Data Architecture

For the event details and registration use the user group event link: [TFPUG Feb 2026 Event - Fabric Real Time Intelligen... - Microsoft Fabric Community](https://community.fabric.microsoft.com/t5/Toronto-Fabric-Power-BI-User/TFPUG-Feb-2026-Event-Fabric-Real-Time-Intelligence/ev-p/4948482) The RSVP here is not considered a registration and it's just to announce the event to the meetup community. TFPUG Team [Toronto Fabric & Power BI User Group | Microsoft Fabric Community](https://community.fabric.microsoft.com/t5/Toronto-Fabric-User-Group/gh-p/TorontoFabricUserGroup) [Toronto Fabric & Power BI User Group | Meetup](https://www.meetup.com/toronto-fabric-user-group/) [Toronto Fabric & Power BI User Group | LinkedIn](https://www.linkedin.com/company/toronto-fabric-user-group/)

Facial recognition technology (FRT) is increasingly deployed across both public and private sectors – from policing, immigration, and administrative enforcement to loss-prevention in the retail industry – under claims of efficiency, objectivity, and technological neutrality. This presentation challenges those claims by advancing the concept of algorithmic racism: the structural embedding of racial hierarchy into ostensibly neutral algorithmic systems through biased data, design choices, institutional incentives, and opaque deployment practices. Drawing on documented wrongful arrests in the United States, Federal Court litigation in Canada involving refugee-status revocations, and the growing use of FRT in commercial settings, the presentation demonstrates how FRT disproportionately misidentifies Black individuals, particularly Black women. The presentation situates the well-documented racial bias in FRT within a longer historical arc, arguing that contemporary FRT mirrors the exclusionary logic of the Jim Crow era – reproducing systemic racial hierarchy through ostensibly neutral technological systems. Framed as a modern continuation of past forms of racialized control, FRT operates not through explicit racial classification but through code, data, and automated decision-making. The presentation contends that, absent robust legal safeguards, transparency, and meaningful accountability, the deployment of facial recognition technologies risks entrenching algorithmic racism across both state and market institutions, underscoring the need for urgent regulatory intervention. Gideon Christian https://profiles.ucalgary.ca/gideon-christian Associate Professor Faculty of Law University of Calgary About the Speaker: My primary research interest is specifically in the areas of artificial intelligence (AI) and law, and generally in law and technology. My research work sheds light on the intersection of AI and law, from identifying and addressing legal issues arising from the adoption of new and emerging technologies in the justice system to identifying and addressing issues relating to racial bias in AI systems. **\* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \*** This is a talk with audience Q&A presented by the University of Toronto's Centre for Ethics that is free to attend and open to the public. The talk will also be streamed online with live chat here [to be posted]. About the Centre for Ethics (http://ethics.utoronto.ca): The Centre for Ethics is an interdisciplinary centre aimed at advancing research and teaching in the field of ethics, broadly defined. The Centre seeks to bring together the theoretical and practical knowledge of diverse scholars, students, public servants and social leaders in order to increase understanding of the ethical dimensions of individual, social, and political life. In pursuit of its interdisciplinary mission, the Centre fosters lines of inquiry such as (1) foundations of ethics, which encompasses the history of ethics and core concepts in the philosophical study of ethics; (2) ethics in action, which relates theory to practice in key domains of social life, including bioethics, business ethics, and ethics in the public sphere; and (3) ethics in translation, which draws upon the rich multiculturalism of the City of Toronto and addresses the ethics of multicultural societies, ethical discourse across religious and cultural boundaries, and the ethics of international society. The Ethics of A.I. Lab at the Centre For Ethics recently appeared on a list of 10 organizations leading the way in ethical A.I.: https://ocean.sagepub.com/blog/10-organizations-leading-the-way-in-ethical-ai

PLEASE CONTACT Jason at 905-308-4100 FOR DETAILS.

