Creating Amazon Cloud Applications

Whether you're a seasoned tech veteran or just starting out, let's create the ideal afterwork place to meet and chill with other workers in tech - find that new job, expand your network, share ideas, and stay up-to-date on the latest trends in the industry. Let's inspire, innovate, and shape the future of technology in Toronto! Tech, AI, Data, IT, and more \~ ​ \-\-\-\-\-\-\-\- ### Event Details 💰 Cost: Free 🍺🥃 Afterwork drinks and social 📍 The Goodman Pub and Kitchen (Inside, or ask for Tech Social) - 207 Queens Quay W 🕕 6:00pm onwards every Friday ​ **Or RSVP on the website for our Discord / WhatsApp communities, and to see who else is going and what their backgrounds/seniority/interests are:** 🔗 [Link to Website](https://techsocialtoronto.com/event/meetup) ​ If you cannot find us, ask staff about Tech Social, or ask in the WhatsApp community above. ​ \-\-\-\-\-\-\-\- ### Who Should Attend? Perfect for **Toronto tech professionals** including: * **Software Developers & Engineers** (Python, JavaScript, Java, C++, React, Node.js) * **Data Scientists & Analysts** (Machine Learning, AI, Data Visualization, SQL) * **Cybersecurity Professionals** (InfoSec, Ethical Hacking, Cloud Security) * **Product Managers & Tech Entrepreneurs** * **Students & Tech Graduates** looking to break into tech * **Career Changers** entering tech industry * **Remote Workers & Digital Nomads** in Toronto * **Startup Employees & Entrepreneurs** * **Digital Marketing & Product Professionals** * **Senior Engineers** looking to mentor and network \-\-\-\-\-\-\-\- ### What You'll Experience * 🤝 **Network with Toronto tech community** * 💼 **Job opportunities** and referrals from peers * 🚀 **Career acceleration** through peer networking * 🎯 **Skill sharing** and tech discussions * 🧠 **Knowledge sharing** on latest tech trends * 🎉 **Social activities** and games * 🧠 **Learn from peers** about real-world challenges * 🚀 **Collaborate** on projects and ideas * 🎯 **Mentorship connections** (both ways!) * 🍻 **Fun, casual atmosphere** \- no matter your seniority level \-\-\-\-\-\-\-\- ### Event Guidelines * Support the venue by purchasing drinks/food (no outside items allowed) * Maintain appropriate behavior and respect for all attendees * Bring physical ID if required by venue (call ahead to confirm) \-\-\-\-\-\-\-\- ​ ​ *Toronto Canada tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers Toronto Canada tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers*

Pottery Night at Orkid Gallery! All tools included. No experience needed—just come create, connect & sip tea with us! 3-hour workshop.

Event #49 - Incredible! \*Please read all below, even if you're a regular! RSVP PROCEDURE: \*\*\*To secure your RSVP to this event, you must complete TWO steps. Both steps must be completed to attend. Simply RSVP'ing to this event via the Meetup "RSVP" button will NOT secure your ticket. This group is incredible and we have a ton of fun. I appreciate your help in making sure it can run smoothly. 🙂 Here are the steps, in order: STEP 1. Please send $45. per admission as an E-TRANSFER, to [TorontoEscapeRoomMeetup@gmail.com](mailto:TorontoEscapeRoomMeetup@gmail.com) In this email, please note: -> The name of the room you want to join. -> If you are paying for more than 1 admission, please send the appropriate amount for the number of tickets you want (e.g. 2 tickets = $90), to which event(s), and note the name of your guest. \*\*\*Out of fairness to members who are committed to attending, if I do not receive your etransfer within 24 hours of you joining the event, your RSVP will be removed to open up space for someone else. You are free to re-join when you are ready to send the etransfer, space permitting. STEP 2. Once you have completed STEP 1, click RSVP on the event for the room you want. If you are bringing a guest, select a +1. Managing large events can be complex so thank you for helping me keep track of all you incredible, amazing escapers! 💕 \*\*\*\*\* We have four rooms for you to choose from this month! Feel free to join this room, or check out the other rooms here: The Crypt https://www.meetup.com/toronto-escape-rooms/events/314634155/ Amnesia https://www.meetup.com/toronto-escape-rooms/events/314634454/ Intravenous https://www.meetup.com/toronto-escape-rooms/events/314634477/ Here's the room description for this specific event page, from the website: Re. Secret Agent "Its now post cold war, but you and your fellow foreign agents have infiltrated a safehouse that has been used by a Secret agent. Objects, some from the past and some more current seem to paint a picture of occupation. You will need to use all your wits and counter espionage skills if you are to discover the secret missile codes and save civilisation as we know it. Time is running out........” This room is 45 min. in length. Per tradition, we'll do optional coffee/drinks/dinner/dessert afterward if people want to hang out. Important details about the escape rooms only: 1. We will book the spots for the escape room, so no planning needed! 2. This is a prepaid event, so you must pay the fee to join in. 3. Please arrive at the listed time. This is scheduled 15 mins ahead of the room time so that everyone can arrive, check in and sign waivers if applicable. 4. No shows or last minute cancellations after the booking has been paid for will not receive refunds due to the non-refundable nature of the escape room businesses. 5. If there is a cancellation/rescheduling of the of the event, you will receive refunds. 6. If you ever want to join an event but all of our rooms appear to be full/sold out, please message me. I can sometimes find a way to add a person or two; and if I hear from a lot of people, I may even be able to book a whole extra room for the bonus folks so they can join in the fun! 7. Please share the puzzles! We can be big groups thanks to your patronage, and sometimes escape rooms don't have multiple puzzles to work on at one time, so only a few people may be able to work on a given puzzle. Share the love! If you've been the leader on a few puzzles in a row, kindly step back and let someone else have a turn. 8. Check out their website for additional details: (https://www.sagaescapes.com/)

