Product Development

Spend a day outside playing softball, having a drink, and actually enjoying being out with people. Register here ($35 until May 15th): [https://www.headouttoronto.ca/registration](https://www.headouttoronto.ca/registration) This event is called **In Play - a social-first day** for people who have played before and understand the rules of the game. It's **3 pitch format**, with teams pitching to their own players. **Teams and game times are set in advance**, so you'll know exactly when you're playing. Each team plays two games within a 4-hour window, and you're welcome to hang out at the park as long as you like. **Most people sign up solo or with a friend.** **What to expect:** \- 2 casual games \(50 minutes each\) \- Social\-first\, rec level play \- 3\-pitch format \- BBQ lunch \- Team and schedule set in advance \- Self umpired games **Details:** Date: Sunday May 17th Time: Between 10AM - 4PM Location: Coronation Park, Toronto Register here ($35 until May 15th): [https://www.headouttoronto.ca/registration](https://www.headouttoronto.ca/registration) New to softball? Start with our Starter Series instead!

Join our WhatsApp group [https://chat.whatsapp.com/F7838OJWfkiAlMEyNffVfZ](https://chat.whatsapp.com/F7838OJWfkiAlMEyNffVfZ) Welcome to beach volleyball All Level Learn and Play Event in Spanish Banks. If you never play before but want to, no worry, you can learn basic skills over here. All the equipment is prepared. This event is for come to meet new friends, improve your volleyball skill and build your team. **Only 20 spots** **If you can HOST our volleyball event, peope learn basic Skills from you. Reserve as HOST, get paid** * People will **learn basic skills and rules from** **Our Host Leon** in the first hour. * In the next hour, we will be divided into the different teams to play on the court. * People who purchase the summer pass will be put into the same team, play with your same team players and build your team. **Drop In $10** **Flash Sale 2026 All summer Pass $69** and May 17 2026 - Sep 6 2026 Sunday (No Events in Holiday or Raining) [https://www.extremelyshy.com/toronto&RAP1VF](https://www.extremelyshy.com/toronto&RAP1VF) **Book online only**, you will receive details and contact information in your confirmation email. Show your QR code to our host Natalie to verify. Legal Stuff - Liabilities, Obligations, and Responsibilities We are a group composed of volunteers. We are NOT a professional organization or pro trail guides and/or pro event organizers. However, as a group of friends and acquaintances, we will look out for each other. The organizer and any/all assistant organizers and other attendees are in no way responsible and liable for your personal safety and health state, before, during, and at any time after this event. By RSVPing "Yes", for this event, You acknowledge that you fully understand and accept the aforementioned conditions and following event attendance conditions and, you are solely responsible for your health, safety, and well-being before, during, and at any time after the event as stated previously. All attendees shall forever hold harmless the organizers and other attendees and unconditionally waive any liabilities resulting from attending and/or participating in this event