**🥰 Deeper Connections Disguised as Game Night \|** STOP Swiping & START Playing\! \| Facilitated Games & "Cards FOR Humanity **= *Board Game foreplay"*** #### * 5️⃣ Welcome to **"Wildcard Wednesdays!"** *Inspired by "Timeleft*" we also curate tables of 5+ people based on your **"Play Personality"** a quiz we created exclusively for our events = Intimate Experience & every week is different depending on the group & games. * 🎲 **Board Game ForePlay!** \~ "Choose your own Adventure" **100+ Games** Collection \~ Something for everyone! = Variety of themes * ***🃏 BYOB \~ Welcome to Bring your own Board games/convo cards/tarot deck & Booze*** 🍺🍹 **[💌 PLEASE ](https://www.eventbrite.ca/e/1979316462822?aff=oddtdtcreator)*[CLICK ME ](https://www.eventbrite.ca/e/1979316462822?aff=oddtdtcreator)*[TO RSVP ON EVENTBRITE 🎟️](https://www.eventbrite.ca/e/1979316462822?aff=oddtdtcreator)** ### **👩‍❤️‍👨 OUR HOSTESS RAINBOW: She hosts this event partly because she is living proof that LOVE is REAL, she has been in a Healthy & Happy relationship for over a decade! & hopes to help others find true love as spontaneously as she did, make sure you ask her how she found LOVE?** ### **🤗 WHO IS THIS FOR?...EVERYONE! :)** * 👩‍❤️‍👨 **SINGLES** & Looking to Mingle? Curated Games for "Slow Connection" vs "speed dating" * 💝 **COUPLES** \~ New Date Nights vs "Netflix & Chill" \~ Discover something new! * 🙋‍♀️🙋🏽 **FRIENDS** \~ Fun way to reconnect & deepen friendships in a playful way * 🌎 **SOLO** \~ Easy to meet new people or **spend an evening as a local** if your a tourist * 🇨🇦 **NEW TO TORONTO? \~** Eager to learn english? Easier to learn while having fun! * **🌈 ALL-INCLUSIVE \~** LGBTQ2S+ & BIPOC & All Ages/Abilities) ⚠️ want more info? please find the full event description on Eventbrite

**Description** Coming Out Being Out (COBO) is a peer discussion group that has served the LGBT community for over 15 years in downtown Toronto. We meet to share stories and opinions, challenges and triumphs at all stages of coming out and being out. COBO participants are lesbian, gay, bisexual, transgender, two-spirit and questioning people. We welcome all who identify under the banner of queer sexual orientation and gender identity. **What We Do** \|\-\| COBO participants are often seeking to: * Understand what experiences others have in coming out to family, friends and their respective communities. * Develop comfort in discussing their identity with others. * Meet others having the same experiences when it comes to living openly. * Receive the encouragement of peers. \|\-\| Regular topics of discussion include: * How people choose to come out (at work, with family, with friends). * Where to find others like us in the community. * Challenges and triumphs in navigating family and partner relationships. **Where & When** * Every Wednesday from 6-8pm * Community meeting space at Casey House - 119 Isabella St., Toronto **How to Access the Meeting** Registration on Meetup is not required to attend. Attendance is on a drop-in basis. The front door to our meeting space at Casey House is controlled by the main floor receptionist. To access the space when you arrive: * Press the button to the left of the main entrance door. * Tell the receptionist that you are there for the COBO meeting. * You will be buzzed in and someone from our group will come to show you to the meeting. WE LOOK FORWARD TO SEEING YOU ON WEDNESDAY! *COBO is a community group led by non-professional peer facilitators and is not a Casey House program.*

Every Wednesday Night! Free Magic The Gathering Commander games at Hairy Tarantula, hosted by Toronto Gaymers! Please note: Masks are required in store! For more information and to RSVP please over to harryt.com/events

