Creating Amazon Cloud Applications

**Happy Hour Event!** Hi Amazing Ladies! Let's celebrate spring together at our upcoming HAPPY HOUR event at St Louis Bar & Grill (York Mills) on **Friday, May 8th, 2026**. Enjoy a great selection of discounted drinks and food options starting at $4. The venue offers excellent service in a casual and friendly atmosphere. Please view the pictures below for the Happy Hour options. Click [here](https://www.stlouiswings.com/stlouis-menu/?cachebuster=1776004533) for a link to the full menu. Meet friends and make some new ones in a relaxed and casual atmosphere. Each participant will cover their own food and drink costs. **There is a non-refundable / non-transferable $5.00 cover fee** to attend this group event. This charge will reserve your spot, help with group costs and hopefully minimize no shows. **Payment of the $5 cover charge is due by FRIDAY, May 1st, 2026.** After this date, non payment of the cover fee will result in the Member's name being moved to the "not going" list so that those "waitlisted" have an opportunity to attend the Happy Hour. **Note - attendees may bring one guest (subject to space availability) under this cover charge.** In consideration of others, if you are not able to attend, please advise 48 hours prior to the event to allow other people on the waitlist to have your spot. No shows and less than 48 hours notice of non-attendance will be noted. 2 or more such occurrences will unfortunately lead to removal from the group. Thank you all for your understanding and consideration. Looking forward to connecting soon! Here are the details for the $5.00 e-transfer - E-mail - [weekendbrunchover50@hotmail.com](http://weekendbrunchover50@hotmail.com/), Security Question - What is the time of the event? **Happyhour** Hope to see you there!

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

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

MAY DAY MAY DAY!!! IT'S MAID DAY!! They're here for your service, better be thankful and grateful to them.

Join Lawrence, your top hatted host, for an afternoon of great photography, delicious food and Happy Hour drinks. Our adventure begins at the CONTACT Festival headquarters, at 80 Spadina. We will see Sin Wai Kin - CLOSER THAN IT'S EVER BEEN Be part of the art as you step into two-channel-video installation *The Time of Our Lives* presented at CONTACT Gallery, viewers can choose to sit or move around the space, their experience oscillating between lived and imaginary realities. https://contactphoto.com/festival/2026/core/closer-than-its-ever-been Then you can peruse the Women's Image Library by Artexte. The curators of *Women’s Image Library* activated its archives to reveal women photographers’ significant and often overlooked contributions to the Canadian art scene. https://artexte.ca/en/ At 3 pmish, we will head outside to see mural at 460 King St W Thandiwe Muriu - An Abundance of Plenty *An Abundance Of Plenty* references classical Renaissance portraits while praising the sisterhood between two women which allows each to become the best of herself. https://contactphoto.com/festival/2026/map#venue-460-king-st-w-north-facade Afterwards, we will cross Spadina to 401 Richmond ArtSpace to see more. Gallery 44 - Suite 102 Group Exhibition - Corpus Obscura Across black-and-white prints, photographic sequences, and material interventions, the works engage photography as a site of becoming. Urbanspace Gallery - Ground Floor Yann Pocreau - The Prefix Prize 6 YYZ Artists' Outlet - Suite 140 Hong Yu (Casey) Chan - Listening to the Pathways of the Dead Conservation + Culture Chloé Beaulac - Sanctuary At 4:30 pmish, we will head over to Waterworks Bar for some Happy Hour Social and refreshment. https://www.waterworksfoodhall.com/happy-hour 50 Brant St, Toronto, ON M5V 3G9 If you want to continue to explore the 401 Richmond Art Space, head to the basement to discover these gems. Museum of Toronto to see The 52 exhibit on women who influenced Toronto http://www.museumoftoronto.com/ Spacing Store, or as I like to call it the Toronto Store, where you can find upscale souvenirs. http://spacingstore.ca/ 50 Brant St, Toronto, ON M5V 3G9

