Cloud Infrastructure

Exciting things are happening tonight 🎉 Our **AWS Student Builder Group** is hosting a workshop: **Simple Ways to Integrate AWS Technologies Into Your Hackathon Project** and you're not going to want to miss it. We'll be walking through AWS Cognito, DynamoDB, Amazon S3, and AWS Amplify. Come build something great with us and walk away with the skills to win 🚀

This group is for badminton enthusiasts who are passionate about exploring the connections between metabolism, energy, and exercise. We are welcome beginner plus, intermediate and advance level players looking to improve your skill or a seasoned player seeking to optimize your performance on the court, this group is for you! Join us for friendly games. This badminton session is a weekly event and it is followed with dinner together but it is optional. Birdies: Please bring one birdie with you. However, if you are intermediate plus or advanced level, bring two birdies with you. Court fee: It will be informed at the comment section by 4pm. Cost per person is either $162 (for 3 courts) divided by the number of players attended OR $108 (for 2 courts) divided by the number of players attended. My email address for etransfer is: lingseilau@yahoo.com

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.

**Please note the only way to register for this adventure is on [our website.](https://www.wildernessunion.com/adventures/intro-navigation-26)** **Navigation isn’t a lost art - it’s a life-saving skill. Whether you’re exploring remote backcountry or just trying to orient yourself on a trail, knowing how to read the land can make all the difference.** Join us for this *one-day navigation workshop,* which will equip you with the skills needed for safe and confident adventures. **Interested in joining this year’s Epics? Completing this and other relevant courses will support your approval process for advanced adventures.** **Morning: Theory** We’ll start with hot beverages and a hands-on classroom session where you’ll learn: * Why maps still matter in a GPS world * How to read a topo map and visualize the land * What contours tell you about your route (and your legs) * How to orient yourself when you’re turned around * Compass skills that could save your life **Afternoon: Practice** After a quick lunch, the real fun begins. With only a map, compass, and your brain, you’ll work in teams to complete a real-world navigation challenge. Each team gets a unique course and a grid reference sheet to plot and follow. Fastest (and most accurate) team earns top bragging rights as Wilderness Union’s best navigators. You’ll build and follow a route card, learn to trust your instincts, and develop the kind of confidence that only comes with practice. **Your Instructor:** Former Canadian Army Advanced Reconnaissance Instructor, Captain Buckingham is a decorated Pathfinder and the Canadian Infantry School’s top navigation instructor, he’ll guide you every step of the way. **Who It’s For:** This course is for beginners and intermediate explorers alike. No military mindset required—just curiosity, a willingness to learn, and a love of getting outside. This is an amazing opportunity not only to learn from a world-class expert but it's a fun, practical lesson at a uniquely low price. **About this series:** The Survivalist Series is an expert-led set of courses designed to develop applicable, and life-saving skills in the wilderness. Keep your eyes peeled for more courses that become available. **Due to the cost of parking at Bronte Creek, WU transport is recommended for this course.** **Highlights** **Expert Instruction -** Our amazing expert guides will teach you everything you need to know in a safe and fun way. **Practical Skills -** Develop essential skills to survive and thrive in the wild. ‍**Local Adventure -** Just 45 minutes from Toronto, this adventure is close to home for anyone living in the GTA. **Event cost: $80+HST - optional transport available.** **Register [here.](https://www.wildernessunion.com/adventures/intro-navigation-26)** **About Wilderness Union** Wilderness Union is deliberate about building an outdoors community that connects you to the life-changing magic of the outdoors and helps you find your people. Members range from 20-40 years old. The group is a mix of GTA locals and newcomers to Toronto from within Canada and abroad. Attendance numbers on Meetup don't reflect our actual event attendance - we typically have 15-20 community members at each event. Large enough that there's someone new to meet but small enough that it's not overwhelming! ***Learn more at our website [www.wildernessunion.com](https://www.wildernessunion.com/)***