Let's learn Agentic AI! Welcome to our [KSUG.AI Americas](https://us1.ksug.ai) meetup! **Latest promotions** discovered by our community! * **50%** off [Linux Foundation](https://gk.ksug.ai/) EXPIRED, [Get Notified](https://ksug.ai/?notify&ref=meet) for next BIG one! * **20%** off [KubeCon Europe](https://ksug.ai/events/?ref=meet) 2026 using code **KSAI20** * Up to **30%** off popular [Books](https://ksug.ai/books/?ref=meet) and [Events](https://ksug.ai/events/?ref=meet) Stop Babysitting LLMs, Start Shipping. PRs got bigger, not better. Seniors are burning hours on AI bug hunts while *throughput stays flat*. Encode your existing **SDLC** into a gated multi-agent flow so LLMs do the noisy work. Review changes that have already passed **CI**. ## **Swarm Architecture** Encodes a full SDLC loop (**issue** → **spec → plan → PR** → **gate** → **deploy**) in a gated **45-agent swarm** you can explore after the talk. ## **Shift Left** **Mutation-on-diff** and **contract/schema checks** wired into your agentic flow before review. Reduce **review pain** instead of just generating more code. ## **Failure Modes & Guardrails** Hallucinations, reward hacking, process confabulation, and how your architecture catches and fixes them before they reach reviewers. ## **Takeaways** * ✓You'll leave with a working **demo swarm repository** you can clone into your own repos, and a clearer way to decide when to lean on **tokens versus human review**. * ✓For platform and DevEx engineers, tech leads and staff+ developers, and engineering leaders who are tired of wrestling with AI-generated code and **review pain**. * ✓The talk and swarm will be released under **Apache 2.0**. *Come at 5:30 pm have some pizza and chat for a bit. The presentation starts at 6:00 pm.* **Volunteers / Sponsors / Speakers:** [KSUG.AI](https://ksug.ai/?ref=meetup) is actively seeking speakers & sponsors to support our KubeSmart & AI community. Whether it is by offering venue spaces, providing food, or financial support. Sponsors will not only speak at our meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 31,000+ Cloud Native + AI enthusiasts globally. [Volunteering](https://volunteer.ksug.ai/), [Submit Topics](https://speaker.ksug.ai/), [Sponsor Us](https://sponsor.ksug.ai/)! 🚀 **Let's be [kubestrong](https://www.linkedin.com/company/kubestrong/)!** 🎉 Please take a note this event is organized by our peers. We thought it's useful to our members. Join **[#Discord](https://discord.com/invite/Rp9WzYyKua)** for latest update 👉 [https://discord.com/invite/Rp9WzYyKua](https://discord.com/invite/Rp9WzYyKua) 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ **30%** OFF [#CNCF Certs](https://cka.ksug.ai/) \- code **30K8SUG** ☸ **37%** OFF [#KodeKloud plans](https://ksug.ai/kk/?ref=meet) \- code **K8SUGKK** 𝟏𝟖𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/discount/?ref=meetup)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 [KSUG.AI - KubeSmart & AI User Group](https://linkedin.com/company/k8sug) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meetup)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

[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/

Elastic and Toronto Women's Data Group are happy to partner together on a community meetup in Toronto! Hear from two leading data professionals, who will share their insights on the Data/ML field, hard-earned lessons, and what the day-to-day really looks like. Whether you’re looking to learn, considering a pivot or advancing your career, this event is for you! Speakers: \- Ella Chen \- Software Engineer\, Shopify \- Jessica David \- Principal Data Engineer\, Elastic Schedule (subject to change): 6:00 pm - Doors open 6:30 pm - Speaker sessions, Q&A 8:00 pm - Networking/chatting Allies are welcome to attend, with the understanding that these events are focused on spotlighting the career experiences of women. **When:** February 12th 6:00 pm **Location:** 8 Spadina Ave See you there!

Join us for learning and networking on Feb 12, 2026 with Toronto Women's Data Group, in downtown Toronto! Hear from two leading data professionals, who will share their insights on the Data/ML field, hard-earned lessons, and what the day-to-day really looks like. Whether you’re looking to learn, considering a pivot or advancing your career, this event is for you! Speakers: \- Jessica David \- Principal Data Engineer\, Elastic \- Ella Chen \- Software Engineer\, Shopify Schedule (subject to change): 6:00 pm - Doors open 6:30 pm - Speaker sessions, Q&A 8:00 pm - Networking/chatting Shoutout to our sponsors: Index Exchange - https://www.indexexchange.com/ Elastic - https://www.elastic.co/ Allies are welcome to attend, with the understanding that these events are focused on spotlighting the career experiences of women.

Stop Babysitting LLMs, Start Shipping. PRs got bigger, not better. Seniors are burning hours on AI bug hunts while *throughput stays flat*. Encode your existing **SDLC** into a gated multi-agent flow so LLMs do the noisy work. Review changes that have already passed **CI**. ## **Swarm Architecture** Encodes a full SDLC loop (**issue** → **spec → plan → PR** → **gate** → **deploy**) in a gated **45-agent swarm** you can explore after the talk. ## **Shift Left** **Mutation-on-diff** and **contract/schema checks** wired into your agentic flow before review. Reduce **review pain** instead of just generating more code. ## **Failure Modes & Guardrails** Hallucinations, reward hacking, process confabulation, and how your architecture catches and fixes them before they reach reviewers. ## **Takeaways** * ✓You'll leave with a working **demo swarm repository** you can clone into your own repos, and a clearer way to decide when to lean on **tokens versus human review**. * ✓For platform and DevEx engineers, tech leads and staff+ developers, and engineering leaders who are tired of wrestling with AI-generated code and **review pain**. * ✓The talk and swarm will be released under **Apache 2.0**. *Come at 5:30 pm have some pizza and chat for a bit. The presentation starts at 6:00 pm.*

