Machine Learning

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!

This month we’ll be reading Agnes Aubert’s Mystical Cat Shelter by Heather Fawcett. Feel free to come and chat even if you don’t finish the book!

IMPORTANT INFO: I strongly suggest not reading anything about it online before seeing it. It's best viewed with no previous knowledge. This documentary contains crude terminology and deals with cyberbullying, which may be a trigger for some folks. AGAIN, PLEASE DO NOT EVEN READ ABOUT IT BEFORE YOU SEE IT. A very unusual choice for his group... Unknown Number: High School Catfish is an American [true crime](https://en.wikipedia.org/wiki/True_crime "True crime") documentary film directed by [Skye Borgman](https://en.wikipedia.org/wiki/Skye_Borgman "Skye Borgman") and released to [streaming](https://en.wikipedia.org/wiki/Streaming_media "Streaming media") on [Netflix](https://en.wikipedia.org/wiki/Netflix "Netflix") on August 29, 2025. The documentary explores the events and investigation into an unknown person [cyberbully](https://en.wikipedia.org/wiki/Cyberbullying "Cyberbullying") and [harassing](https://en.wikipedia.org/wiki/Harassment "Harassment") teenagers in [Beal City, Michigan](https://en.wikipedia.org/wiki/Beal_City,_Michigan "Beal City, Michigan") using an unknown number via insults and sexual claims. It also explores the increasingly great impact of the harassment on the community, the eventual reveal of the culprit, and the trial that followed. Please be ready to discuss the movie by 7PM. We suggest arriving early enough to order and get food beforehand. Thanks. Unfortunately, it is only available on Netflix. If you would like to attend but do not have Netflix, say so and maybe we can figure something out. Icebreaker Questions: 1\. Did you figure it out? \(explain\) 2\. From a production perspective\, how do you rate it as a documentary? \(explain\)

Join us as we get together to get together to help those in need at this CMG Gives Back event! We have a great little community of Movie Group friends so rather than see a movie this time, we’ll help “create a better world” by helping serve those in need. Here are complete details and our plan for this event: FAITH MISSION – GRANT KITCHEN: The Faith Mission kitchen and dining room serves residents 3 meals a day, every day of the year. For this event, our group will help prepare food, serve meals, assist residents in the dining room, wash dishes, and clean surfaces. PLAN: We will be preparing / serving / cleaning for BRUNCH from 10:30am to 12:30pm and have space for a total of 7 volunteers. Please arrive at 10:20am and wear closed-toe shoes and long pants. LOCATION: Faith Mission – Grant Kitchen is located at 245 N. Grant Ave. Enter the kitchen at Dock 1 (in the back of the building), indicated in the attached map. On-site parking in the adjacent lot and street parking is available in the surrounding area. Below are some links / attachments with additional info/details: IMPORTANT REMINDER: Our group will be providing all of the volunteers on this day so a firm RSVP count is essential. Please only sign up if you are certain you’ll be able to attend. If something unavoidable comes up, please try to update your RSVP no later than one week prior to the event. With few exceptions, no shows or cancelations within 1 week of the event will not be eligible for future CMG Gives Back events. I appreciate your understanding as we try to ensure the agencies have the volunteers needed to provide the essential services they provide to the vulnerable population they serve. Our Partner Agency for this event is Lutheran Social Services! A huge THANK YOU to all of YOU for volunteering at this (and any of our previous) CMG Gives Back events! Should be another good/fun/meaningful time together, Dan

Let's check out the Maker's Market in German Village, a large outdoor Artisan Market, featuring over 65 Makers, Goods, Art and Delicious Food Trucks! Admission is FREE! [GVMM](https://www.gv-mm.com/) Let's get outside and enjoy the New Spring Season and Warm Weather! We will meet at Stauf's Coffee Roasters in German Village on South 3rd Street at Noon, 12 PM and then take a brisk walk to the Maker's Market, just south of Schiller Park. We can initially get coffee at Stauf's Coffee Roasters, if anyone may want to do so. Parking is widely available at Schiller Park and surrounding side streets. Thanks and hope to see you come out!

Sleep in on Sundays. When you've had your fill of pajama-time, roll out and have some tasty brunch with your fellow Humanists!

In the midst of life’s storms—whether in relationships, work, or within ourselves—it can be difficult to find clarity and calm. The “I” Of the Storm: Embracing Conflict, Creating Peace, based on the work of Dr. Gary Simmons, invites you to discover the steady center within—the part of you that remains grounded even when everything around you is in motion. Led by Brian Drafton-Griffin, this engaging workshop offers practical tools and meaningful insights to help you navigate conflict with greater awareness, compassion, and confidence. Through guided discussion and reflection, you’ll learn how to shift from reaction to response and transform challenges into opportunities for growth and connection.

Our monthly meeting will be Sunday May 17th 1-4 PM This will be held at 4049 Garrett W Dr, Columbus, 43214 This is off of Olentangy River Rd, north of Riverside Hospital. This is the home of one of our members. Everyone is welcome - beginner to expert. This is a casual folding session. People will teach a few models.

Join us for a free in-person seminar where you will get knowledge and tools to build your confidence. Do you ever: -Feel isolated -Can't express yourself openly -Get nervous or anxious in front of people -Run out of things to say or feel tongue-tied -Feel introverted -Don't feel comfortable in any social setting -Can't make more friends -Are shy and miss opportunities to connect in a meaningful way At this workshop we will cover what you can do about any one, some or all of the above. This seminar is the weapon against loneliness, isolation and boredom, come join us! COME TO THIS SEMINAR AND LEARN THE SECRETS TODAY This seminar is brought to you by the Dianetics & Scientology Life Improvement Center. 1266 Dublin Road, Columbus, Ohio 43215

**Tickets are on Sale now $22.00 curtainplayers.org** **please list your seat number in comments . Purchase in E .We also will meet for lunch if interested which is posted separately 😊**

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)

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

If you enjoy knitting, crocheting, working with yarn, this is the group for you. Meet new friends, bring your projects, learn from others.
We normally meet a few times a month during the week from 6-8pm. We will occasionally meet on weekends during daytime hours.

**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

5:45-7:45 in Conference Room B, Library lower level. Bring your yarn projects, meet new friends. If you plan to attend, please RSVP yes. If you can’t attend, please change your RSVP to no. This helps anyone who is waitlisted and it allows me to have an accurate count of attendees as our space is quite limited. Plenty of parking in the lot, in the overflow lot across the street, and on the street. See you there!

**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

Join DotBitz for an interactive course preview and introduction session designed for students, parents, and aspiring learners interested in Web development, programming and future AI technology careers. During this session, you will learn about: * DotBitz learning programs and course pathways * How students can start learning programming from an early age * Career-focused learning and mentorship opportunities * Real-world skills students can develop through technology education * Future opportunities in software development and technology careers * How AI will be impact in our future career. This event is a great opportunity to explore how DotBitz supports students from beginner learning to career readiness in a structured and supportive environment. ### Event Details 📍 Location: Columbus Metropolitan Library 4500 Hickory Chase Way, Hilliard, OH — Meeting Room 2A 📅 Date: May 18, 2026 🕔 Time: 5:00 PM – 6:00 PM We welcome students aged 9+, parents, beginners, and anyone interested in learning more about programming education and technology career pathways.