Data Analytics

Please contact event host, Christopher, for the event location at christopher.tyrrell@ymail.com [Note: "ymail" is correct. This is not gmail]

This is a ticketed event. You can register [here](https://luma.com/trajec-2gru). ​ Could an AI company’s internal coding agents create a “rogue deployment”, a set of agents running without human knowledge or permission? In February and March 2026, [METR](https://metr.org/?utm_source=luma), the organization behind the [time horizons graph](https://metr.org/time-horizons/), conducted a pilot of a process to assess just that. Anthropic, Google DeepMind, Meta, and OpenAI gave us access to their most capable internal LLMs and a wide range of non-public information. We concluded that, while internal agents plausibly had the means, motive, and opportunity to start small rogue deployments, they didn’t have the means to avoid human detection indefinitely. METR researcher Thomas Broadley explains the process, the six key facts that informed our conclusion, and how we expect risk to evolve over the next few months. ​You can watch a livestream of the talk [here](https://www.youtube.com/@Trajectory-Labs/live?utm_source=luma).

**Dine with new people in Toronto.** You'll join a small table of 4–8 people, meet over dinner, and the conversation unfolds naturally. Everyone coming is in a similar stage of life — open to meeting new people, having a real night out, and seeing where the evening goes. HOW IT WORKS 1. **You reserve your seat** Join a table already starting to come together. 2. **The table fills** Once the table is full, the evening is set. 3. **The introductions begin** Two hours before dinner, you'll see who's coming. By the time you arrive, no one's a stranger. AT YOUR TABLE * People in your age group * Similar stage of life * Easy to connect with GOOD TO KNOW * You only pay for what you order * You'll see who's coming 2 hours before * Exact venue shared once the table is full IMPORTANT To keep groups balanced and confirmed, seat confirmations happen through #dine: https://www.hashtagdine.com/join/toronto

Contact Alex for location and information.

Ready to add more fun, movement, and connection to your week? Come join our group dance classes at [Access Ballroom](https://studioaccessballroom.com/)! We have classes **every day except Tuesday**—that’s Monday, Wednesday, Thursday, and Friday at 7:50pm, and Weekends at 3:40pm. Visit our [Monthly Calendar](https://studioaccessballroom.com/class-schedule/) to view the group class Schedule. To sign up you can also download our APP that is in both the Google Play store and the Apple Store. Just look up Access Ballroom. Whether you’re a total beginner or already have some moves, you’ll fit right in! We always have multiple teachers on hand to guide every level, so everyone gets the attention they need. Our amazing environment and welcoming atmosphere are what make us one of Toronto’s premier Latin and Ballroom studios—and it’s why we have the most Google reviews in the city! Don’t just take our word for it—come experience the energy, laughter, and community for yourself. We can’t wait to see you on the dance floor!

Practise your English in a friendly, welcoming class in Toronto. Join our free in-person English class and improve your speaking, fluency, grammar and vocabulary with supportive teachers. This class is a great opportunity to practise English, build confidence and meet new people. **When** Starting today - every weekday Monday - Friday 2.00pm–4.00pm **Where** Teaching House Toronto OHC / Sol Camps 469 Jarvis St Toronto, ON M4Y 2G8 Canada **What you’ll practise** * Speaking and fluency * Grammar and vocabulary * Listening and pronunciation * Everyday English for real-life situations * Confidence using English with other people **Who can join?** Adults aged 18+ who want to improve their English. Refugees, asylum seekers and newcomers are very welcome. **About the classes** The classes are taught by trainee English teachers on a Cambridge-accredited CELTA course and supervised by experienced teacher trainers. **Cost** Free **Before the class** Please arrive a little early so we can welcome you and check your English level. Spaces may be limited, so please RSVP if you would like to attend.Cost: FREE Sign up using this **Level Test: [https://forms.gle/CZXAHL9w4WfsVdxk6](https://forms.gle/CZXAHL9w4WfsVdxk6)** OR If you already know your level, choose the [registration form](https://docs.google.com/forms/d/e/1FAIpQLSe65RTiI_hQMJ_58JdE2DhhtYyF2Mz3Ah_PN2hL3yLSkJadpA/viewform?usp=sf_link) instead

**A private event for successful men who want to connect & date their ideal women.** **Join the waitlist here:** [https://www.eventbrite.com/e/1988324057781](https://www.eventbrite.com/e/1988324057781) Lineup: hosted by **Dan Nesek**, award-winning relationship mentor with over 25 years of experience and work with more than 1,000 men across 30+ countries. Featured in major international media (such as FHM, New York Times, The Game, Playboy, etc). Joined by a leading female relationship advisor who works exclusively with high-achieving women. She will share a rare, direct perspective on what discerning women are truly looking for and what stops most successful men from finding it. **Who It’s For:** Men who: ✅ Have achieved success and are ready for the one area that remains: a high-quality relationship with the right woman. ✅ Who want to expand their circle with accomplished, like-minded individuals. ✅ Who are serious about meeting their ideal women in Toronto. **👔 Dress code: Smart Casual** Limited to an intimate group of 50 attendess. Follow us to learn more! Website: [https://dannesek.com/](http://%5Bhttps//dannesek.com/%5D(https://dannesek.com/) "\[https://dannesek.com/\](https://dannesek.com/)") Instagram: [https://www.instagram.com/dannesek](http://%5Bhttps//www.instagram.com/dannesek?igsh=Z2JuejNud2tmd2Mw&utm_source=qr%5D(https://www.instagram.com/dannesek?igsh=Z2JuejNud2tmd2Mw&utm_source=qr) "\[https://www.instagram.com/dannesek?igsh=Z2JuejNud2tmd2Mw&utm_source=qr\](https://www.instagram.com/dannesek?igsh=Z2JuejNud2tmd2Mw&utm_source=qr)")