Important Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026021214) (Due to room capacity and building security, you must pre-register at the link for admission) **Description:** Welcome to the AI meetup in Toronto. Join us for deep dive tech talks on AI, GenAI, LLMs and machine learning, food/drink, networking with speakers and fellow developers. **Speakers/Topics:** \- Gleb Otochkin \(Google\) Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 10,000+ AI developers in Toronto or 500K+ worldwide.

We are kicking off **2026** with a relaxed, in person **a11yTO** social focused on connection, reflection, and conversation. This is a casual evening with no formal presentation and no slides. The goal is simply to bring the community together, reconnect with familiar faces, meet new people, and share experiences from the past year. As part of the evening, we will offer optional mini lightning prompts for anyone who would like to participate. These are short, three minute reflections focused on looking back at 2025. You might share one accessibility win from last year that truly made a difference, or one thing that did not work and what it taught you. Listening is just as welcome as sharing, and there is no need to prepare anything in advance. Whether you are new to accessibility or have been working in the space for years, everyone is welcome. Register at: [https://tickets.a11yto.com/e/33/a11yto-february-social-reflecting-on-our-accessibility-journey-in-2025](https://tickets.a11yto.com/e/33/a11yto-february-social-reflecting-on-our-accessibility-journey-in-2025)

**Title**: Powering AI Through Data Modernization: Modernizing ETL with Databricks & Unity Catalog In this session, we will discuss how enterprises are modernizing their data platforms by migrating from legacy ETL tools (such as Informatica and traditional data warehouses) to Databricks Lakehouse architecture, and how Unity Catalog enables enterprise-grade governance, security, and discoverability across data and AI assets. We will start with food and drinks at 6pm and then move into the presentation at 6:30pm. The session will cover: * Why traditional ETL platforms are becoming a bottleneck for scale, cost, and AI adoption * How Databricks changes the data engineering and analytics operating mode * The role of Unity Catalog in centralized governance * How this foundation enables AI and Gene.AI use cases on trusted data * Q&A Our speaker for this event is **Hirenkumar Dholariya**. Hirenkumar Dholariya is a Senior Data Engineering Architect with 18+ years of experience modernizing enterprise data platforms for global Fortune 500 organizations, delivering up to 40% system performance improvement and 20–35% infrastructure cost reduction through large-scale migration from legacy ETL platforms to cloud-native Lakehouse architectures. He specializes in Databricks-based data engineering, Unity Catalog–driven governance, and building scalable, secure, and real-time analytics platforms. He has led multiple enterprise-wide transformations from tools such as Informatica and traditional data warehouses to Databricks, establishing governed data foundations using Unity Catalog and enabling advanced analytics and AI use cases on top of trusted data platforms. His leadership focuses on architecting durable data platforms, enabling teams to move faster with confidence, and translating data and AI investments into measurable business outcomes. *

We will be meeting at Starbucks to learn together. Come with an online class you're already going through or an interest and we will try to connect you with a course where you can learn it. Already have a skill you want to contribute to a Kaggle Datascience competition? We will work on these too! Laptop required :)

We will conduct an in-depth exploration of AWS serverless technology. This session will cover its fundamental architecture, established best practices for implementation, and strategies for developing applications with significantly reduced code. Participants will gain a comprehensive understanding of how to leverage serverless for efficient and scalable solutions. Our focus will be on practical application and efficient development methodologies.

