BioInformatics

**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/

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)

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.

**✅ 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/

**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)

**Welcome to Drunken Philosophy** a casual, curious social discussion **Optional topic for this meetup: What's up with all the AI hate?** A recent survey found that 74% of Americans have a negative view of AI, and I want to know why. Come out and debate whether AI is good or bad. My hot take: a labor-saving tool that could potentially help cure cancer gets called dangerous because it might raise unemployment or cause a speculative investment bubble, that tells you a lot more about capitalism and the economic system we live under than it does about the tool itself. As a computer programmer, I think AI is a wonderful tool that has increased my productivity by at least an order of magnitude. I'd go so far as to say Claude Code is the best tool I have ever used. Debate me and name a better one. Is AI potentially dangerous? Yes, but so are a lot of tools. Chainsaws. Steam engines (early ones would occasionally explode and kill everyone in the room). Do you think cavemen sat around debating whether fire could be used as a weapon or for self-harm, and decided not to discover it? I have two friends who hate AI for opposite reasons: one thinks it's a fad and not useful, and the other thinks it's going to take over everything and cause human extinction. Come out tonight, have a friendly debate, and make some friends. No lectures. Friendly crowd. Drop in for one drink and stay if it's fun.

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.

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

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)

**✨ Private Online Speed Dating for Fort Wayne Singles on Zoom — All from Your Couch** Throughout the event, you'll engage in hosted video chat rounds with compatible Fort Wayne singles sorted by age and personality, with a real host running the session throughout. Prior to the event, you fill in a quick matching survey — those details are used to connect you with Fort Wayne singles who fit your profile, meaning your rounds are curated and not random. After the final round, mutual match details are distributed — with no one-sided reach-outs ever happening — and you take over from there entirely. **Register via your age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=532.0&productType=onlineSpeedDating&city=Fort%20Wayne&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=Fort%20Wayne&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=Fort%20Wayne&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=Fort%20Wayne&groupurlname=club-for-serious-connections-day-trips&ar=55+&face_v=4.0) **⚠️ Your seat is not locked yet:** Rsvping here does not hold your place in the event, so follow the link for your age group, sign up, and complete the personality matching questionnaire — numbers are intentionally limited so register early, and your place is confirmed only once you have done both. --- **This is for you if:** - Daters living in Fort Wayne wanting to escape dating apps that go nowhere and are ready for something that feels natural. - Anyone across Fort Wayne wanting to escape swiping left and right with no results and prefer meeting people in person first. - Daters across Fort Wayne who no longer want endless scrolling and zero real dates and are ready for something genuine instead. - First-timers in the Fort Wayne area wanting to escape endless scrolling and zero real dates and want actual face-to-face conversation. **How it works** 1. **Find your age group** – by using the link for your bracket above, then take the personality survey, as without this your RSVP holds nothing. 2. **Jump on Zoom** – by clicking into the session at the scheduled start, works anywhere with a camera and internet, and a friendly host manages everything once you are on. 3. **Enjoy the rounds** – private video rounds with Fort Wayne area singles in your age range, with a host keeping rounds moving at a comfortable pace, because no round here is random — everyone was selected. 4. **Receive match results** – after the event you will receive any mutual match details, and only confirmed mutual matches receive each other's contact details, and you follow up at your own speed from there. --- ✨ Fort Wayne singles worth meeting are in this event — pick your age group and sign up and we will take care of the matching this time. Your matches are waiting to be found. 🌻 ✨

