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Python Web Development Events Today
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Cleveland Online Speed Dating Verified Locals
π **Online Speed Dating for Cleveland Singles β Real Connections, Long-Term Thinking**
This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter.
Live on Zoom. Personality matched. Built for people who want something that lasts.
**Choose your age group to register:**
- Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0)
- Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0)
- Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0)
- Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0)
πΏ RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz.
---
**How it works:**
1. Register via your age group link and complete the personality quiz.
2. Join Zoom at the event time β works on any device, no downloads needed.
3. Meet Cleveland singles in short one-on-one rounds matched by age and personality.
4. Mutual matches are shared after β take it forward at your own pace.
π€ Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.
Indianapolis Faceless Online Speed Dating Event
**π Zoom Speed Dating for Indianapolis Locals from Home**
In each session, you'll move through private one-on-one video rounds with Indianapolis people in your age bracket who match your profile, with someone hosting live from start to finish.
When booking your spot, you take a quick personality and preferences survey β those results are used to match you with Indianapolis people who are actually compatible, so the format works harder than any dating app.
When it is all over, we send mutual match results β with privacy guaranteed for all non-mutual picks β and everything that follows is on your schedule.
**Age groups β click yours to register:**
- **Ages 18-32** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=18-32&face_v=3.0)
- **Ages 30-46** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=30-46&face_v=3.0)
- **Ages 40-58** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=40-58&face_v=3.0)
- **Ages 55+** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Indianapolis&groupurlname=collective-of-singles-planning-dinner-parties&ar=55+&face_v=3.0)
**β οΈ RSVP is not enough:** Rsvping on meetup does not confirm your spot at the event, so follow the age group link above, register, and complete the personality quiz to lock in your spot β numbers are intentionally limited so register early, and only the combination of both confirms your attendance.
---
**The breakdown**
1. **Register** β through the link corresponding to your age range, then complete the personality assessment, because registration closes once spots fill.
2. **Log on** β by opening the session link at the right time, works on any device without requiring a download, and from there a live host guides everything.
3. **Start the rounds** β brief timed one-on-one chats with Indianapolis singles curated for you by age and personality, as the host signals each transition calmly and clearly, knowing the matching already happened before you got on Zoom.
4. **Discover your matches** β mutual selections are shared privately once the evening wraps, with contact info only shared when both of you said yes, and from there you call every shot.
**Ideal if you are:**
- Someone near Indianapolis who have had enough of apps that waste evenings for no return and are ready for something that feels natural.
- Professionals from the Indianapolis area moving on from dating apps that go nowhere and want actual face-to-face conversation.
- Someone in the Indianapolis area moving beyond apps that waste evenings for no return and are ready for a genuine first impression.
- Members calling Indianapolis home who have given up on profiles instead of real people and are looking for real connection.
- Daters from around Indianapolis moving beyond shallow connections that never lead anywhere and want to talk to real people tonight.
**The Basics**
- **Format:** Real-time via a live video call centred on focused one-on-one video dates, age and personality sorted before the event begins.
- **Where:** Fully remote β on whatever device you prefer, no special equipment β just a device with a camera and internet, and wherever you feel at ease is effectively your venue.
- **Host:** A professional host handles everything so you just show up and enjoy, meaning you never have to think about the format β every transition and every call to move on is handled.
- **Vibe:** Welcoming private Zoom chats with real people from Indianapolis not filtered profiles, and the format itself removes most of the pressure.
- **Duration:** Total time is around 75 minutes or so across all rounds, and you will barely notice the time.
π‘ **Tip:** clear your background or find a tidy corner, so the rounds feel natural from the very start, since small prep leads to a noticeably better experience.
---
β¨ One Zoom call, real conversations, real matches β grab your spot above and the evening takes care of itself tonight. Can not wait to see you there. ποΈ β¨
Toledo Beginner Friendly Home Speed Dating
**π Zoom-Hosted Speed Dating for Toledo People Done with Apps**
Each evening, you'll be guided through rapid one-on-one Zoom dates with people from Toledo sorted by age and compatibility, while a live host keeps things smooth throughout.
Right after registering, you submit a short personality questionnaire β the quiz results inform who you meet to match you with Toledo singles who are likely to click with you, meaning your rounds are curated and not random.
Once it is wrapped up, mutual match details are distributed β exclusively for mutual selections β and it is yours to follow up without any rush.