A Pathfinder Society Scenario designed for 1st- through 4th-level characters. It's time to explore! With the Society coming off of their recent victory in finally defeating an old enemy, they choose to turn to refocus on the goals of the Pathfinder Society: Explore! Report! Cooperate! As a celebration for such a successful year, there's a party being hosted with all sorts of friends both new and old in attendance. However, when one of Fola Barun's dear friends needs to be entertained in order to prepare a surprise, it's up to the Pathfinders to show him around the famous Maze of the Open Road. When he starts to encourage exploration, new doors appear and new adventures await! *Intro: Year of Unfettered Exploration* is the introduction to the plot of the Year of Unfettered Exploration. This scenario presents characters and themes that will feature in Year 5's metaplot, and so it is is a natural starting point for players looking to jump into the action. Written by Sen H.H.S. **Scenario tags**: Metaplot (Unfettered Exploration), Faction (Envoy's Alliance), Repeatable

Join us at Prefect to talk about Context Engineering and Data Engineering for AI! Please RSVP on luma for headcount purposes! https://luma.com/l1epj9r3 \-\-\- Data Engineers DC is a professional group that meets monthly to discuss topics including all things related to Data Engineering such as open data, data gathering, data munging, and the creation, storage and maintenance of datasets. We combine presentations with hands-on workshops, always seeking to make our data munging lives easier. \-\-\- Location: Prefect - **2112 Pennsylvania Avenue NW** **Washington, DC 20037** Note: **Bring a photo ID**, as these are required by building security. Agenda: 5:30-6:15pm: Food & Networking 6:16-6:30pm: Introductions 6:30-7:00pm \-\-\- Data Engineers DC is a program of DC2. Learn more at www.dc2.org \-\-\- Sign up to give a 5 minute micro-presentation! https://forms.gle/8YSBJr5LGsfr3qKMA Fun meetup syntax bug: Link: https://forms.gle/8YSBJr5LGsfr3qKMA Text formatted as a link: [link](https://forms.gle/8YSBJr5LGsfr3qKMA) Link formatted as a link: [https://forms.gle/8YSBJr5LGsfr3qKMA](https://forms.gle/8YSBJr5LGsfr3qKMA) (Data processing is hard. If you've found bugs like this in your pipeline, sign up using the above link to talk about it for five minutes!)

Join us for another session of our study group as we continue our coverage of the book Domain-Specific Small Language Models. In this session, we will Chapter 2 which is titled Tuning for a Specific Domain. This isn't just a lecture! Come ready to ask questions, share insights, and code along. Whether you're a beginner or have some experience, this is the perfect opportunity to continue to learn together. If you plan to work with the code on your own laptop during the session, try and download the code from here https://github.com/virtualramblas/Domain-Specific-Small-Language-Models/ ahead of time. We will be meeting at the University of North America in room 2215 for this event.

Hello everyone, we are excited host our first meetup of 2026! We'll have an amazing speaker presenting on a great topic. Hope to see everyone there! **Schedule** 5:00 pm - 5:30 pm - Sign-in/Meet and greet/networking 5:30 pm - 6:30 pm - AutoMobile 6:30 pm - 7:00 pm - Networking **Talk and Speaker Details** **Time:** 5:30 p.m. EST. **Title:** AutoMobile **Summary:** What if you could tell an AI agent "explore this app and find accessibility issues" and watch it navigate your mobile app autonomously? AutoMobile makes this possible today. AutoMobile is an open-source MCP server that gives AI agents native control over Android and iOS devices using natural language. It combines platform tools (adb, simctl) with custom Kotlin AccessibilityService and Swift XCTestService to enable AI-driven mobile workflows that are 10x faster than existing automation frameworks. Live demonstrations include: \- Install & run from scratch \- AI agent running UX deep dive\, reproducing bugs \- Accessibility & performance audits \- What running tests looks like \- Prototype IDE integration **Speaker:** Jason Pearson **Speaker Bio:** Jason Pearson spent the last 15 years building great UX across Android, iOS, Mac, Web, Backend, and Windows. Now he's applying all of that to AI tools while working at Slack in DevXP. **How to find us:** 1680 Capital One Drive, McLean, VA 22102 We'll be located in C2 **100 A**. The area is publicly accessible. If you can't find it, you can ask the front desk for directions to the **C2 100 A** **Attending Virtually?** We'll be streaming the event on Zoom [https://us06web.zoom.us/j/85740109015?pwd=1FQJyvaQp2ZgRrj5drb3a2FGVqll7H.1](https://www.google.com/url?q=https://us06web.zoom.us/j/85740109015?pwd%3D1FQJyvaQp2ZgRrj5drb3a2FGVqll7H.1&sa=D&source=calendar&usd=2&usg=AOvVaw1A-o2UNm0I1YVmkJcSCxfx) Meeting ID: 857 4010 9015 Passcode: 437286 **Parking**: You can park at 1680 Capital One Drive; this garage has a sign indicating public parking. Or at the WEGMANS parking lot.