Welcome ! OM Chanting is a group practice that has multiple benefits, including calming the mind, feeling relaxed, activating one's self-healing potential. OM Chanting''s powerful vibration contributes to send Peace . A participation of 5$ minimum is strongly encouraged to sustain the rent of the studio . \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- EVENT DETAILS: address: 283 Spadina Avenue; 3rd floor. ( SE corner of Spadina and Dundas). We will start at 6:30 pm. Please plan to arrive 5-10 minutes earlier. We will be sitting on chairs; you can also sit on the floor if you prefer. You are encouraged to bring a bottle of water. Looking forward to seeing you ! For more information about Om Chanting, please visit: [https://bhaktimarga.org/yoga-meditation/](https://bhaktimarga.org/yoga-meditation/) Much Love, Veda Cell: 416-845-9375

Event #49 - Incredible! \*Please read all below, even if you're a regular! RSVP PROCEDURE: \*\*\*To secure your RSVP to this event, you must complete TWO steps. Both steps must be completed to attend. Simply RSVP'ing to this event via the Meetup "RSVP" button will NOT secure your ticket. This group is incredible and we have a ton of fun. I appreciate your help in making sure it can run smoothly. 🙂 Here are the steps, in order: STEP 1. Please send $45. per admission as an E-TRANSFER, to [TorontoEscapeRoomMeetup@gmail.com](mailto:TorontoEscapeRoomMeetup@gmail.com) In this email, please note: -> The name of the room you want to join. -> If you are paying for more than 1 admission, please send the appropriate amount for the number of tickets you want (e.g. 2 tickets = $90), to which event(s), and note the name of your guest. \*\*\*Out of fairness to members who are committed to attending, if I do not receive your etransfer within 24 hours of you joining the event, your RSVP will be removed to open up space for someone else. You are free to re-join when you are ready to send the etransfer, space permitting. STEP 2. Once you have completed STEP 1, click RSVP on the event for the room you want. If you are bringing a guest, select a +1. Managing large events can be complex so thank you for helping me keep track of all you incredible, amazing escapers! 💕 \*\*\*\*\* We have four rooms for you to choose from this month! Feel free to join this room, or check out the other rooms here: The Crypt https://www.meetup.com/toronto-escape-rooms/events/314634155/ Intravenous https://www.meetup.com/toronto-escape-rooms/events/314634477/ Secret Agent https://www.meetup.com/toronto-escape-rooms/events/314633987/ Here's the room description for this specific event page, from the website: Re. Amnesia "Emily has just awoken from a long and peaceful slumber. She Has no idea where she is or what she is doing here. Its a pleasant enough place, but she doesn't remember how she got here or how she can get out, if that is at all a possibility. She has faint recollections from a previous life which seems like someone else's from a time long, long ago. The memories are fading quick and she has minutes to escape before it all fades away.....” This room is 45 min. in length. Per tradition, we'll do optional coffee/drinks/dinner/dessert afterward if people want to hang out. Important details about the escape rooms only: 1. We will book the spots for the escape room, so no planning needed! 2. This is a prepaid event, so you must pay the fee to join in. 3. Please arrive at the listed time. This is scheduled 15 mins ahead of the room time so that everyone can arrive, check in and sign waivers if applicable. 4. No shows or last minute cancellations after the booking has been paid for will not receive refunds due to the non-refundable nature of the escape room businesses. 5. If there is a cancellation/rescheduling of the of the event, you will receive refunds. 6. If you ever want to join an event but all of our rooms appear to be full/sold out, please message me. I can sometimes find a way to add a person or two; and if I hear from a lot of people, I may even be able to book a whole extra room for the bonus folks so they can join in the fun! 7. Please share the puzzles! We can be big groups thanks to your patronage, and sometimes escape rooms don't have multiple puzzles to work on at one time, so only a few people may be able to work on a given puzzle. Share the love! If you've been the leader on a few puzzles in a row, kindly step back and let someone else have a turn. 8. Check out their website for additional details: (https://www.sagaescapes.com/)