**Find your bracket and register:**
- **Ages 18-32** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=18-32&face_v=3.0)
- **Ages 30-46** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=30-46&face_v=3.0)
- **Ages 40-58** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=40-58&face_v=3.0)
- **Ages 55+** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Toledo&groupurlname=collective-of-singles-planning-dinner-parties&ar=55+&face_v=3.0)
**β οΈ Important:** An rsvp on this page is not a confirmed spot, so use the link for your age bracket above, sign up, and finish the short personality quiz β spots go quickly so register now rather than later, and both steps together are what confirm your place.
---
**Here is how the evening goes**
1. **Lock in your place** β by selecting your age group and following the link, then finish the compatibility quiz, because this step is your confirmation not the RSVP.
2. **Hop on** β via your Zoom registration link at the right time, any device works and no download is required, and the host introduces everyone and gets the rounds started.
3. **Have your dates** β timed one-on-one speed dates with age-matched Toledo locals paired by quiz, as the host handles all transitions so conversations stay natural, since every person you meet was matched to you on purpose.
4. **Review your matches** β after the night mutual match results are sent to both parties, since non-mutual choices are never shared with either party, and you reach out whenever you feel ready.
**Who it is for:**
- Individuals in Toledo finished with profiles that never convert to actual dates and are ready for a genuine first impression.
- Those based in Toledo who are tired of endless scrolling and zero real dates and need a better way to meet people.
- Anyone locally in Toledo moving beyond swiping left and right with no results and are ready for a genuine first impression.
- Daters around Toledo who no longer want app fatigue and empty match queues and are serious about meeting someone.
- People calling Toledo home wanting to escape swiping left and right with no results and are after something more than a swipe can offer.
**Event Info**
- **Format:** Host-managed through Zoom video built around curated one-on-one dates, personality-first and age-grouped at every stage.
- **Where:** From home β on any screen with a camera and mic, Wi-Fi and a front-facing camera covers it completely, and any quiet space with good lighting will do fine.
- **Host:** A welcoming host runs the session from the opening to the final round, so every conversation gets your full attention β there is nothing on your end to organise or manage.
- **Vibe:** Comfortable short conversations with Toledo people who are ready for something real, and the whole thing is better than you would expect.
- **Duration:** Roughly 60 to 75 minutes from host intro to final round, with most rounds feeling short.
β *"Tried it once and booked again β did not feel awkward at all"* β Toledo attendee
π‘ **Helpful hint:** prepare one or two opening questions, and the host takes care of everything else from there, and the host handles everything else from that point.
---
β¨ Your next match could be one Zoom call away β grab your spot above and all the logistics are covered this time. See you on the other side. π β¨
Cleveland Zoom Speed Dating for Beginners
**πΈ Video Speed Dating with Cleveland Locals**
You get to spend your time in rapid one-on-one Zoom dates with Cleveland locals in your age group matched for you, with a live host coordinating every round.
Prior to the event, you take a short personality assessment β that information feeds the matching to line up well-matched Cleveland people for your rounds, which means the rounds feel more natural and less forced.
Once the rounds are done, mutual matches are shared privately β so it is mutual or it stays private β and the connection is yours to explore in your own time.
**Register by age group:**
- **Ages 18-32** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=collective-of-singles-planning-dinner-parties&ar=18-32&face_v=3.0)
- **Ages 30-46** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=collective-of-singles-planning-dinner-parties&ar=30-46&face_v=3.0)
- **Ages 40-58** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=collective-of-singles-planning-dinner-parties&ar=40-58&face_v=3.0)
- **Ages 55+** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=collective-of-singles-planning-dinner-parties&ar=55+&face_v=3.0)
**β οΈ Two steps needed:** Meetup rsvp alone does not register you for the event, so click the appropriate age group link above, register, and do the personality quiz β spots run out faster than you would expect so register now, and this is not optional β both steps are required.
---
**Event Info**
- **Where:** Venue-free β on any modern device with a camera, a stable connection and a camera is all it takes, and your home a quiet office or anywhere suits equally well.
- **Host:** A professional host handles everything so you just show up and enjoy, leaving you free to just connect β from start to finish your only job is to have good conversations.
- **Vibe:** Easy-going private Zoom chats with Cleveland singles who are done with the usual options, and you leave with more energy than you arrived with.
- **Duration:** Usually 75 minutes or so total, and the evening has a natural momentum.