Hello everyone, \*\*Kindly read the details carefully below\*\* Please join me and my other groups for a great evening of **Mix, Mingling and the brand new Film- The Devil Wears Prada 2.** Mix and Mingle beforehand as we get settled in, get to know each other, share some laughs, and get ready to see a great film. With a bonus group discussion immidiately following the film. Including a pre-movie mix and mingle, movie related ice-breaker (to get to know everyone) in the cool (V.I.P lounge) \*Dinner/Food/Beverages avaialbe in the lounge prior to film \*Joined by my other groups too; so we can anticipate a great turn out **Where to Meet when you arrive?** ***\*Meet me and the others right outside the box office beside the air hockey and arcade games)* (8:30 pm to 8:50 pm)** {Further Details below:} Sincerely, Steve Flemming (Organizer/Host) Event Details: **Saturday Night Mix, Mingle and Movie Night! (The Devil Wears Prada 2)** -A great night to mix, mingle, make new friends and go see a great movie **About Film: The Devil Wears Prada 2** Miranda Priestly struggles against Emily Charlton, her former assistant turned rival executive, as they compete for advertising revenue amid declining print media, while Miranda nears retirement. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Event Fee:** for Mix and Mingle before and after film 5 dollars by e transfer in advance to steveflemming11@gmail.com or by cash in person) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- (Movie fee- separate- we will purchase our ticket together when we all arrive) **Where and When to Find Us?** **Location:** **(Inside Yonge & Eglinton Centre)** 2300 Yonge Street, Toronto, ON M4P 1E4 **(We will meet out front of box office beside the air hockey table and arcade)** (Simply walk up the steps from the outside and come into the Centre- turn left and we will be waiting right there) **Arrive between 8:30 pm and 8:50 pm** (We will head to the V.I.P. lounge for a beverage, food (optional) before heading to see the film) (optional) **Close to the Yonge and Eglinton subway** (Lots of parking in the area and 2 minute walk from the subway station)

**Mother’s Day Cacao Ceremony & Light Body Expansion Activation** *Life Force + Light Language Experience* **May 10** This Mother’s Day, step into a sacred space of deep nourishment, activation, and expansion. This immersive experience is guided through the principles of **Light Body Expansion**, working with **Life Force energy** and **Light Language** to awaken your energetic field, open your heart, and support profound inner alignment. We begin with a ceremonial cacao ritual—an ancient, heart-opening practice that gently softens the body and invites you into a state of presence and receptivity. From this grounded space, you’ll be guided through Life Force activations that help clear energetic blockages, restore flow, and awaken vitality within your system. As the journey deepens, Light Language transmissions move beyond the mind—working on a cellular and energetic level to activate remembrance, elevate your frequency, and expand your light body. This is a space to slow down… to receive… to reconnect. A space where healing happens naturally, and expansion unfolds with ease. Whether you are celebrating yourself, honoring your lineage, or connecting to the essence of the Divine Mother, this experience invites you into deeper love, clarity, and embodiment. Come as you are. Leave feeling open, activated, and aligned. [Book your spot here ](https://lightbodyexpansion.com/class/5)

Please join us for a traditional worship service every Sunday, with music from our wonderful choir and organist. Communion (the Lord’s Supper) is a part of every Sunday service. Join us for coffee hour after the service for conversation and a snack

**Mother’s Day Cacao Ceremony & Light Activation** *Life Force & Light Language Experience* Step into a sacred space of deep nourishment, connection, and heart awakening this Mother’s Day. This intimate experience weaves together the ancient medicine of cacao with powerful Life Force and Light Language activations to gently open your heart, elevate your frequency, and reconnect you to your inner essence. Through guided intention setting, a ceremonial cacao journey, and energetic activations, you’ll be supported in releasing what no longer serves and embodying a deeper sense of love, clarity, and expansion. This is a space to soften, receive, and remember. Whether you are honoring yourself, your lineage, or the essence of the Divine Mother within, this experience invites you into a profound state of presence, healing, and activation. Come as you are. Leave renewed, open, and aligned. [Book your spot here ](https://lightbodyexpansion.com/class/5)

You’re invited into a deeply nourishing and expansive experience this Mother’s Day—an opportunity to reconnect with your heart, your energy, and the wisdom within your body. This sacred gathering is rooted in the teachings of **Light Body Expansion**, working with the intelligence of **Life Force energy** and the multidimensional frequencies of **Light Language** to support profound healing, activation, and inner alignment. We begin with a ceremonial cacao journey—an ancient heart-opening medicine that softens the body and gently guides you into a state of receptivity. From this space, you’ll be guided through powerful Life Force activations designed to awaken your energy field, release stagnation, and restore natural flow within the body. Through Light Language transmissions, we move beyond the mind—working directly with your energetic system to activate remembrance, elevate your frequency, and support expansion on a cellular and soul level. This experience is not just something you attend—it’s something you feel, embody, and integrate. Held in a sacred and supportive container, this is your space to slow down, receive, and reconnect with the essence of who you are. Whether you are honoring yourself, your lineage, or the Divine Mother within, this journey invites you into deeper love, presence, and expansion. Come as you are. Leave activated, open, and aligned. [Book your spot here](https://lightbodyexpansion.com/class/5)

