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Join us for **Ben Frain**'s talk ... Ben's book "Responsive Web Design With HTML5 and CSS" caught my attention (and should interest you as well). Find it here: [https://rwd.education/](https://rwd.education/) ***Bring your laptop and expect to write some (non-AI generated) code!*** Food and drinks will be available. **LOCATION:** 6515 Longshore Loop, Suite 300, Dublin, OH 43017 **FREE PARKING:** 6725 Longshore Street, Dublin, OH 43017

Tickets are now on sale!🥳We also will have lunch before. At the Rusty Bucket in Easton which is posted separately. 😊 Park in the East Garage.The restaurant is across the street then we can walk back together to the movie! 🥳

How do we recover from having had a toxic or narcissistic ex? How do we move on from the past, especially something as traumatic as a divorce or breakup? How do we avoid anxiety and depression? How do we have more self esteem? In this meeting, you will learn the mental health secrets to help you quickly get over the past and heal your mind. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Dianetics & Scientology life improvement center.

Greetings writers! Come down and join your fellow wordsmiths for one hour of uninterrupted writing time in the upper level of the Market District Supermarket in Upper Arlington. The main entrance of the shopping center opens onto stairs/elevator leading up to the 2nd floor cafe section where we will have a table displaying a sign with the Shut Up & Write logo. Writing is largely a solitary craft. Practicing with others in a community setting may be the thing you need to fire your own routine. We’ll meet on Wednesday evenings, starting the clock at 6:30, following a brief period of introductions. This is solid writing time and all inclusive. Any project is acceptable, be it fiction, non -fiction, work or homework assignment. All is welcome and will remain private to you. The market boasts a Starbucks, a full service bar and various affordable food options. Parking is plentiful, free Wifi is provided as well as outlets for charging your devices, though they are somewhat limited, so plan accordingly. Show up as early as you like, or stay late. This group tends to socialize some, both before and after the alloted time, but this is not mandatory to you. Feel free to come and go as you please and late arrivals are welcome. The cafe may be noisy on occasion so headphones/ earbuds are reccommended as you see fit. Please try to RSVP if possible so that we may grab enough seats for all—the venue can be busy at times. Feel free to message me privately wth any questions and/ or concerns you may have. Happy writing!

We are a real world Martial arts group. \ Called DO JUNG ISHU (the art of fighting) \ Based off of Jeet kune do we just continued where Bruce Lee left off. \ We have been around a while. \ Every week we get together and work technical skills and full contact spar. \ Almost all of the instructors have been in everything from street fights to the ring and some still compete in cage fighting. \ If you want to take your skills up, improve your confidence, gain self defense skills, get in better shape, test yourself or just want to kill some time and possibly get hit a bit come on down. \ We will be located at 3923 N High St, Columbus, OH 43214 Outside in the grass between the playground and horseshoe area. our instructors are normally in a black and red art of fighting shirt \ if you can not find us call or text me at 6143570295 Saturday 1:30pm Wednesday 5:45pm From Age 16 and up. attendees under the age of 18 must have a guardian with them. \ Wear workout clothes. \ Bring a MOUTHPIECE! \ WE HAVE GLOVES. \ $10 per class $5 per class if you are wearing a club shirt Club shirts are $25 Hope to see you soon. \ let me know if you have any questions :)

**Optional movie afterwards**

💌 **Online Speed Dating for Detroit Singles — 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) 🌿 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 — 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 — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

💌 **Online Speed Dating for Cleveland Singles — 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=find-your-future-partner-through-nature&ar=18-32&face_v=1.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=find-your-future-partner-through-nature&ar=30-46&face_v=1.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=find-your-future-partner-through-nature&ar=40-58&face_v=1.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=find-your-future-partner-through-nature&ar=55+&face_v=1.0) 🌿 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 — 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 — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