**Explore the scenic Humber River in Toronto with our Kayak, Canoe, and stand-up paddle board 2-hour rentals during the week!** Use the following link to book your spot:[ ](https://torontoadventures.ca/all-adventures/kayak-canoe-sup-rentals/)**[https://torontoadventures.ca/all-adventures/kayak-canoe-sup-rentals/](https://torontoadventures.ca/all-adventures/kayak-canoe-sup-rentals/)**[ ](https://torontoadventures.ca/all-adventures/kayak-canoe-sup-rentals/) The calm meandering Humber River is one of Toronto’s hidden gems! Home to a huge variety of wildlife, including Beaver, Blue Heron, Deer and much more, you’ll feel like you’ve left the city behind! *Events are subject to weather and other factors out of our control. If we must cancel or delay an event we will those booked on the [torontoadventures.ca](http://torontoadventures.ca/) website know as soon as possible.* **Pricing (per 2-hour rental), Payable online through:** [https://torontoadventures.ca/all-adventures/kayak-canoe-sup-rentals/](https://torontoadventures.ca/all-adventures/kayak-canoe-sup-rentals/) Single Kayak (seats 1 person) : $40 +taxes Tandem Kayak (seats 2 people) : $70 +taxes Regular Canoe (seats 2 people) : $60 +taxes Large Canoe (seats 3 people) : $70 +taxes Stand-up Paddle Board ( 1 person): $40 +taxes **Included:** * Boat(s), Paddle(s), PFD(s)/ “Life Jacket(s)”, & Coast Guard Safety Kit. * Brief orientation covering paddling safety, Toronto Adventures’ rules, and the Humber River paddling route * Our friendly staff to help you launch your boat(s) and/or boards. * SUP Leash (For Paddle Board Rentals Only) **What to bring?** * Dress for the weather! * Wear closed-toe athletic footwear you don’t mind getting wet & muddy (shoes not required on SUPs). * Sunscreen, sunglasses & hats, are all recommended for sunny days. * A water bottle. * Government Issued Photo ID. **Important Information** Anyone under the age of 18 must have a Parent/Guardian/Adult accompany them all the times on the water. Online Adult Waivers are available through confirmation emails. For minors, waivers will need to be signed in person on location. There must be an Adult to Child ratio of 1:4 in the children are under 12 years of age. From ages 12-18 we require a 1:5 adult to youth ratio. We have lifejackets starting at 30 pounds and are fully adjustable. * Paddlers must be comfortable treading water while wearing a PFD and reaching a shoreline (minimum 20 metres to shore). * Late Fees Returning Boat(s)/Equipment – $20/15 minutes per boat. **[Google Link Directions](https://torontoadventures.ca/directions/#humberriverlocation)** **[Cancellation Policy](https://torontoadventures.ca/faq/#cancellation)** We hope to see you out on the water!

Join us for a cozy café meetup where Arabs in Toronto can connect, speak Arabic, enjoy good conversations, and experience a warm Arab atmosphere.

Hello everyone, **\*\*Kindly Read Carefully\*\*** Please join me and my other groups for a great **Sunday afternoon in** **Port Credit.** If you have never been; it's a great place to enjoy the sun, the water, the trees, the flowers, grab a coffee, ice cream, go for a leisure walk by the lake and then enjoy a tasty meal. Port Credit is also known for it's live music and dancing too (Event is both indoor and outdoor) I'm going to show us all around Port Credit, play a couple new ice breaker games and then head to a fun restaurant in the main strip of town with a great dinner menu following the walk. \*The walking portion will be roughly 2 hours with some stops along the way; then we will head for dinner and more mingling. This will be a fun day and evening gang! We will meet at **Star Bucks (111 Lake Shore Rd. West) in Port Credit** where you are welcome to grab a beverage or pastry if you like. This will give us an opportunity to introduce ourselves as everyone arrives; then make our way on our small evening adventure through **Port Credit.** More details below: Sincerely, Steve Flemming (Organizer/Host) **Event Details:** **\*Long Weekend NATURE WALK and NIGHTLIFE IN PORT CREDIT\* (Walk, Talk & Flock!)** -A great day as we explore some of the best area's of Port Credit near the water, board walk and entertainment strip (lots of live music too) -We can stop and rest at different spots, take some lovely scenic photos, group photos and share some laughs together -Play a couple ice breaker games near the beginning as well to help us get to know one another \*A great way to naturally make connections, get some fresh air and enjoy our long weekend together) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Event Fee:** 10 dollars (cash only) when you arrive (HST is included) or e transfer in advance to Steveflemming11@gmail.com \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Time and Location: Where to meet us?** We will meet at **Star Bucks (111 Lake Shore Rd. West) in Port Credit** where you are welcome to grab a beverage or pastry if you like. \*Arrive early if you like (however we will meet out front at 4::00 p.m. (we will wait for everyone to arrive until roughly 4:30) Go Train will take you there by Union Station too :) Plenty of parking in that area too- especially near Front Street and the Library :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ***Thanks for reading everyone, remember to RSVP and see you real soon!*** :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

Looking to play at Eglinton Flats this Sunday. Hopefully it isn't super packed or anything this long weekend.