**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

**🌸 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. 🌟 ✨

**🪷 Speed Dating Live on Zoom for Singles near Surrey** You get to cycle through rapid one-on-one Zoom dates with Surrey singles matched by age and personality, while the host manages transitions so you can focus on the person in front of you. As part of the process, a two-minute quiz captures your personality — those details are used to identify compatible Surrey singles for your rounds, so the format works harder than any dating app. Once it is wrapped up, we send mutual match results — with nothing shared unless both parties agreed — and you are in control of what happens next. **Your age group, your link:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=the-collective-for-intentional-social-growth&ar=18-32&face_v=4.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=the-collective-for-intentional-social-growth&ar=30-46&face_v=4.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=the-collective-for-intentional-social-growth&ar=40-58&face_v=4.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=537.0&productType=onlineSpeedDating&city=Surrey&groupurlname=the-collective-for-intentional-social-growth&ar=55+&face_v=4.0) **⚠️ Required step:** This rsvp does not equal a reserved seat, so select your age range link above, fill in the registration, and answer the personality quiz — capacity is intentionally small so get in early, and your place is confirmed only once you have done both. --- **Your evening, step by step** 1. **Claim your spot** – by tapping the link for your age group, then finish the compatibility quiz, as the quiz plus registration is what counts. 2. **Jump on Zoom** – by clicking the Zoom link at the event start time, zero setup is required — just open the link, and once you are in the host handles the rest entirely. 3. **Have your dates** – short one-on-one rounds with personality-matched Surrey locals in your group, as the host signals each transition calmly and clearly, and the people in your rounds were sorted specifically for you. 4. **Find your matches** – mutual matches are sent to you privately after the event ends, since non-mutual choices are never shared with either party, and once you have it you decide how and when to connect. **Who shows up:** - Members from Surrey bored of dating apps that go nowhere and want to meet real locals without the faff. - First-timers from around Surrey looking beyond the app treadmill that goes in circles and are serious about meeting someone. - Individuals across Surrey getting away from apps that waste evenings for no return and want to meet real locals without the faff. - Residents from around Surrey looking beyond swiping with nothing to show for it and prefer meeting people in person first. - Locals calling Surrey home getting away from dating apps that go nowhere and are ready for a genuine first impression. **About the Event** - **Format:** Dedicated and hosted via Zoom with back-to-back private rounds per pair, sorted by personality quiz and age for every round. - **Where:** At-home — on any internet-connected device, no special equipment — just a device with a camera and internet, and couch desk or spare room are all equally valid spots. - **Host:** A supportive host guides every round from start to finish, so the evening runs without a hitch — not a single logistical thing is left for you to manage. - **Vibe:** Comfortable video rounds with Surrey singles who are here for the same reason you are, and the host keeps everything comfortable throughout. - **Duration:** Usually sixty to ninety minutes from round one onwards, though times can vary slightly. ⭐ *"Better than expected — way better than anything I have tried before"* – Surrey local, first event 💡 **Worth knowing:** put your phone on silent before joining, and the host takes care of everything else from there, since small prep leads to a noticeably better experience. --- ✨ Done with apps — start here — grab your place above before it goes and we sort the rest this time. See you in the first round. 💕 ✨

**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

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.

PLEASE NOTE!!! This event will be In-Person for our very 1st Improving collab! If you know the [Columbus Unity group](https://www.meetup.com/columbus-unity-user-group/) location, we'll be at the same place. This is our 1st event and are doing a soft launch with limited attendance. 1st come 1st serve. If you want to be there and we fill up, please email me at [info@thecogg.com](mailto:info@thecogg.com) and I'll be in touch. All street parking is free on Sundays but you can also pay to park in any of the local garages. See image of [parking map here](https://drive.google.com/file/d/1Mr9_LFIggbs-0_Zd3AJTGNqEhgMf2TzQ/view?usp=sharing). \-\-\- On the last Sunday of the month, we're having our usual end-of-the-month social gathering with our GameDev Meetup meeting. There will be announcements and presentations followed by some social networking Let's continue the conversations with good vibes and friends. All are welcomed from all ages and backgrounds to this public event. If we can, we'll be streaming or uploading the video later via our COGG YouTube channel here: [https://www.youtube.com/@TheCOGG/streams](https://www.youtube.com/@TheCOGG/streams) (Also please do subscribe if you have not done so!) No game development experience required! If you are interested in doing a 20 minute game development related presentation, please fill out our form online here: [https://goo.gl/forms/lVdTJZiNJewlPJuj1](https://goo.gl/forms/lVdTJZiNJewlPJuj1) Or e-mail us at info@thecogg.com with the following: Your Name, Company/Affiliation, Name of Your Game/Topic, Description, Tech Needs, and Your Contact. Be sure to check out our Discord for real time news updates: [https://discord.gg/NrBhuNQ](https://discord.gg/NrBhuNQ)