**You will love this if:**
- Women and men from around Cleveland moving on from unread messages and dead-end conversations and need a better way to meet people.
- Locals in Cleveland bored of profiles instead of real people and want to try something that actually works.
- Residents based in Cleveland ready to move past matches that ghost after two messages and are ready for something genuine instead.
**Here is the format**
1. **Register** β by using the link for your bracket above, then fill in the personality questions as part of registration, as completing both steps locks in your place.
2. **Join the video call** β using the link that will be sent ahead of time, it runs in your browser so setup takes seconds, and a host keeps everything smooth from that point.
3. **Have your dates** β quick private video rounds with compatible Cleveland area locals your age, while a host ensures every round feels natural, as each round is with a Cleveland local matched to your profile.
4. **Discover your matches** β mutual match details are sent privately after the event, so your info only reaches someone who also chose you, and the next move is completely yours to make.
---
β¨ Try something that actually works β claim your place above and you are completely set for this session. Your matches are waiting to be found. π β¨
Detroit Interactive Virtual Speed Dating Locals
π **Online Speed Dating for Detroit Singles β Real Connections, Long-Term Thinking**
This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter.
Live on Zoom. Personality matched. Built for people who want something that lasts.
**Choose your age group to register:**
- Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0)
- Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0)
- Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0)
- Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0)
πΏ RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz.
---
**How it works:**
1. Register via your age group link and complete the personality quiz.
2. Join Zoom at the event time β works on any device, no downloads needed.
3. Meet Detroit singles in short one-on-one rounds matched by age and personality.
4. Mutual matches are shared after β take it forward at your own pace.
π€ Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.
Cincinnati Virtual Speed Dating Authentic Locals
π **Online Speed Dating for Cincinnati Singles β Real Connections, Long-Term Thinking**
This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter.
Live on Zoom. Personality matched. Built for people who want something that lasts.
**Choose your age group to register:**
- Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0)
- Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0)
- Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0)
- Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0)
πΏ RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz.
---
**How it works:**
1. Register via your age group link and complete the personality quiz.
2. Join Zoom at the event time β works on any device, no downloads needed.
3. Meet Cincinnati singles in short one-on-one rounds matched by age and personality.
4. Mutual matches are shared after β take it forward at your own pace.
π€ Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.
Python Web Development Events This Week
Discover what is happening in the next few days
Columbus Authentic Singles Virtual Speed Dating
π **Online Speed Dating for Columbus Singles β Real Connections, Long-Term Thinking**
This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter.
Live on Zoom. Personality matched. Built for people who want something that lasts.
**Choose your age group to register:**
- Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0)
- Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0)
- Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0)
- Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0)
πΏ RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz.
---
**How it works:**
1. Register via your age group link and complete the personality quiz.
2. Join Zoom at the event time β works on any device, no downloads needed.
3. Meet Columbus singles in short one-on-one rounds matched by age and personality.
4. Mutual matches are shared after β take it forward at your own pace.
π€ Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.
Early Dinner At O'Charley's
Enjoy a nice day out for early dinner. No over-the-top expensive Mother's day hoopla stuff. Just good eats.
Detroit Verified Home Speed Dating Experience
**π Speed Dating without the Venue for Detroit Singles Tonight**
You'll rotate through short virtual speed dates with Detroit singles your age curated by personality quiz, as a welcoming host takes care of everything.
As part of your registration, you take a short personality assessment β those results are used to pair you intelligently with Detroit locals, so every round is informed by more than just looks.
After all the rounds, we share who chose whom β exclusively for mutual selections β and you reach out whenever you are ready.
**Registration β choose your age group:**
- **Ages 18-32** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=collective-of-singles-planning-dinner-parties&ar=18-32&face_v=3.0)
- **Ages 30-46** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=collective-of-singles-planning-dinner-parties&ar=30-46&face_v=3.0)
- **Ages 40-58** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=collective-of-singles-planning-dinner-parties&ar=40-58&face_v=3.0)
- **Ages 55+** β [REGISTER HERE](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=collective-of-singles-planning-dinner-parties&ar=55+&face_v=3.0)
**β οΈ Do not skip this:** Clicking rsvp is only the first step not the whole process, so register through the age group link, complete the form, and take the two-minute personality quiz β capacity is restricted so act soon, and your place is confirmed only once you have done both.
---
**Made for:**
- Members around Detroit moving on from matches that ghost after two messages and are ready for something genuine instead.