Join us this Sunday for a friendly café meetup to connect with new people and expand your professional network.

Well, Wine Fest is back this Spring over the May long weekend. 2 for 1 pricing goes on sale beginning March 10th ($46/2) and will go up in price later on. Instead of all you can sample, this time you can purchase digital tokens for $1.50 each. Each drink is 1-2 tokens. Hopefully this will help with the lineups (and too much saki). On Sunday, the hours are from 1-9pm. Early preference is maybe 2-6pm (the next day is the Victoria day holiday). https://winefesttoronto.com/spring

Welcome to **TENNIS AND TUNES 2026 edition!** Join us for some **fun** and **friendly** **CASUAL HITTING TENNIS** at Fountainhead Tennis Club - University Heights (two blocks form **FINCH WEST STATION / right across from SENTINEL STATION TTC -LINE 6**). This is a TENNIS AND TUNES event 🔊🎵🎶📻 **which means loud music will be played during the meet up**. Hope to see you there! :) **FRIENDLY REMINDER : BEFORE** confirming your RSVP, please review the following meet-up guidelines and group rules. General Rules and Guidelines: 1. This is a **CASUAL HITTING** meet-up. It is **NOT** a competitive tennis gathering. Due to limited court availability we will only engage in **casual rallies**. 2. Upon arrival, please check in with the event organiser. This is important for attendance purposes and assigning hitting partners for the session. 3. Should you decide to bring your own tennis balls, please make sure they are distinctively initialled. If not, a meet-up Sharpie will be available (from the host) for you to do so. 4. **GTA Racquet Player members are expected, at all times during the meet-up, to observe a *courteous demeanour* and a *positive sporting spirit* towards fellow players.**

**Meet new people over great food in a relaxed, social setting.** This is a small-group social dining experience for people who enjoy good food, good conversation, and expanding their circle in a natural way. Everyone attending is there to meet others — no pressure, no awkward networking. **What to expect** * A small group (usually 4–8 people) * A friendly, low-pressure atmosphere * Easy, natural conversation **How it works** We coordinate the group and reserve the table once attendees confirm. The venue and details are shared with the group beforehand. Just show up, order what you like, and enjoy the experience. Each guest covers their own food and drinks. To keep groups balanced and confirmed, seat confirmations happen through #dine: https://www.hashtagdine.com/

**Meet new people over great food in a relaxed, social setting.** This is a small-group social dining experience for people who enjoy good food, good conversation, and expanding their circle in a natural way. Everyone attending is there to meet others — no pressure, no awkward networking. **What to expect** * A small group (usually 4–8 people) * A friendly, low-pressure atmosphere * Easy, natural conversation **How it works** We coordinate the group and reserve the table once attendees confirm. The venue and details are shared with the group beforehand. Just show up, order what you like, and enjoy the experience. Each guest covers their own food and drinks. To keep groups balanced and confirmed, seat confirmations happen through #dine: https://www.hashtagdine.com/

**Meet new people over great food in a relaxed, social setting.** This is a small-group social dining experience for people who enjoy good food, good conversation, and expanding their circle in a natural way. Everyone attending is there to meet others — no pressure, no awkward networking. **What to expect** * A small group (usually 4–8 people) * A friendly, low-pressure atmosphere * Easy, natural conversation **How it works** We coordinate the group and reserve the table once attendees confirm. The venue and details are shared with the group beforehand. Just show up, order what you like, and enjoy the experience. Each guest covers their own food and drinks. To keep groups balanced and confirmed, seat confirmations happen through #dine: https://www.hashtagdine.com/

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

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)

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

**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

**TBA**

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)