cover the bills. Recommended donation: 2,500 HUF.** Feel free to **bring your friends**. We have enough space! **I recommend joining our Telegram channel** to get notified about announcements or any cancellations: https://t.me/budapestGuitarClub

Lets Watch the F1 Miami GP this Sunday at Stifler Bar

**Something exciting for this weekend’s guitar lesson!** The class will start at 18:00 as usual and right after we will have snacks and tea and watch a short film made by BBC called "**The Joy of the Guitar Riff"** (1 hr) showcasing the best guitar and rock riffs ever made and the story behind them. It is a great way to look at the history of rock music and different styles of guitar playing in general. **General description of the class:** Our class is all about beginning stages: playing chords, tabs, holding guitar properly and getting the fingers ready to play. We will have enough time to cover the basics, discuss what we would like to improve and get playing at least one simple song! I also speak Hungarian, so if there is anyone who doesn’t understand English, I will translate on the go. Any newcomers are welcome and I will help you to get started and develop together with others. **What to bring:** * A pen and notebook, so you can take notes as needed. * Guitar (if you don't have one, you can use mine during the class, but definitely you should get a guitar later if you want to learn guitar properly). This event is totally **free of charge**, **but I appreciate donations, which helps me, the organizer, to cover the bills. Recommended donation: 2,500 HUF.** Feel free to **bring your friends**. We have enough space! **I recommend joining our Telegram channel** to get notified about announcements or any cancellations: https://t.me/budapestGuitarClub

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

We meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able! Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!

**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.

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."

FREE event [https://www.ccad.edu/chroma](https://www.ccad.edu/chroma) Friday, May 15, 3–7 p.m. CCAD campus, 60 Cleveland Ave, Columbus, OH Join Columbus College of Art & Design for *2025* *Chroma: Best of CCAD*, our annual campuswide exhibition showcasing outstanding student work from across the college’s academic programs. This faculty-juried show features select work from CCAD students of all class years, and is a can’t-miss end-of-year campus celebration recognizing their tremendous achievements. It’ll be a night of fun and entertainment, with interactive games, animation and film screenings, art symposiums, poetry and prose readings, and more (along with some of the best local food trucks). *Chroma* is free and open to all. Many exhibitions including... **Game Art & Design:** **DSB, first floor, Welcome Center lobby and Room 115**

**✅ Bachata Mondays with Todd Smith!** **👉 Beginner Bachata Class** **$15 In Advance / $20 At the Door** 7:00 pm – 7:15 pm … Registration 7:15 pm – 8:15 pm … Beginner Class **👉 Intermediate Bachata Class** **= $15 In Advance / $20 At the Door** 8:15 pm – 8:30 pm Registration 8:30 pm – 9:30 pm Intermediate Class **👉 If You Take Both Bachata Classes** **= $25 In Advance / $35 At the Door** **👉 Buy Advance Tickets Now at:** https://columbussalsadancing.com/bachata-mondays-dance-class-tickets/

**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