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**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

Main Library, Meeting Room 2B Join us for a welcoming evening of reflection, gentle music, and meaningful conversation. We’ll begin with a short grounding moment, followed by a brief reading from spiritual or philosophical traditions, and an open reflection circle where participants can share (or simply listen). Libera Animae is an interfaith community focused on inner growth, creativity, and authentic connection. All backgrounds are welcome.

**✅ 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/

**✅ 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/

No appointment needed - just support from a real, live person. Access services offered through the Ohio Department of Development The Department of Development Minority Business Development Division supports the growth and sustainability of small, minority-owned, and disadvantaged businesses in Ohio. Supporting these businesses means providing them with resources that include technical and professional assistance, access to capital, surety bonding, and connection to business opportunities through the assistance of the Minority Business Assistance Centers (MBAC). The Division leverages these resources to support the achievement of the state's 15% Minority Business Enterprise (MBE) set-aside requirement. The Division works with entrepreneurs and emerging business enterprises to help them achieve scale and market success. The overarching goal is to help small, minority-owned, and disadvantaged businesses contribute to job creation and economic growth in Ohio. The Centers provide the following services: * Accounting assistance * Business management counseling * Completing federal, state, and local certification applications * Contract procurement assistance * Estimating/bidding assistance * Identifying local resources * Loan packaging assistance * Marketing plan development * Referrals to financial assistance program *

Ciao a tutt\*! Let's meet Monday at 6.30pm at the Upper Arlington Library (**Tremont** Branch) in **Meeting Room A** to speak in Italian for 1 hour.

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.

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

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

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)

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!

Come assist Van Buren Shelter (https://ymcacolumbus.org/locations/vanburen) staff in serving dinners and cleaning up on the 3rd Tuesday of each month. Dinner for the women is 5-6 pm and for the families is 6:15-7:15 pm. There is ample free parking available in the shelter's lot. The recommended area to park is in green in the image above. There will be a new entrance for the time being. We are asking all volunteers to enter through the Donation Dock door, the orange mark on the image above. This door is located between the Single Adults and Family Shelter. You will see 2 large garage doors with a large green trash compactor in the center. Please head to the closest garage door to the building wall, with a ramp leading up. There, you will see a door with a sign stating instructions on how to enter the building. Please ring the doorbell, and a staff member will come and escort you into the building. If a staff member takes longer than 5 minutes, please call the front desk at 614-689-2020. This is a new process for us, and we do not want to keep you waiting! We appreciate your patience as we navigate this temporary change. The shelter needs a volunteer count the day before the event so sign-up ends Monday at 4:50 PM. Afterwards some of us go to the Omnipresent Atheists Weekly Meetup in progress to have a bit to eat or drink (http://www.meetup.com/omnipresentatheists/). Volunteers must be 14 or older. Since we will be working around families, the YMCA does not permit volunteering by individuals with convictions for violent or sexual crimes. The YMCA reserves the right to run background checks on volunteers. For questions, comment on this page or contact: Andrew, awhit12@yahoo.com, (614)937-5802 (cell). Please let Andrew know if you volunteer anytime other than our COUNT events so that he can count your hours toward our service record.