- Women and men living in Detroit bored of endless scrolling and zero real dates and are serious about meeting someone.
- Returners living in Detroit wanting to escape app fatigue and empty match queues and want to try something that actually works.
- Members from the Detroit area leaving behind apps that waste evenings for no return and are after something more than a swipe can offer.
**Four simple steps**
1. **Complete registration** β through the link corresponding to your age range, then take the brief personality quiz, because this is the only way to be confirmed.
2. **Show up on Zoom** β via your Zoom registration link at the right time, any device works and no download is required, and everything from that point is handled by the host.
3. **Go through the rounds** β quick private video rounds with age-matched Detroit locals paired by quiz, as the host signals each transition calmly and clearly, given that the matching was done before the evening started.
4. **Review your matches** β we reveal mutual matches once the session ends, as your data only goes to someone who matched you back, and the next move is completely yours to make.
---
β¨ Detroit singles worth meeting are in this event β grab your spot above and we will do the rest while places last. Your next chapter might start tonight. β€οΈβπ₯ β¨
Python Web Development Events Near You
Connect with your local Python Web Development community
DoJo (Informal Python Meeting)
**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
Site Building with Etch (Class 02 of 10) (FEE BASED)
**PLEASE READ THE FOLLOWING IMPORTANT NOTES:**
1. The dates for this series are simply placeholders at the moment. We are working on our 2026 schedule, and adjustments are forthcoming.
2. Each class in this series has an attendance fee.
3. Each class, from BOTH a sign-up and fee perspective, is a separate entity.
4. As the Etch toolset evolves, so too will the class outline below.
**Introduction:**
Our Site Building with Etch class provides detailed instructions on the philosophy of the Etch development framework, as well as in-depth, hands-on instruction on using the Etch environment and associated tools. Anyone familiar with Kevin Geary and the Digital Gravy set of products will tell you that they offer ground-breaking approaches to professional WordPress site development.
As we write this, the Etch toolset and environment are rapidly taking shape, with weekly quantum leaps forward in WordPress development methodologies. As early investors in the Etch product offering and its development process, we are actively testing and evaluating the toolset as it takes shape. We are beyond excited to see how WordPress site development is being modernized, and can't wait to bring this course set to you. It will be a paradigm shift in page and site development within WordPress, as well as moving your development mindset light-years forward.
Join us as we explore Etch and dive deep into development approaches that will genuinely elevate your craft as a website developer and agency provider. Scalable, responsive, compliant websites are now within easy reach, and Etch provides both the platform and toolset to take you there.
**The breakdown of the 10-class series is as follows:**
* Class 01 - TBD
* Class 02 - TBD
* Class 03 - TBD
* Class 04 - TBD
* Class 05 - TBD
* Class 06 - TBD
* Class 07 - TBD
* Class 08 - TBD
* Class 09 - TBD
* Class 10 - TBD
Throughout the class sessions listed above, we cover the following key areas of web development with Etch:
* **Introduction to Etch Interface:**
* Familiarization with the toolset's layout and understanding how to navigate and interact with its various components.
* **Visual Site Building:**
* Techniques for creating layouts using Etch's interface, incorporating sections, divs, containers, and elements to build semantically correct page structures.
* **Styling and Design:**
* Utilizing Etch's styling approach to customize elements, apply global CSS classes for consistent design, and leverage features like Flexbox and CSS Grid for responsive layouts.
* **Dynamic Content and Custom Fields:**
* Integrating dynamic content from custom post types and custom field plugins (like ACF, Meta Box, and even built-in fields) to build data-driven websites.
* **Component Building:**
* Creating and managing reusable components for headers, footers, post type layouts, and other site-wide elements.
* **Performance Optimization:**
* Understanding how Etch contributes to fast-loading websites and implementing performance best practices.
* **Advanced Features:**
* Depending on the class level, it might delve into advanced topics such as conditional logic, interactions, and custom code integration to enable more complex functionality.
The series aims to equip participants with the skills to efficiently build, customize, and maintain WordPress websites using Etch, catering to both beginners and experienced web developers alike.
COhPy Monthly Meeting
**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
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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 Β· 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
Columbus PHP: Monthly Meetup
Our monthly PHP meetup.
A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm
Building Agents with Microsoft Agent Framework
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.




