**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!

Art is never isolated, is it created by borrowing transcending visions and untamed ideas. Give your creative block a run for its money at our Creative Co-working Day at a beautiful venue in the heart of the city. **What you can expect:** * 30 mins of Somatic Sound Healing Session to kick-off * Series of games and mini-workshops * Collaborative working sessions and group art project * The Show-Off Showdown * Discount deals on local vendors with mouth-watering food * The rare opportunity of hanging out with people as cool as you! **[Get your tickets here:](https://www.eventbrite.ca/e/creative-co-working-tickets-1987474591003)**[ ](https://www.eventbrite.ca/e/creative-co-working-tickets-1987474591003)https://www.eventbrite.ca/e/creative-co-working-tickets-1987474591003

Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together. Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions. If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming! Want to learn by watching how others code and solve problems? Join someone else’s project at this event! Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event! **Discord**: We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event! https://discord.gg/xwjDdVSw3E **Event policy**: * We have 0 tolerance for harassment. * We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets. * The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do. * Please buy a drink, and tip the barista well.

Start the weekend off right! Take charge of the stage every Friday night at Cloud Nine in Ajax 10pm -2am. Click on the links to see some of the amazing singers that light up the show. [Cloud Nine Karaoke singers](https://www.facebook.com/share/v/1KqHL9Q53E/) [Cloud Nine Karaoke Talent](https://www.facebook.com/share/v/1CG4CFy6kJ/) [Cloud Nine Karaoke on fire](https://www.facebook.com/share/v/19TKBSnLeF/)

[Summary] This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only. [Price] Attendance is FREE. But you need to buy something from the venue. [Policies] \- We do not tolerate harassment of our members \- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated Further information: https://torontostack.exchange/

No cover. No pressure. Just good people, good music, and good times. **Every Friday night** from 9PM to 12AM, we're keeping the fire going at **Malang Bar & Lounge**. This is your weekly spot to unwind, connect, and belong. Come solo. Come with friends. Come because you're tired of the same routine. Whatever brings you here – you're welcome. **The vibe:** * 🎱 **Play pool** – pay per game or per hour at the venue * 🍹 **Grab your own drinks** – fully stocked bar, pay as you go * 🎶 **Great music** – the perfect backdrop for conversation * 🤝 **Make new friends** – real connections with like-minded people * ✨ **No cover fee** – just show up **The details:** 📍 **Malang Bar & Lounge** 918 Dundas St E Unit C2/C3, Mississauga, ON L4Y 4H9 📅 **Every Friday** ⏰ **9:00 PM – 12:00 AM** 💰 **No cover fee** – pay only for your drinks and pool games **We're here every Friday. We keep the fire going.** Come for a good time. Make meaningful connections. And see all the possibilities when united we grow. See you Friday. 🔥

### Each Crossroads & Connections workshop is a fast, friendly mash-up: short demos, paired practices and intentional reflection. We keep it light, embodied, and social—so wisdom lands in your muscles and your circle, not only your mind. There isn’t one technique that fixes everything, for everyone, in every situation. ### What is it? We pair complementary domains to spark shared flow, fresh insight, and unforgettable “aha!” moments. You leave with lived skills, not just notes. * **Dialogue** gets you out of solo spin: small-group formats expose blind spots and sharpen “shared reality,” so your next move matches *this* person and *this* moment. * **Imaginal** practice is guided “as if” rehearsal you look *through*, not *at*: walking the beats before the scene means your body recognizes turns when stakes rise. * **Mindfulness** steadies the camera: attention stops jerking around, drama gets de-amplified, and you can catch the instant you’re narrating motives and swap in one honest question. * **Embodiment** makes it actionable through direct, non-verbal experience and how your inner experience matches your outer expression. Facilitators: Varies Fee: $30USD - Or a 10-pack for $200USD [Please visit here](https://awakentomeaning.com/crossroads-and-connections/) for registration and more information.

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

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.

Are you passionate about supporting other men on their mental health journey? We’re building a movement of virtual and in-person men’s groups across Ohio — and we’re looking for group leaders who want to make a real difference with us. As a group leader, you’ll create a safe space where men can connect, reflect, and grow together. Training and support are provided — you just need heart, presence, and a willingness to lead. **Apply now to lead a group in your area:** 👉 https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application Speak Your Mind is a mental health non profit dedicated to bringing our community together to end the isolation that leads to mental struggle and suicide. Learn more about them here: https://linktr.ee/taketimespeakyourmind

**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

In the midst of life’s storms—whether in relationships, work, or within ourselves—it can be difficult to find clarity and calm. The “I” Of the Storm: Embracing Conflict, Creating Peace, based on the work of Dr. Gary Simmons, invites you to discover the steady center within—the part of you that remains grounded even when everything around you is in motion. Led by Brian Drafton-Griffin, this engaging workshop offers practical tools and meaningful insights to help you navigate conflict with greater awareness, compassion, and confidence. Through guided discussion and reflection, you’ll learn how to shift from reaction to response and transform challenges into opportunities for growth and connection.

**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.

**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