PyData London 2026 brings together data scientists, engineers, and researchers from around the world for three days of insightful talks, tutorials, and community connection. Hosted in one of Europe’s leading tech hubs, the event highlights the latest developments in Python, machine learning, and data science. Attendees can expect a mix of cutting-edge research, real-world applications, and opportunities to network with industry leaders. Whether you're a beginner or an expert, PyData London offers something for every level of the data science community. **THIS IS NOT A TICKET- TICKETS MUST BE PURCHASED ON CONFERENCE WEBSITE.** https://pydata.org/london2026

AI is becoming part of automation, observability, and quality workflows. As adoption grows, teams are also managing new challenges around complexity, engineering data, and trust. Join us at the Test Automation Summit – Toronto 2026 \| Toronto\, Canada \| 5 June 2026 & explore practical insights on AI\-assisted quality engineering\, agentic AI\, observability\, and scalable QA workflows\. Who Should Attend • QA & Quality Engineering Leaders • Automation Engineers & SDETs • Engineering & Delivery Managers • DevOps & Platform Teams • Teams exploring AI-assisted engineering workflows • Professionals focused on scalability, observability, and quality strategy Join QA leaders and practitioners sharing real-world experiences from modern engineering environments. These are some of the conversations shaping modern QA today — and they’re exactly what this summit is designed to explore. Keynote Session Neil Price-Jones, President of TASSQ What Are We Going to Do with All the Information? A perspective on how engineering teams can make better use of growing amounts of testing, quality, and operational data. Featured Sessions \- Jeremy Berriault\, Founder of Berriault & Associates Consulting Group AI Won’t Save Your Quality: Build a Decision-Making Operating System That Scales. Exploring why sustainable quality engineering requires stronger operational decision-making — not just more AI tools. \- Don Jackson\, Technical Evangelist from Perforce Software Sick of Framework Frustrations? Agentic AI Can Remove Them All. A practical discussion on how agentic AI may help reduce complexity within automation frameworks and engineering workflows. \- Natalia Moyseyenko\, Head of Test Management Practice from EPAM Canada AI-Powered Quality Engineering: Strategy, Automation, and Insights at Scale. Insights into how AI-assisted quality engineering practices are evolving across enterprise-scale environments. Panel Discussion Navigating the Next Wave: How AI, Sustainability, and Human-Centered Design Are Redefining Quality Assurance Featuring: \- Rob Virdee\, Senior Consultant from NVP Software Solutions \- Ian Howlett\, Vice President from Innosphere \- Syed Faeez Sultan\, Associate Director from Iris Software Fireside Speakers Rob Virdee\, Senior Consultant \| NVP Software Solutions Ari Rowland\, Co\-founder \| Canadian Quality and Testing Association\. Topic: Beyond the Hype: Personal Journeys in Shaping the Future of QA through Artificial Intelligence and Ethical Innovation Why This Event Matters Many organisations are currently experimenting with AI across engineering and QA workflows. At the same time, teams are also navigating the following: • Increasing delivery complexity • Larger volumes of engineering data • Faster release expectations • Evolving automation architectures This summit focuses on those practical realities through implementation experiences, engineering discussions, and lessons learned from teams actively exploring the shift. Seats are starting to fill — if this is already on your radar, it’s worth planning early. [Register here](https://www.testingmind.com/event/test-automation-summit-toronto/?utm_source=meetup&utm_medium=email&utm_campaign=Toronto) If you're involved in modern QA, engineering quality, automation, or secure delivery practices – this is a conversation worth being part of.

