Cluster formation

**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

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 *

**✅ 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/

Free monthly Lunch + Learn for Columbus business owners. Practical local marketing strategies and real connections. Space is limited so RSVP Marketing Monday Lunch + Learn is a free monthly event for local business owners in Columbus who want practical marketing strategies and real connections with other business owners in their market. Each month covers one actionable local marketing topic. You will leave with one thing you can put to work the same week. This is not a pitch fest. It is a focused conversation with people who are serious about building their local visibility and growing their business. Register here: [https://www.eventbrite.com/e/marketing-monday-lunch-learn-tickets-1988509765237](https://www.eventbrite.com/e/marketing-monday-lunch-learn-tickets-1988509765237)

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/

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)

Please reserve your spot by registering on the below link : **Reserve** https://www.eventbrite.com/e/join-biggest-community-investors-founders-columbus-online-tickets-1988563717610?aff=meetup **QUESTIONS ?** Pls Reach out to; Ridhi - +971504724873 ( WhatsApp Only)

WQC has weekly Thursday night social nights at the Westerville Java Central. Come and grab a coffee and connect with the community: low stakes, chill environment, and tasty drinks. No registration is required; come as you are.

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!

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.

**🌻 Virtual Speed Dating for Singles near Surrey — Real People** Each evening, you'll be guided through short private video dates with Surrey singles age-grouped and personality-curated, as a friendly host guides every transition. Right after registering, a quick compatibility quiz is part of registration — the matching data comes from to pair you with compatible Surrey locals, so your conversations have a better chance of going somewhere. Once the evening wraps up, we share who chose whom — without any awkward one-way messages — 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=Surrey&groupurlname=investing-in-connections-for-long-term&ar=18-32&face_v=5.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=investing-in-connections-for-long-term&ar=30-46&face_v=5.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=investing-in-connections-for-long-term&ar=40-58&face_v=5.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=investing-in-connections-for-long-term&ar=55+&face_v=5.0) **⚠️ Heads up:** Just clicking rsvp will not save your spot in the session, so use your age group link above to register and complete the short personality quiz — capacity is intentionally small so get in early, and the quiz plus registration together hold your place. --- **Made for:** - First-timers around Surrey leaving behind the app treadmill that goes in circles and are serious about meeting someone. - Individuals from around Surrey who no longer want swiping left and right with no results and want real chemistry over profile photos. - People across Surrey wanting to escape profiles that never convert to actual dates and need a better way to meet people. **Details** - **Format:** Dedicated and hosted through Zoom video built around curated one-on-one dates, age-matched and quiz-curated for the whole session. - **Where:** No travel required — on any internet-connected device, nothing is needed beyond a device and a stable connection, and whichever room suits you best is ideal. - **Host:** A welcoming host coordinates every round and every transition, meaning you never have to think about the format — from opening to close everything is taken care of. - **Vibe:** Social individual rounds with Surrey people who wanted something genuine, and the energy in every round is genuinely good. - **Duration:** Typically between one and one-and-a-half hours covering all rounds, and it is over before you know it. **The evening in four steps** 1. **Lock in your place** – using the link that matches your age bracket, then answer the short personality questions, as both steps are required and neither can be skipped. 2. **Hop on** – at the event start time via your Zoom link, no tech headaches involved since you just click and join, and the host takes over from that moment forward. 3. **Get into the rounds** – quick private video rounds with Surrey singles tailored to your age bracket, while a live host keeps the pace comfortable throughout, as the quiz results already did the work of choosing who you meet. 4. **Receive your matches** – once it wraps we notify both sides of any mutual selection, and only confirmed mutual matches receive each other's contact details, and then the rest is yours to decide entirely. ⭐ *"Finally something that is not swiping — met someone I am actually excited about"* – Surrey attendee, second event --- ✨ Try something that actually works — use the link above to register and everything else is sorted before spots go. Can not wait to see you there. 🥰 ✨