💌 **Online Speed Dating for Detroit Singles — 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=find-your-future-partner-through-nature&ar=18-32&face_v=1.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=find-your-future-partner-through-nature&ar=30-46&face_v=1.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=find-your-future-partner-through-nature&ar=40-58&face_v=1.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=find-your-future-partner-through-nature&ar=55+&face_v=1.0) 🌿 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 — 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 — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

💡 **Richmond Speed Dating for People Who Are Actually Ready** If you're someone who's been holding back — maybe you're a bit introverted, maybe you've never tried speed dating, or maybe you just haven't found the right setting — this is that setting. This isn't casual. The people here are ready for something serious — a real relationship with a real person who lives nearby. Runs entirely on Zoom. Private one-on-one rounds with Richmond locals who are in your age range. No venue, no dress code, no awkwardness. **Select your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Richmond&groupurlname=seek-sincere-relationships-through-group-outings&ar=18-32&face_v=3.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Richmond&groupurlname=seek-sincere-relationships-through-group-outings&ar=30-46&face_v=3.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Richmond&groupurlname=seek-sincere-relationships-through-group-outings&ar=40-58&face_v=3.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Richmond&groupurlname=seek-sincere-relationships-through-group-outings&ar=55+&face_v=3.0) 🔔 Heads up — clicking RSVP here is not enough. Please register through your age group link and finish the personality quiz to lock in your spot. --- **What happens next:** 1. Register through your age group link and answer a few quick personality questions. 2. Join the Zoom at the event time — no app downloads needed, works on any device. 3. Chat one-on-one with Richmond locals in timed rounds — matched by age, guided by a host. 4. Once it's over, you'll find out who felt the same — then it's yours to take forward. This isn't a numbers game. It's a room of real people — kept deliberately small — all hoping for the same thing you are.

💡 **Richmond Online Speed Dating — Where Meaningful Starts** If you're someone who's been holding back — maybe you're a bit introverted, maybe you've never tried speed dating, or maybe you just haven't found the right setting — this is that setting. Everyone here is looking for something that lasts. Not a match that fades after a week — something real, meaningful, and worth building on. Live on Zoom from wherever you are. Short rounds, real people, all local to Richmond. Matched by age so conversations actually go somewhere. **Find your age group and sign up:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Richmond&groupurlname=downtown-singles-serious-about-meaningful-bonds&ar=18-32&face_v=3.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Richmond&groupurlname=downtown-singles-serious-about-meaningful-bonds&ar=30-46&face_v=3.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Richmond&groupurlname=downtown-singles-serious-about-meaningful-bonds&ar=40-58&face_v=3.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Richmond&groupurlname=downtown-singles-serious-about-meaningful-bonds&ar=55+&face_v=3.0) ⚠️ RSVPing here does not hold your place. You must register through the link above and complete the short personality quiz to be confirmed. --- **What happens next:** 1. Click your age group link above, register, and fill in the short personality questionnaire. 2. At event time, open your Zoom link. Any device works — phone, tablet, laptop. 3. Spend a few minutes with each Richmond local in private one-on-one rounds, matched by age and personality. 4. After it ends, mutual matches are sent to you so you can take things at your own pace. Small groups. Real rounds. Actual chemistry. If finding someone meaningful matters to you, this is the most direct path there.

**Online Speed Dating for Mature Cleveland Singles** Live on Zoom. Real conversations. Local people who value genuine connection and traditional dating. **Pick your age group to register:** - Ages 18-32: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=local-warmth-meetups-for-mature-souls&ar=18-32&face_v=2.0) - Ages 30-46: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=local-warmth-meetups-for-mature-souls&ar=30-46&face_v=2.0) - Ages 40-58: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=local-warmth-meetups-for-mature-souls&ar=40-58&face_v=2.0) - Ages 55+: [Click to Register](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Cleveland&groupurlname=local-warmth-meetups-for-mature-souls&ar=55+&face_v=2.0) RSVP alone does not hold your spot. Register through the link above and complete the quick personality quiz. For mature singles who appreciate meaningful connections and are serious about finding the right person. Host-guided. All ages welcome. Mutual matches shared after the event.