Hello everyone, **\*\*Kindly Read Carefully\*\*** Please join me and my other groups for a relaxing and fun Saturday afternoon leisure nature walk through different trails, parks and cool neighbourhoods; followed by an enjoyable dinner at a local pub near our meeting location. **Meeting Location with free Parking:** We will meet conveniently out front the **Tim Horton's directly across the street from the Davisville Subway (Yonge Line)** This will give us an opportunity to introduce ourselves as everyone arrives; then make our way on our small adventure through quieter and more natural parts of the city we don't usually get to see. More details below: Sincerely, Steve Flemming (Organizer/Host) **Event Details:** **Spring is Finally Here! (Leisure Nature and Neighbourhood Walk) (with Dinner and Karaoke Party after)** -A great day planned as we explore parts of the city we don't see every day (great nature trails and old beautiful neighbourhoods) -Play a couple ice breaker games near the beginning of the walk as well to help us get to know one another -During the walk we will stop and rest at different spots, bathroom breaks, take some lovely scenic photos, group photos and share some laughs together -Followed by food and beverages at a nearby Irish Pub \*This event is a great way to naturally make connections, get some fresh air and (re) connect with some wonderful people **Bonus after our Leisure Nature Walk: (Optional)** \*Stick around after the walk for a fun Saturday social gathering at a local Irish Pub for dinner and beverages right after the walk \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **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 out front of the **Tim Horton (1910 Yonge Street)** \*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 p.m.) **Drivers & Free Parking:** Plenty of parking on Yonge and residential too :) Free parking on Duplex, one street west of Yonge :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ***Thanks for reading everyone, remember to RSVP and see you real soon!*** :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

**NEW LOCATION - Madison Avenue Pub** **Dates will vary over the next few weeks due to FIFA schedule.** Join your community of fellow Intuitives and MBTI nerds for a casual evening of engaging conversation. We get together every second Sunday – with a mix of regulars and new friends. There is no fee to attend, though we ask that you support the venue by ordering something to eat or drink. **Feel free to contact event host B. via Facebook/Meetup messenger, or text/call 416-712-8635 for directions**. About the venue: Madison Avenue Pub, 14 Madison Ave Nearest Subway: Spadina Map / Directions: https://maps.app.goo.gl/scdLEYqb9LNJWkgWA We make an effort to find pubs that are quiet and introvert friendly, with a section to ourselves. We make no effort to muffle our extroverts, but should they get out of hand, our resident INTJ will use their death stare, to pull them back in line.

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.

**Meet other Day Traders, Swing Traders, Investors and everyone in between for free. This is not a class. Nobody is selling anything.** No course, no upsell, no guru routine. It's traders meeting traders, that's the whole thing. Whether you've been at it for years or you placed your first trade last week, you belong here. **All levels, genuinely welcome.** Day, swing, algo, options, crypto, long-term investors — all of it. Bring your laptop, a notepad, or just yourself. Come kick back, learn something, and connect with like-minded people in the city. We're upgrading the meetup with a brand new venue. We've got the upstairs space at the just-opened **MooMoo Yorkville** all to ourselves. 📍 95a Bloor St W, Toronto, ON M5S 1M1 🕓4:00-6:00 PM 👥 25 spots only — RSVP required!!!!! **How the afternoon runs:** MooMoo might kick things off with a quick intro to their platform and then the rest of the time is ours. We'll introduce ourselves then talk markets, share what you're watching, swap ideas, connect with others, ask the dumb question you've been sitting on, or just hang out with people who actually get it. **This is not a class. Nobody is selling anything.** Join our Free Telegram to stay updated on other events: [https://t.me/+m8BMRABGX74xNmZh](https://t.me/+m8BMRABGX74xNmZh) ⚠️ *Spots are limited to 25 people. Please only RSVP if you plan to attend — this is a small intimate setting and every spot counts. If your plans change, please release your spot so someone on the waitlist can join.* See you there! 📈 Disclaimer: This meetup is for educational and networking purposes only. Nothing discussed at this event constitutes financial advice. Always do your own research and consult a qualified financial advisor before making any investment decisions. This event is not affiliated with or sponsored by MooMoo unless otherwise stated.

[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/

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. 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)

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

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

**Abstract:** Motivated by the challenges of detecting extremely rare failures in sophisticated circuit design specifications, we study the problem of efficiently identifying multiple disjoint regions of interest (ROIs) — regions of a continuous, high-dimensional parameter space where a complex, expensive-to-evaluate target function falls below or above a pre-specified threshold. We reframe this problem as a Bayesian sequential decision-making problem and, more broadly, as an instance of strategic agent behavior in continuous spaces: an agent that must allocate a hard evaluation budget intelligently, updating its belief about the unknown function after each observation and choosing the next query to maximize coverage of all disjoint failure regions rather than convergence to a single optimum. This is a *hybrid* event. To attend online, join us on Zoom here at 6pm: [https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1](https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1) Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor**: Grainger will provide the meeting site, as well as snacks for the onsite participants. * **Address:** 222 W Merchandise Mart Plaza, 18th Floor, Chicago, IL 60654 * **Grainger's Overview:** W.W. Grainger, Inc., is a leading broadline distributor with over $17 billion in revenue. At Grainger, We Keep the World Working® by serving more than 4.5 million customers worldwide with maintenance, repair, and operating (MRO) products and services delivered through innovative technology and deep customer relationships. Our machine learning team builds broadly across search, recommendations, product matching, computer vision, and generative AI. * **Logistics**: To access the Grainger office, we require first and last names of those who RSVP'd by Jun 11. Please take the main elevators at the center of the Mart. Attendees will then present their IDs when they arrive at the front desk on the 18th floor.

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!