Nordheimer ravine is relatively short but as with other midtown ravines like Cedarvale, it's well-used and surrounded by moneyed neighbourhoods. There are spectacular vantage points in the surrounding parks. This neighbourhood also has popular attractions like Wychwood Barns, Casa Loma, Spadina Museum, and a bunch of murals. I hope you like hills because there will be several of them. This hike is sandwiched by restaurant rows at St Clair Ave W and Dupont St. There isn't any standout cuisine but Dupont is home to a mini-empire of Middle Eastern restaurants. On St Clair Ave W are some of the best upper mid-range restaurants in Toronto for Italian, North Indian, and Persian cuisine. And possibly one of the best gelaterias in the city. There will be long lines at Bar Ape so come earlier if you want to get gelato there. **Highlights** 1. Bar Ape Gelato (depart 2:30 pm) 2. Pura Vida / Baker and Scone 3. Pink Ice Cream 4. Sea Witch / JABS 5. Wychwood Barns (depart 2:55 pm) 6. Hillcrest Park 7. Tollkeepers' Cottage 8. High Level Pumping Station 9. Nordheimer Ravine 10. St Clair Subway Station, south side of St Clair Ave W (depart 3:55 pm) 11. Sir Winston Churchill Park 12. Casa Loma (outside) 13. Spadina Museum (depart 4:35 pm) 14. The Backyard Smokehouse / Euphoria Cake 15. Roti Cuisine Of India (arrive 4:55 pm) **Neighbourhoods** Wychwood > Casa Loma > The Annex **Map** [https://www.google.com/maps/d/edit?mid=16joz8-VYsQ8lr155TDonvYdkgl70iwI&usp=sharing](https://www.google.com/maps/d/edit?mid=16joz8-VYsQ8lr155TDonvYdkgl70iwI&usp=sharing) Uphill and downhill at Hillcrest Park, Nordheimer Ravine. Stairs at Winston Churchill Park and Casa Loma. **How it works** Hike starts punctually. Late or can't do the whole route? Meet us at scheduled checkpoints. We'll browse many food places but won't linger long. Grab ready-made food, or see the route in advance, organize takeout, then pickup along the way. Not sure what to try? Join our omakase for $5, which gives a tiny sample from different restaurants. Payment on the day of event by cash or e-transfer to [globaltorontoeats@gmail.com.](http://globaltorontoeats@gmail.com.) No refunds after orders are placed. Details of sampled food will be uploaded after the hike. Limited cutlery provided. Highly recommended to bring cutlery and containers for omakase and bringing back leftovers. See our [About section](https://www.meetup.com/hike-to-eat/) for more info.

Join us for a relaxed Sunday afternoon of pickleball + classic table games. Play pickleball for $5. Email money transfer to monasalahuddin@hotmail.com While waiting for court time, enjoy FREE access to: 🏓 Table tennis (ping pong) 🎱 Billiards / pool tables 🎯 Other table games available at the venue No standing around. No awkward downtime. Always something to play.

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

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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.

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.

On Thursday, May 21, 2026, we will meet at the 700N Conference Room at 700 N Hurstbourne Pkwy. Doors will open at 6:00 p.m., and the presentations will begin sharply at 6:30 p.m. Along with an excellent presentation, TEKsystems will provide food. Please RSVP so we know how much food to order. Afterward, we will go to Brick House Tavern for drinks and food to continue the conversation. The session will also be broadcast at https://twitch.tv/TaleLearnCode. ### **GitOps: Easy Deploy and Even Easier Rollback** GitOps isn't just for containers. The methodology of deploying from a build is now baked into our culture. Take it a touch farther with infrastructure as code and a few extra techniques, and you can reliably deploy to any platform: cloud, on-prem, container, PaaS, and more. Join us as we learn the methodology of GitOps, the critical pieces you need in place, and the elegance of rollbacks with GitOps. You'll leave with a working repo of deployment techniques that doesn't consume any paid tools or container-specific techniques.

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

Short North Street Skates return Saturday, April 4 and we’re excited to get back rolling together. These weekly rollouts are a chance to move through the city as a group, build community, and create more visibility for skating and small-wheeled movement in Columbus. Details: Meet: 1160 N High St 9:30 AM meet 10:00 AM rollout All wheels welcome We’ll be skating through the Short North and surrounding areas at a steady, social pace. Routes will use a mix of streets and bike lanes, so comfort navigating the city is helpful, but you don’t need to be an expert. If you’ve been meaning to come out, this is a great place to start. Come solo or bring a friend!