**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

**💎 Personality-Matched Speed Dating for Local Burnaby Singles — No Venue Needed** You'll go through short private video dates with age-matched personality-sorted Burnaby locals, while a live host keeps things smooth throughout. As part of the process, a quick compatibility quiz is part of registration — that information feeds the matching to pair you with compatible Burnaby locals, so each round starts with genuine compatibility in mind. Once the evening wraps up, mutual connections are confirmed and shared — exclusively for mutual selections — and you are in control of what happens next. **Registration — choose your age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Burnaby&groupurlname=bloom-with-genuine-peers-through-events&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Burnaby&groupurlname=bloom-with-genuine-peers-through-events&ar=30-46&face_v=3.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Burnaby&groupurlname=bloom-with-genuine-peers-through-events&ar=40-58&face_v=3.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Burnaby&groupurlname=bloom-with-genuine-peers-through-events&ar=55+&face_v=3.0) **⚠️ Final step:** Clicking rsvp here is not the same as registering, so click your age range link above, complete the sign-up, and take the personality questions — spots are kept small by design so register promptly, and both are needed — the RSVP alone counts for nothing. --- **This is for you if:** - Members who live in Burnaby who have given up on the app treadmill that goes in circles and are serious about meeting someone. - Those in the Burnaby area bored of profiles instead of real people and prefer meeting people in person first. - Professionals living in Burnaby ready to move past matches that ghost after two messages and value real conversation over curated profiles. - Residents calling Burnaby home who have had enough of endless scrolling and zero real dates and prefer meeting people in person first. - Daters in the Burnaby area leaving behind conversations that fizzle before a first date and want to try something that actually works. **The process** 1. **Get started** – by using the link for your bracket above, then fill in the personality questions as part of registration, because registration and quiz together hold your seat. 2. **Click into Zoom** – via your Zoom registration link at the right time, no tech headaches involved since you just click and join, and round management is all on the host from there. 3. **Chat** – short timed video rounds with Burnaby singles curated for you by age and personality, as the host keeps everything smooth and well-timed, since every person you meet was matched to you on purpose. 4. **Find your matches** – we reveal mutual matches once the session ends, since only mutual matches exchange details and everything else stays private, and from there you follow up at whatever pace suits you. **Details** - **Format:** Fully hosted in a hosted Zoom session built around structured one-on-one video dates, age and personality sorted before the event begins. - **Where:** Entirely virtual — from whatever is most comfortable for you, no special equipment — just a device with a camera and internet, and you can join from your couch or anywhere else that works. - **Host:** A seasoned host runs the session from the opening to the final round, and all you have to do is show up and be yourself — from opening to close everything is taken care of. - **Vibe:** Friendly one-on-one chats with Burnaby people who are ready for something real, and the rounds go faster than you would think. - **Duration:** Generally around 60 to 90 minutes from host intro to final round, and it is over before you know it. --- ✨ Your next match could be one Zoom call away — click your age bracket and sign up and we will handle the rest in your own time. See you in the first round. 💙 ✨

**🦋 Speed Dating Live on Zoom for Vancouver Locals Host Guided — Personality First** Joining means you'll spend your time in brief timed Zoom sessions with Vancouver locals paired by quiz results and age range, while a live host keeps things smooth throughout. Before the event, you take a quick personality and preferences survey — we use those answers to pair you with compatible Vancouver locals, so your conversations have a better chance of going somewhere. After the night, mutual match details are distributed — shared only when both sides chose each other — and what happens next is entirely up to you. **Sign up below — pick your age range:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=bloom-with-genuine-peers-through-events&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=bloom-with-genuine-peers-through-events&ar=30-46&face_v=3.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=bloom-with-genuine-peers-through-events&ar=40-58&face_v=3.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Vancouver&groupurlname=bloom-with-genuine-peers-through-events&ar=55+&face_v=3.0) **⚠️ Do not skip this:** An rsvp here alone does not secure your place, so select your age range link above, fill in the registration, and answer the personality quiz — capacity is restricted so act soon, and RSVP plus full registration is what holds your seat. --- **Quick Details** - **Format:** Host-managed in a hosted Zoom session built around structured one-on-one video dates, compatibility-matched within your age range. - **Where:** At-home — from your desktop laptop or phone, just a webcam and a good internet connection, and any location with good Wi-Fi and a camera works perfectly. - **Host:** A real human host ensures the rounds flow naturally and without awkwardness, which means nothing technical or logistical is on your plate — every transition and every call to move on is handled. - **Vibe:** Casual speed dating sessions with Vancouver singles who are here for the same reason you are, and the whole thing is better than you would expect. - **Duration:** Usually 60-90 minutes all in, though it always seems to go faster. **Great for:** - Professionals from Vancouver who have had enough of digital dating that never converts to anything real and want actual face-to-face conversation. - Returners near Vancouver done with swiping left and right with no results and want to talk to real people tonight. - Someone who live in Vancouver wanting to escape matches that ghost after two messages and prefer structure over ambiguity. - People who live in Vancouver done with matches that ghost after two messages and are after something more than a swipe can offer. **How the night runs** 1. **Start here** – through the link corresponding to your age range, then finish the personality questionnaire, because this is the only way to be confirmed. 2. **Enter the Zoom room** – by opening the Zoom link at the event start, any device works and no download is required, and once you are in the host handles the rest entirely. 3. **Meet your matches** – timed one-on-one speed dates with personality-matched Vancouver locals in your group, with the host managing every round transition, because no round here is random — everyone was selected. 4. **Discover your matches** – mutual matches are shared post-event with your info staying private otherwise, since only mutual matches exchange details and everything else stays private, and from there you follow up at whatever pace suits you. ⭐ *"The host made everything comfortable — the personality matching really works"* – returning Vancouver attendee 💡 **Pre-event tip:** close unnecessary browser tabs before the event, so the rounds feel natural from the very start, since a short check now means no issues at the worst moment. --- ✨ One Zoom call, real conversations, real matches — grab your spot above and the host takes it from there in this batch. The rounds are better than you think. 🪷 ✨