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. 🔥

你有没有试过，让 AI 替你读一本书？ 十秒钟，梗概有了。 一分钟，重点也有了。 再问几句，它还会解释、比较、反驳。 很方便。也有一点可疑。 一本书，只看 AI 总结，算读过吗？ 工具书也许可以。 小说呢？传记呢？ 那些在某一页突然停住的时刻呢？ AI 能说出《悉达多》讲了什么。 哪一句会在你心里留下来，只有你知道。 **第一期「AI双面圆桌派」，我们聊：** **当 AI 可以总结、解释、陪读、反驳一本书时，人还为什么读书？** 我们该读得更多，还是读得更慢？ 我们和三位嘉宾一起，聊几个问题： * AI 眼里的重点，是我的重点吗？ * 读得快，会不会只是更快地产生“我懂了”的错觉？ * 哪些书可以交给 AI 先读？ * 哪些书，还是要自己慢慢读？ * 故事、共鸣、经验，算不算知识？ 两个小环节： * AI 帮我省下一小时。 * 我用 AI 搞砸的一件事。 带着问题来就好。 不用先有答案。 ***嘉宾介绍*** Anna，深耕北美市场营销与中国科技，互联网产品出海，腾讯，IDG投资的企业级AI软件小鹅通elink加拿大负责人，专注企业增长与数字化转型。 * 主导多个品牌北美市场进入与增长项目，实现从0到规模化增长 * 推动小鹅通eLink在加拿大落地，赋能企业私域与数字化转型 * 深度连接中美加商业资源，搭建跨境合作与行业生态网络 Swan, 加拿大注册会计师（CPA），7年审计经验，横跨财务审计与运营审计。曾先后任职于加拿大知名会计师事务所、五大银行，及政府审计部门。拥有横跨三类组织的审计实务经历，擅长从财报中梳理逻辑、发现问题，并快速理解运营流程、防范风险。作为误闯创业群的一名风险“守门员”，习追问，习惯质疑，抽丝剥茧，追本溯源。也是夹缝中生存的打工人，探索如何用AI杠杆减轻负担、加速成长。 张英锋，QHOW Technology 创始人，科技教育与知识传播实践者，长期关注 AI 时代的学习方式与认知模型重构。曾获知乎“2014 年度新知答主”，在科学、数学、教育、历史等领域创作 160 多篇回答和文章，累计阅读超过 3700 万，拥有 26 万关注者。在本场圆桌中，他将从一个略带“反方”的角度讨论 AI 阅读：AI 总结带来的，究竟是真正的知识，还是一种“我已经懂了”的幻觉？他关注的问题是，当 AI 可以快速提炼一本书时，人如何避免停留在叙事共鸣中，而是真正把阅读转化为理解、输出与解决问题的能力。 ***About Startup4Chinese*** Started in August 2017, Startup4Chinese's mission is to INSPIRE, EMPOWER, and CONNECT entrepreneurial minds not only among Chinese but beyond. We want to inspire your passionate entrepreneurship spirit, empower your brilliant startup idea, and connect you with your future reliable partner. We value Openness. We provide Pragmatic topics. We want to help you succeed! ***关于OneHub*** OneHub商业咨询是一家领先的加拿大咨询公司，提供商业咨询和顾问服务，帮助中小企业增长和成功。该公司以其战略咨询方面的专业知识而闻名，包括商业计划、市场研究、财务建模和数字化转型。创始人Eddie Lee有30多年企业实务经验，他注意到创业者常常面临相同的问题。OneHub团队，就是要为为初创企业或中小型企业遇到的问题提供全面解决方案。 ***About OneHub*** OneHub Business Consulting is a leading Canadian consulting company that provides business consulting and advisory services to help small and medium-sized enterprises grow and succeed. The company is known for its expertise in strategic consulting, including business planning, market research, financial modeling, and digital transformation. Founder Eddie Lee has over 30 years of practical experience in the corporate world and noticed that entrepreneurs often face similar problems. The OneHub team aims to provide comprehensive solutions for the issues encountered by startups or small to medium-sized businesses.

Hi everyone, we will be having our Artists who create meetup group at the food court (Near the A & W) of Erin Mills Town Centre, and we look forward to seeing everyone who can make it this coming Saturday, May 9th at 3 pm. This will be a very casual and fun moment to create, connect and engage in conversation as we work on our own art projects. I also look to have a theme for this session to ignite our creativity and give us something to go off of if we're starting from scratch. The theme is "What makes life enjoyable", and the powerful thing it can be to be alive despite all the uncertainty and struggles we might face. I will be providing some art materials for those who need them, but of course, it's highly encouraged to bring your own. Here is the full address of the mall: [5100 Erin Mills Pkwy, Mississauga ON L5M 4Z5](https://www.bing.com/ck/a?!&&p=5d311852eda8388a98752d9e60a559294e636187efdb6acdad7ff1b4b53e5c93JmltdHM9MTc3MjMyMzIwMA&ptn=3&ver=2&hsh=4&fclid=15c0c239-89a7-69ee-04c2-d4b288666820&u=a1L21hcHM_Jm1lcGk9MH5-RW1iZWRkZWR-QWRkcmVzc19MaW5rJnR5PTE4JnE9RXJpbiUyME1pbGxzJTIwVG93biUyMENlbnRyZSZzcz15cGlkLllORERFRDhERjc4MTg0OUMxOSZwcG9pcz00My41NTg2NTA5NzA0NTg5ODRfLTc5LjcxMTU3ODM2OTE0MDYyX0VyaW4lMjBNaWxscyUyMFRvd24lMjBDZW50cmVfWU5EREVEOERGNzgxODQ5QzE5fiZjcD00My41NTg2NTF-LTc5LjcxMTU3OCZ2PTImc1Y9MSZGT1JNPU1QU1JQTA)

💌 **Online Speed Dating for Hamilton 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=477.0&productType=onlineSpeedDating&city=Hamilton&groupurlname=meaningful-social-events-for-lasting-relationships&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=477.0&productType=onlineSpeedDating&city=Hamilton&groupurlname=meaningful-social-events-for-lasting-relationships&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=477.0&productType=onlineSpeedDating&city=Hamilton&groupurlname=meaningful-social-events-for-lasting-relationships&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=477.0&productType=onlineSpeedDating&city=Hamilton&groupurlname=meaningful-social-events-for-lasting-relationships&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 Hamilton 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.

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

**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.

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.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

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!