Information Retrieval

Hi Everyone, Join us for May's Toronto IAM Community Meetup. Pls ensure you register at this form: (form will be removed at reg deadline) Only attendees registered via the google form: https://docs.google.com/forms/d/e/1FAIpQLSeFLwzBdS8mM-yowB0gDZXVa3xAPsVrhWyyNu4ZBIZhNtPoIw/viewform?usp=publish-editor will be admitted into the venue. Registration deadline is May 6, 2026 at 5pm Est. AGENDA **5:30pm -** Doors open **5:45pm -** Welcome by Toronto IAM **6:00pm -** Talk #1: Inside the 47 Day Certificate Mandate: What Security Leaders Need to Know. **6:40pm -** Break **6:50 pm -** Panel on: "IAM Leaders Panel "Identity in the age of AI", with Julien Boninfante, Strategy Advisor at Questrade, Jerry Liang, Sr Manager, IS and IAM, Zebra Technologies and AVP of CIAM at a Canadian Bank **Abstract:** As AI systems become agentic—able to decide, delegate, and act independently—identity is no longer just about access but about accountability, authority, and trust at machine speed. This panel brings together identity leaders to challenge today’s assumptions, debate what’s hype versus real architectural shift, and explore where existing identity guidance breaks when agents start acting on our behalf. Through sharp, opinion-led questions on delegation, standards, continuous decisioning, and auditability, panelists will surface the principles and industry changes that will matter most in the next 12–24 months. **7:30pm -** Network **8pm -** Event and attendees exit venue Have a great day, An

**This is a ticketed event. Please register at [this link](https://luma.com/tndnx2o9).** Giles Edkins looks into what we know about the alignment and cyber capabilities of Claude Mythos Preview. ​​​**Event Schedule** 6:00 to 6:30 - Food and introductions 6:30 to 7:30 - Presentation and Q&A 7:30 to 9:00 - Open Discussions ​​​​​​If you can't make it in person, feel free to join the live stream starting at 6:30 pm, via [this link](https://www.youtube.com/@Trajectory-Labs/live).

Welcome! We’re excited to have you join us for games, fun, and great company. To make sure everyone feels safe and respected, we ask that all attendees follow these simple rules: **💰 Cover Fee & What’s Included** * A cover fee of $12 will apply (plus HST and an 18% gratuity) - regardless of arrival time. Please arrive early if this is a concern. * Access to our full game library for the duration of your visit * $4 off any food or drink item (valid same day only) * Friendly staff on hand to recommend games and help you get started! **💬Be Kind & Respectful** * Treat others with courtesy, patience, and good sportsmanship. * All skill levels are welcome — help newcomers feel included! * Disagreements are fine, but bullying, shouting, or rude behavior is not. **🚫 Zero Tolerance for Harassment** * Harassment of any kind will not be tolerated. This includes: * Unwanted touching, comments, or attention * Hate speech, slurs, or discrimination based on race, gender, sexuality, ability, religion, or background. * Stalking or intimidation * Inappropriate or sexual behavior **🧼 Help Keep It Fresh (Hygiene Policy)** * Please arrive clean, in freshly laundered clothes, and use deodorant. * Wash your hands before games, especially after eating. * We will take action on repeat offenders if hygiene becomes an issue. **🧍 Respect Personal Space & Boundaries** * Ask before touching someone or joining a game. * No pressuring others into playing or socializing. * If someone says “no” or seems uncomfortable, respect it immediately. **🎥 Photos & Privacy** * Always ask before taking someone’s photo or video. * Do not post images of others without permission. **🧑‍⚖️ A Message from the Venue** * The venue will close at 11:00 PM sharp. Please keep this in mind when starting new games near closing time. * Our staff are here to help. Please follow their guidance — especially if they step in to address a concern. * Repeated or serious violations will lead to removal from the venue and this Meetup group. 📍 Location: 3216 Yonge Street, Toronto, ON M4N 2L2 🕖 Time: 7:00 PM – 11:00 PM 🍽️ Food & drinks available on site. No outside food, please. 🎟️ RSVP required — space is limited!

Call on 416-938-2223 to find me :) -Ritik

**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/

Don't be disappointed if you don't see a bunch of people attending. I advertise this on multiple platforms and the class usually sells out. \*\*If you don't use Paypal, email me at ralph@socap.ca and we'll figure it out. You can pay be etransfer or with a credit card/cash at the venue.\*\* Improv comedy uses several techniques to create laughter. These include, creating an atmosphere free of judgement, saying 'yes', active listening, being positive, putting your focus on others, and the importance of play and laughter. Not coincidentally, these are the same things that happen to us naturally when we are bonding with another person. In this class, we'll explore these techniques not with the goal of being funny, but with the goal of being people that other people want to be around. The teacher, Ralph MacLeod, is a co-founder of two independent improv clubs in Toronto - Bad Dog Theatre and Social Capital Theatre. He's been teaching improv for over 30 years. He also teaches these same techniques to several organizations including UofT, Google, Kraft, Shopify and many, many more. Please feel free to ask any questions you may have! FAQs and Good To Know.... After every event, a group from this class sit down and have a drink together so be prepared to stay if you want! Of course, you don't HAVE to. You also don't have to be single or bring a friend. The vibe of this class is much more 'making new friends' than a 'singles' mixer'. We usually run to 8:15 so pay for extra parking!

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.