**🎯 Short Rounds Genuine People for Surrey People Done with Apps** Throughout the event, you'll spend your time in focused short video rounds with Surrey locals paired by quiz results and age range, with a dedicated host managing each round. During sign-up, you complete a brief compatibility form — we use those answers to pair you intelligently with Surrey locals, so every person you meet has been matched to you on purpose. After all the rounds, match notifications go to both parties — but only if the feeling was mutual — and you are in control of what happens next. **Pick your age range and grab a spot:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=bloom-with-genuine-peers-through-events&ar=18-32&face_v=3.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=bloom-with-genuine-peers-through-events&ar=30-46&face_v=3.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=bloom-with-genuine-peers-through-events&ar=40-58&face_v=3.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=bloom-with-genuine-peers-through-events&ar=55+&face_v=3.0) **⚠️ Spot not held yet:** Rsvping on meetup does not confirm your spot at the event, so tap your age group link above, register fully, and complete the personality matching quiz — numbers are intentionally limited so register early, and your spot is held only when both steps are done. --- **Perfect for:** - Women and men from Surrey ready to move past digital dating that never converts to anything real and prefer meeting people in person first. - Members based in Surrey who no longer want swiping left and right with no results and value real conversation over curated profiles. - Returners locally in Surrey who are tired of app fatigue and empty match queues and want to talk to real people tonight. - Returners near Surrey who have given up on profiles that never convert to actual dates and prefer structure over ambiguity. **What to Know** - **Format:** Live on a live video platform featuring private video date rounds, compatibility-matched within your age range. - **Where:** No travel required — on any internet-connected device, camera mic and Wi-Fi — that is the full tech list, and you can pick whatever quiet spot works for you. - **Host:** An attentive host keeps everything on track and stress-free throughout, so the focus stays entirely on the people you are meeting — from first round to final result it is all managed for you. - **Vibe:** Easy-going personal date rounds with Surrey singles who are here for the same reason you are, and first-timers always leave surprised by how natural it felt. - **Duration:** Around one to one-and-a-half hours from opening to close, and most people say it flies by. **The breakdown** 1. **Confirm your place** – through the age-specific link above, then fill in the personality matching questionnaire, as completing both steps locks in your place. 2. **Join the session** – by clicking the Zoom invite at the event time, no download is needed since it works in any browser, and a live host walks you through it from there. 3. **Connect** – focused private rounds with Surrey people matched to you by age and quiz, with everything paced by a host so nothing drags, as every round is with someone selected for you by the quiz. 4. **Collect your mutual matches** – mutual selections are shared privately once the evening wraps, with unmatched selections never disclosed to anyone, and you follow up at your own speed from there. ⭐ *"Better than every app I have tried combined — better than every app I have tried"* – Surrey single --- ✨ The best conversations start somewhere — select your bracket and register and the evening takes care of itself in this round. The evening starts the moment you register. 🥰 ✨

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

ASH is Atheists, Skeptics and Humanists of First Unitarian Universalists of Columbus Ohio TBD Snacks are usually available, and you are welcome to bringing something to share!

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)