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

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) $15 for One Class $20 for Both Free Parking & Plenty of Dance Space.

Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

🕊️ **Online Speed Dating — Built for Burnaby Singles Who Mean It** This works brilliantly for first-timers who find in-person dating overwhelming, introverts who open up better one-on-one, and adventurous people who are just ready to try something different. Everyone attending has the same goal: to find someone they could actually see a future with. Serious. Long-term. Meaningful. That's what drives this room. It all happens live on Zoom — short one-on-one rounds with Burnaby singles matched to your age group. No travel, no awkward venues, no wasted evenings. **Find your age group and sign up:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Burnaby&groupurlname=downtown-singles-serious-about-meaningful-bonds&ar=18-32&face_v=3.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Burnaby&groupurlname=downtown-singles-serious-about-meaningful-bonds&ar=30-46&face_v=3.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Burnaby&groupurlname=downtown-singles-serious-about-meaningful-bonds&ar=40-58&face_v=3.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=481.0&productType=onlineSpeedDating&city=Burnaby&groupurlname=downtown-singles-serious-about-meaningful-bonds&ar=55+&face_v=3.0) ⚠️ RSVPing here does not hold your place. You must register through the link above and complete the short personality quiz to be confirmed. --- **How to get started:** 1. Click your age group link above, register, and fill in the short personality questionnaire. 2. At event time, open your Zoom link. Any device works — phone, tablet, laptop. 3. Meet Burnaby singles in short back-to-back rounds, all matched to your age group. 4. Once it's over, you'll find out who felt the same — then it's yours to take forward. Groups are small on purpose. That's what makes it work. If you're ready to take this seriously, here's your chance.

💌 **Online Speed Dating for Cincinnati Singles — 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) 🌿 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 — 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 — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

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)

Join us as we get together to see your choice of two VERY different movies – one sweet and wholesome – the other a terrifying folklore horror! Option 1 is the fun whodunnit-action-comedy-mystery led by Hugh Jackman, THE SHEEP DETECTIVES! Option 2 is the top-reviewed supernatural-horror-thriller starring Adam Scott, HOKUM! Here’s a description, trailer and plan for this event: THE SHEEP DETECTIVES: Every night a shepherd reads aloud a murder mystery, pretending his sheep can understand. When he is found dead, the sheep realize at once that it was a murder and think they know everything about how to go about solving it. The film is directed by Kyle Balda and take a look at this ensemble cast: Hugh Jackman, Nicholas Braun, Molly Gordon, Hong Chau and Emma Thompson and the voices of Julia Louis-Dreyfus, Bryan Cranston, Chris O'Dowd, Regina Hall, Patrick Stewart, Bella Ramsey, Brett Goldstein and Rhys Darby. TRAILER: https://www.youtube.com/watch?v=pyZI5oM6hWk HOKUM: In this film, a horror writer visits an Irish inn to scatter his parents' ashes, unaware the property is said to be haunted by a witch. It is written/directed by Damian McCarthy stars Adam Scott, Peter Coonan, David Wilmot, Florence Ordesh and Austin Amelio. Hokum premiered to rave reviews at this year’s SXSW Festival and is being release by Neon. It is earning a stellar 97% positive rating on Rotten Tomatoes, which calls it, “A classic haunted house story enriched with atmospheric folklore and perfectly-timed shocks!” TRAILER: https://www.youtube.com/watch?v=EVCIK_MPyhc PLAN: For those seeing HOKUM, please purchase your ticket for the 7:00pm showing and meet inside the theater lobby at 6:50pm! For those seeing THE SHEEP DETECTIVES, please purchase your ticket for the 7:15pm showing and meet inside the theater lobby at 7:00pm! For BOTH films, we’ll plan for a pre-show bite at nearby El Vaquero! For those joining for dinner, we’ll meet at El Vaquero at 5:45pm! Should be a couple of fun movies and a good time together, Dan