TICKETS ON SALE NOW: https://LSatGC.eventbrite.ca DJ Lazarus & LA Industrial presents: \-\- A night of LIVE industrial and EBM \-\- LEÆTHER STRIP (Denmark) + DIGITAL POODLE (Canada) + TORTURE GALLERY (USA/Denmark) + OLD SCHOOL INDUSTRIAL Dance Party with DJ Lazarus after the bands (starts 11pm) Friday May 8, 2026 Leather Strip, Digital Poodle, Torture Gallery + Old School Industrial Dance Party Ground Control - 1279 Queen St West - Toronto Doors at 7pm - 19+ Event Adv. Tickets $35 @ https://LSatGC.eventbrite.ca INVITE: www.facebook.com/events/1476142154125942/ \-\-\-\-\-\-\-\-\-\- INDUSTRIAL Dance Party starts at 11pm. Cover $10 @ the door for those not attending the concert. INVITE: coming soon \-\-\-\-\-\-\-\-\-\- LEAETHER STRIP: Bandcamp: https://leaetherstrip.bandcamp.com/ Facebook: https://www.facebook.com/LeaetherStrip Instagram: @leaether_strip_official TORTURE GALLERY: Bandcamp: https://handsofficial.bandcamp.com/ Facebook: https://www.facebook.com/TortureGallery INstagram: @torturegalleryig DIGITAL POODLE Bandcamp: http://digitalpoodle.bandcamp.com/ Instagram: @digital_poodle DJ LAZARUS Facebook: https://www.facebook.com/djlazarusrocks Instagram: @djlazarusrocks GROUND CONTROL Facebook: https://www.facebook.com/GroundControlToronto Instagram: @groundcontroltoronto LA INDUSTRIAL: Facebook: https://www.facebook.com/losangelesindustrial Instagram: @lalovesindustrial \-\-\-\-\-\-\-\-\-\-

We will meet at the Thomas Hauser Trailhead behind the Loblaws parking lot. This location features a lovely assortment of native spring ephemeral wildflowers. The cost for this event will be $10. Bring 1 guest free of charge. Cash or e-transfer to daniellepellatthall@gmail.com can be paid upon arrival at the event. If things change and you can no longer attend, please make sure to change your RSVP to NO at least 2 HOURS before the event starts. Please and thank you. It is not enough to know the names of plants. This group gives you the opportunities to use those words and commit the plants to memory. Bring your plant and tree identification guide if you have one, and if you don't have one, the library is a great place to try some out. Plant ID apps are also welcome. -Be safe -Treat people with respect -Don't eat things without a firm confidence in their identity -ID trees and plants -Take and post pictures -Repeat

Hello everyone, I'd like to invite you out to our **Sunday Night with Friends-Dinner, Cocktails and Conversations** get together. -Reserved seating, friendly people, good conversation and great food awaits! So please plan to join us if you can :) \*Joined by my other groups too; so we can anticipate a fantastic evening **Time: 6:30 p.m. -9:30 p.m.** **Location:** La Carnita - Good Fortune Bar (Main Floor) **Address:** 130 Eglinton Ave. Toronto, ON M4P 2X9 Free Paring on Eglinton on Sundays on the North Side (Just East of the Restaurant) Event Details Bellow: Sincerely, Steve Flemming (Organizer/Host) Event Details: **Sunday Night with Friends! (Dinner, Cocktails and Conversations)** -The great thing about this dinner party is you're free to move around to different tables and meet the other members too throughout the evening **Dinner Party Topics** may include but not limited too: Travel, Culture, Spirituality, Relationships, Modern Dating, Life after Marriage, Work/Life balance, Art, Technology, Economy, Music, Movies, Sports, Fashion, Hobbies, Books, Psychology, Philosophy, the Future, History, Pop Culture, Theatre, Living the Good life etc.) **Arrival Time:** \*Join us any time between 6:30 pm and 7:15 pm (if you can) for a fun and highly interactive evening as we get to know the members over dinner and great conversations (of your choice) Event goes until roughly 9:30 pm (stay later if you like) **Event Fee:** 5 dollars (cash only please) (HST included) or in advance by e transfer to **[steveflemming11@gmail.com](http://steveflemming11@gmail.com/)** \-\-\-\-\-\-\-\-\-\-\-\- **Friendly Reminder:** \*One beverage or appetizer minimum to support the venue- this is greatly appreciated :) \-\-\-\-\-\-\-\-\-\-\-\- **Parking Available:** \*Plenty of free street parking on Eglinton and (Residential area south/east of venue for free) **Close to Subway Station:** \*Also right beside the Yonge/Eglinton subway station \-\-\-\-\-\-\-\-

Moved to May - Location will be Hotel Victoria and Restaurant is "Mossops" as of now and this is in Toronto downtown on the date given in the [https://www.eventbrite.com/e/elegant-afternoon-with-desi-singles-singles-event-tickets-1698444034829?aff=oddtdtcreator](https://www.eventbrite.com/e/elegant-afternoon-with-desi-singles-singles-event-tickets-1698444034829?aff=oddtdtcreator) This will be our very first Pitch a Friend!! Because we have postponed to March, reach out if you want to buy for yourself or you and +1 wants to purchase. YOU GET A SPECIAL EARLY BIRD DISCOUNT! We want to give enough time to ask to purchase tickets! [Event Link](https://www.eventbrite.com/e/1698444034829?aff=oddtdtcreator)

9 books, 45 ebooks. 9 audio

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.

**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)

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 us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

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)

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