**🌸 Virtual Speed Dating for Cleveland Singles from Your Couch — Real Rounds** Each evening, you'll participate in guided one-on-one video rounds with Cleveland singles your age curated by personality quiz, while a host keeps the rounds comfortable. Ahead of joining, you submit a short personality questionnaire — your personality profile from that quiz to line up well-matched Cleveland people for your rounds, so every person you meet has been matched to you on purpose. After the night, we share who chose whom — shared only when both sides chose each other — and the conversation continues on your terms. **Pick your age group and register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=club-for-serious-connections-day-trips&ar=18-32&face_v=4.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=club-for-serious-connections-day-trips&ar=30-46&face_v=4.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=club-for-serious-connections-day-trips&ar=40-58&face_v=4.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=club-for-serious-connections-day-trips&ar=55+&face_v=4.0) **⚠️ Do not lose your spot:** Just clicking rsvp will not save your spot in the session, so follow the age group link above, register, and complete the personality quiz to lock in your spot — limited capacity means you should not wait, and RSVP plus full registration is what holds your seat. --- **This is for you if:** - Locals from Cleveland bored of conversations that fizzle before a first date and prefer meeting people in person first. - Women and men in Cleveland moving beyond digital dating that never converts to anything real and want to meet real locals without the faff. - Someone within Cleveland leaving behind digital dating that never converts to anything real and want to try something that actually works. - Members throughout Cleveland who have given up on matches that ghost after two messages and want to meet real locals without the faff. **Your four steps** 1. **Confirm your place** – via the registration link above for your bracket, then finish the personality questionnaire, as both steps together confirm your attendance. 2. **Open Zoom** – via the Zoom link when the event begins, works on any device without requiring a download, and from there a live host guides everything. 3. **Meet your matches** – timed one-on-one speed dates with personality-matched Cleveland locals in your group, with a friendly host making sure every round feels easy, and the people in your rounds were sorted specifically for you. 4. **Collect your mutual matches** – we reveal mutual matches once the session ends, with contact info only shared when both of you said yes, and the outcome is yours to take forward at your leisure. ⭐ *"Great evening — I will definitely be back"* – Cleveland local, first event 💡 **Before you join:** grab a glass of water before you start, so the rounds feel natural from the very start, since small prep leads to a noticeably better experience. --- ✨ Try something that actually works — grab your place above before it goes and we will do the rest for this event. Real connection starts here. 🌟 ✨

**💝 Personality-Matched Speed Dating for Indianapolis Locals from Home — Real People** Joining means you'll cycle through quick private Zoom rounds with Indianapolis singles matched to you by age and personality, as a skilled host keeps the pace natural. When booking your spot, a two-minute quiz captures your personality — your personality profile from that quiz to pair you with compatible Indianapolis locals, meaning your rounds are curated and not random. When it is all over, we disclose mutual matches quietly — keeping your selections private otherwise — and what happens next is entirely up to you. **Select your age group to secure your place:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=club-for-serious-connections-day-trips&ar=18-32&face_v=4.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=club-for-serious-connections-day-trips&ar=30-46&face_v=4.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=club-for-serious-connections-day-trips&ar=40-58&face_v=4.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=club-for-serious-connections-day-trips&ar=55+&face_v=4.0) **⚠️ Spot not held yet:** An rsvp on this page is not a confirmed spot, so register through the age group link, complete the form, and take the two-minute personality quiz — numbers are intentionally limited so register early, and the quiz plus registration together hold your place. --- **Who it is for:** - Daters within Indianapolis getting away from profiles that never convert to actual dates and need a better way to meet people. - Anyone at all around Indianapolis finished with matches that fade out before meeting and want actual face-to-face conversation. - Members near Indianapolis getting away from swiping left and right with no results and are ready for something that feels natural. - Those in Indianapolis finished with digital dating that never converts to anything real and are serious about meeting someone. **Here is the format** 1. **Find your age group** – by using the link for your bracket above, then take the brief quiz, as the quiz plus registration is what counts. 2. **Hop on** – at the event start by opening your Zoom link, no download is needed since it works in any browser, and a friendly host manages everything once you are on. 3. **Connect** – back-to-back private Zoom rounds with Indianapolis locals selected for your age group, while a host ensures every round feels natural, as each round is with a Indianapolis local matched to your profile. 4. **Discover your matches** – mutual connections are confirmed and sent after the session, with contact info only shared when both of you said yes, and the outcome is yours to take forward at your leisure. **Details** - **Format:** Online and live on a live Zoom call running short speed dating rounds throughout, matched by quiz results and age at every round. - **Where:** All online — from your laptop or mobile device, 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 dedicated host keeps everything on track and stress-free throughout, which takes all pressure off the format entirely — everything from round one to the final match is handled. - **Vibe:** Warm video date rounds with Indianapolis people who actually turned up, and you leave with more energy than you arrived with. - **Duration:** You are looking at about an hour give or take including the welcome, and most people say it flies by. ⭐ *"Great evening — the matching was spot on"* – Indianapolis local, first event --- ✨ Short rounds with real Indianapolis locals — select your bracket and register and the evening takes care of itself tonight. The evening starts the moment you register. 🎯 ✨

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

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia