Machine Learning

This is a ticketed event. Please register at [this link](https://luma.com/vqaqs628). ​Unstoppable agents? Digital drugs? Robo-religions? ​Moltbook is an internet forum designed exclusively for artificial intelligence agents. Some see it as AI theatre, others as a warning shot for autonomous agents. ​In this talk on Moltbook and related phenomena, Giles Edkins looks at the hype, the reality, and what it might mean for the future. ​​​**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). ​​​This is part of our weekly [AI Safety Thursdays](https://luma.com/trajectory-labs) series. Join us in examining questions like: * ​​​How do we ensure AI systems are aligned with human interests? * ​​​How do we measure and mitigate potential risks from advanced AI systems? * ​​​What does safer AI development look like?

Join us this week as a guest to overcome your fear of public speaking and speak with confidence! We hold weekly meetings on Thursday nights to facilitate impromptu speaking, debates, discussions, and prepared speeches to practice our skills and give each other constructive feedback. We are a friendly group of all ages and backgrounds in the GTA, where we help our members and guests in their personal and professional development. We typically meet at the Etobicoke Civic Centre with lots of free visitor parking. You can join us as a guest anytime you want, for as long as you would like, to see what Toastmasters is all about! Come and join us this Thursday to become the best version of you. The theme for this week's meeting is TBD! Join us to practice your improv. speaking skills, debating skills, and to improve your public speaking abilities. If you're interested in attending this meeting, please contact us through our "Contact Us" form on http://goodyeartoastmasters.com/ See you there! ABOUT GOODYEAR TOASTMASTERS \*NOTE\* We are now back in-person at the Etobicoke Civic Centre! Visitor Parking is free. Simply let the Security Person know you're here for a Toastmasters meeting. • Our meetings start at 6:45 PM and lasts for about 2-hours. We suggest you arrive earlier to settle in and network before we begin. • It's free to attend as a guest and you can join us as many times as you would like. For the full access to the Toastmasters Pathways Programme, however, you will need to join as a member and pay a membership fee. • Don't worry about the low attendance numbers on Meetup. Members do not RSVP here. We use the club website instead. Meetup is primarily a place for us to reach out to newcomers such as yourself!

Most Java developers have tried AI-assisted coding through chat interfaces or inline autocomplete. Useful — but limited. In this talk, we’ll explore the next step: agentic Java development using Claude Code. Instead of treating AI as a smarter text box, we’ll look at what changes when the model can reason across files, plan multi-step changes, interact with tools, and operate closer to how real developers work. This will be a practical, experience-driven session focused on: • How agentic coding differs from ChatGPT-style prompting and traditional Copilot usage • Where Claude Code fits (and where it doesn’t) in real Java projects • How tools, context, and workflows matter more than “prompt tricks” • How to avoid unstructured vibe coding while still moving faster No prior experience with agentic tools is required. The goal isn’t to sell a silver bullet — it’s to help Java developers understand what’s genuinely new, what’s hype, and how these tools can be used responsibly in real-world codebases. **About the venue** Free Times Cafe has bistro-style seating and a full food and drink menu. Please consider helping to support the venue by planning to have supper during the talk. **Speaker Bio** Victor Szoltysek is a seasoned consultant and technologist, currently at RAVL, where he helps clients eliminate the inefficiencies of undifferentiated heavy lifting and focus on building solutions that drive real business value for their customers. With a career spanning notable organizations like Accenture, Pivotal, and ThoughtWorks, as well as numerous startups, Victor brings a wealth of experience in cloud transformations, DevOps enablement, and Agile software development. A dedicated Java enthusiast with a sharp eye for cutting-edge technologies, Victor’s work frequently intersects with AWS, where he strives to streamline workflows and help teams leverage the cloud without unnecessary complexity. Recently, he’s also ventured into the dynamic world of artificial intelligence, exploring ways to make programming more engaging, efficient, and rewarding. Victor is known for his humorous and sometimes controversial presentation style, ensuring lively discussions and thought-provoking takeaways. His disdain for overly complex tech solutions drives his mission to simplify the way we build and deploy software. Whether he’s sharing insights about Java, AWS, or AI, Victor’s talks are as energizing and satisfying as your favorite cup of coffee. Don’t miss his unique blend of wit, wisdom, and deep technical expertise at our meetup!

**Program and Build a NLP (Natural Language Processing) Solution with Azure AI Foundry** This session demonstrates how to build an end-to-end Natural Language Processing (NLP) solution using Microsoft Azure AI Foundry, based on a real hands-on project. It walks through designing an NLP workflow, selecting and configuring foundation models, applying prompt engineering techniques along with model fine-tuning, and structuring the solution for scalability and real-world use. Attendees will see real architecture decisions, code examples, and lessons learned from implementing NLP solutions on Azure. **Speaker: Kaan Turgut** Kaan Turgut is a passionate tech professional who loves turning cutting-edge ideas into reality. As a Hybrid Cloud Solution Architect with deep expertise in the cloud, DevOps and AI, Kaan thrives on designing scalable cloud solutions, building smart AI-driven applications, and streamlining development workflows. His mission? Helping organizations unlock the full potential of the cloud to drive innovation and growth. But Kaan’s impact goes beyond code and infrastructure. He’s a huge believer in the idea that “you get as much as you give.” That’s why he’s always sharing his knowledge with the tech community—whether it’s through mentoring up-and-coming developers, hosting hands-on workshops, or speaking at industry events. He’s even on YouTube, sharing tips, tutorials, and insights to help others grow. For Kaan, it’s all about making a meaningful impact on the ecosystem and the lives of those around him. Want to explore how cloud and AI can transform your business? Or just swap ideas and stories? Reach out to Kaan—he’d love to connect! **Schedule:** 6:00 - 6:30 - Meet 'n Greet with Pizza and Pop 6:30 - 6:45 - Introduction and Welcome 6:45 - 7:45 - Main Presentation 7:45 - 8:00 - Closing and Prize Draw (You're not going to want to miss this prize!!) 8:00 - ? - (Optional - whoever would like to join) Continue our conversations at Bar 6ix, 201 City Centre Drive (3 minute walk) **Where to Find Us** Room 204 in the Hazel McCallion Central Library. 2nd Level. **Parking** There is a parking garage under the library. Parking is free from 6PM on.

**Midtown Toronto Chi Gong** **Chi Gong Master Teresa's Inner-Chi Qi Gong** **30 Years of Experience** **Two classes each evening** **(1) 6:30 PM : Introductory Eye Qi Gong & Qi Gong for Overall Health** **(2) 7:30 PM: Advanced Eye Qi Gong & Longevity Qi Gong** **Fee: $30 for a class (6.30pm - 7.30pm)** On Eventbrite, you can more choices to choose any class to join in February. **Location:** We will send you the exact location of on payment. **Find more information:** Pay at Eventbrite: https://www.eventbrite.ca/e/1976757771708

**We will discuss day trading, swing trading strategies and tools.** This will not be a presentation format. We will discuss options trading and investing strategies, as well as the skills needed to start. It is a **casual meetup to meet people who are interested in trading or building a career around it, especially algorithmically. No "financial gurus" are welcome.** Join us for a meetup where we share trading ideas, and connect with others who share a common interest in investing. Algorithmic trading is commonly used by large institutional investors and market makers, but it is also accessible to retail traders. It offers several advantages over manual or discretionary approaches—particularly in minimizing psychological errors that often impact human traders. Some of the topics we usually discuss: \- Reasons for investing \- Limitations of being a retail trader \- Practical tools: brokers\, APIs\, data sources\, real\-time implementation \- Brainstorming ideas: strategies that may be working today **Note this even is not sponsored or endorsed by any business where we are meeting. We are just using their space for casual meetup event.** **Please no promotion of MLM, pyramid schemes, self promotion to paid services, affiliate promotion, paid subscriptions or similar stuff.** **Useful Links** * Notion page of [Algo Trading Resources](https://systemetic.notion.site/Algorithmic-Trading-Resources-fe400c5258e440fd8a4d63770d08bc13) **Telegram group for quicker communication:** [https://t.me/+m8BMRABGX74xNmZh](https://t.me/+m8BMRABGX74xNmZh) **Disclaimer:** This meetup is for educational and informational purposes only and should not be construed as professional financial advice. The discussions and materials presented at this meetup are provided as general information and are not intended to be a substitute for professional financial, legal, or tax advice. All participants are encouraged to consult their financial advisor or qualified professionals regarding specific financial issues. None of the organizers, speakers, or participants at this meetup are liable for any financial loss or damage incurred as a result of trading activities or decisions based on the information shared during this event. Trading stocks and other financial instruments involves risk and may not be suitable for all individuals. **CFTC Rule 4.41:** Futures, foreign currency and options trading contains substantial risk and is not for every investor. An investor could potentially lose all or more than the initial investment. Risk capital is money that can be lost without jeopardizing one’s financial security or lifestyle. Only risk capital should be used for trading and only those with sufficient risk capital should consider trading. Past performance is not necessarily indicative of future results. **Non-Endorsement**: References to specific securities, investment strategies, or any financial instruments during the meetup are for illustrative purposes only and do not constitute a recommendation, endorsement, or investment advice by the organizers or speakers. **No Guarantees**: There is no guarantee that the investment strategies discussed will be profitable or protect against loss. All investments involve the risk of loss. **Conflict of Interest**: Presenters or organizers may hold or intend to acquire positions in securities discussed during the meetup, which may create a conflict of interest.

This talk will explore what happens to public discourse when previously restrictive norms against blatant falsehood and overt racism start to erode. Are there still efforts to conceal? Do new mechanisms arise? What changes in audiences and communicative environments allow for these shifts, and how can one push back against them? Jennifer Saul https://uwaterloo.ca/philosophy/profiles/jennifer-saul Professor Department of Philosophy University of Waterloo **About the Speaker:** Jenny's primary interests are in Philosophy of Language, Pragmatics, Feminism, Philosophy of Race, and Philosophy of Psychology. In recent years, much of her work has been on deception and racism in political speech. Her book *[Dogwhistles and Figleaves: How Manipulative Language Spreads Racism and Falsehood](https://global.oup.com/academic/product/dogwhistles-and-figleaves-9780192871756?cc=ca&lang=en&) has recently been published by Oxford University Press*. It explores certain commonalties in the communicative mechanisms that have allowed politicians to get away with much more obvious falsehood and racism than previously thought possible. Jenny has also published *Lying, Misleading and What is Said: An Exploration in Philosophy of Language and in Ethics* (Oxford University Press 2012). It argued that considering the distinction between lying and misleading-- which seems to many an ethically significant one-- can help to shed new light on methodological disputes in philosophy of language over notions like what is said, semantic content, implicature, and the semantic/pragmatic distinction more generally. Jenny was Director of the Leverhulme-funded Implicit Bias and Philosophy Project. She has published[ two co-edited volumes](https://global.oup.com/academic/product/implicit-bias-and-philosophy-volumes-1-and-2-9780198766186?cc=ca&lang=en&) on implicit bias with Michael Brownstein, and she continues to lecture widely on this topic to a range of audiences. She is especially interested in helping institutions find methods to combat implicit biases, and she frequently advises on this topic. Her view is that [structural and institutional solutions are the most effective means of doing this](https://www.timeshighereducation.com/blog/implicit-bias-training-often-flawed-shouldnt-be-scrapped), and she works with the institutions at which she speaks to improve their policies and procedures. **\* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \*** 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

**Important:** Register on the [event website ](https://www.aicamp.ai/event/eventdetails/W2026022707)is required for admission.(RSVP is turned off on meetup) **Description:** Join Google Cloud for the agentic AI bootcamp to learn how to build production-ready AI and multimodal agents. **The ‘Next’ – Capturing Innovation** The era of the text-only chatbot is evolving. Focus on the bleeding edge of AI: Multimodality. We’ll explore how to build intelligent agents that can see, hear, and respond to the world in real-time, creating immersive experiences that feel more human than ever before. **What to Expect:** * \- Multimodal Gemini Agents: Coordinate agents to analyze video and audio while maintaining character consistency across multi\-turn image generation\. * \- Intelligence Beyond RAG: Move past simple retrieval with hybrid search\, context engineering\, and multi\-agent pipelines\. * \- Real\-Time Live Interaction: Build low\-latency\, interruptible agents that "see" and "hear" using the Gemini Live API and bidirectional streaming\. **Who Should Attend?** This hands-on workshop is designed for software developers, data scientists, and AI practitioners who have some experience building applications or working with models, and are looking to productionize them. To get the most out of the labs, you should have foundational knowledge of a programming language like Python and be comfortable using the command-line interface. While expertise is not required, a basic understanding of Cloud computing concepts, web APIs, and containerization technology like Docker will be highly beneficial. To participate, you must bring your own laptop and power cable. The activities are intended for laptops and cannot be completed on a tablet or phone. Venue: Waterloo, Canada (register full the full address)

**Important:** Register on the [event website ](https://www.aicamp.ai/event/eventdetails/W2026022707)is required for admission.(RSVP is turned off on meetup) **Description:** Join Google Cloud for the agentic AI bootcamp to learn how to build production-ready AI and multimodal agents. **The ‘Next’ – Capturing Innovation** The era of the text-only chatbot is evolving. Focus on the bleeding edge of AI: Multimodality. We’ll explore how to build intelligent agents that can see, hear, and respond to the world in real-time, creating immersive experiences that feel more human than ever before. **What to Expect:** * \- Multimodal Gemini Agents: Coordinate agents to analyze video and audio while maintaining character consistency across multi\-turn image generation\. * \- Intelligence Beyond RAG: Move past simple retrieval with hybrid search\, context engineering\, and multi\-agent pipelines\. * \- Real\-Time Live Interaction: Build low\-latency\, interruptible agents that "see" and "hear" using the Gemini Live API and bidirectional streaming\. **Who Should Attend?** This hands-on workshop is designed for software developers, data scientists, and AI practitioners who have some experience building applications or working with models, and are looking to productionize them. To get the most out of the labs, you should have foundational knowledge of a programming language like Python and be comfortable using the command-line interface. While expertise is not required, a basic understanding of Cloud computing concepts, web APIs, and containerization technology like Docker will be highly beneficial. To participate, you must bring your own laptop and power cable. The activities are intended for laptops and cannot be completed on a tablet or phone. Venue: Waterloo, Canada (register full the full address)

**Signup on Eventbrite: https://www.eventbrite.ca/e/unlock-your-inner-energy-body-mind-and-chi-tickets-1983196505133?aff=oddtdtcreator** **Unlock Your Inner Energy: Body, Mind, and Chi** ### ***Week 1: March 1st - A 60-Minute Masterclass with Qi Gong Master Teresa*** **Are you feeling depleted, stressed, or disconnected?** Join world-renowned **Master Teresa** for an uplifting, free introductory session designed to wake up your body’s natural healing intelligence. Chi Gong (Qi Gong) is more than just "movement"—it is a 5,000-year-old system for managing your internal pharmacy. In this one-hour experience, Master Teresa will guide you through the basics of "Chi" (Life Force Energy) and show you how to shift your state from **exhaustion to vitality** in minutes. ### **What You Will Experience:** * **The "Chi" Sensation:** Learn how to actually *feel* your own energy between your hands. * **Instant Stress Release:** Simple, rhythmic movements to "shake off" the tension of the week. * **The Power of Breath:** A guided technique to oxygenate your blood and calm your nervous system. * **Beyond the Physical:** A brief introduction to how Chi Gong can support **menopause, eye health, and remote healing.** ### **Who Is This For?** * **Total Beginners:** No experience or special equipment needed. If you can breathe, you can do Chi Gong! * **Wellness Seekers:** Anyone looking for a holistic way to manage anxiety or low energy. * **Aspiring Healers:** Those curious about professional training to become instructors or remote healers. ### **About Master Teresa** Master Teresa is a Chi Gong Master, speaker, and visionary with over 30 years of experience. She has helped thousands of students across Canada and globally find balance, heal physical ailments, and rediscover their inner joy through the "Fa Chi" (sending energy) method. **Cost:** FREE (Registration is required to secure your spot) **What to Wear:** Comfortable clothing you can move in. ### ***Register separately:*** ### ***Week 2: March 8 - Energy & Psychology (FREE)*** ### ***Week 3: March 15 - Heart Chi Gong for Self-love ($50)*** **Purelandqigong.com**

This is an event organized by cntrl shift. interested attendees should register here. https://luma.com/5j88d0vo

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/Da9fZFxPfs **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.

[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/

**A cordial invite to the second segment of a miniseries of meetups on the resurging interest in the Perennial Mystery of Consciousness.** Last December we held the first of the series: **[The Holy Grail of Consciousness Embedded AI](https://www.meetup.com/ions-ontario/events/312293729/?eventOrigin=group_similar_events)**[ ](https://www.meetup.com/ions-ontario/events/312293729/?eventOrigin=group_similar_events)focusing on two opposing understandings of Consciousness. The prevailing concept among many scientists that bursts of electrical activity creates consciousness. And that it is conceivable, indeed possible, to harness this burst of electrical activity in silicon chips giving rise to consciousness in AI. This differs from the Perennial understandings reached by thinkers of the East who investigated states of Mind beyond dreamless deep sleep and made empirical observations of human and non-human entities over millennia. To them, Pure Consciousness as Ultimate Reality cannot be expressed by speech or understood by the Mind, for it is the illumination of Pure Consciousness which enables the speech to be expressed and the Mind to understand in the first place. In this and follow up sessions of the series we will be joined by Dr. Afsaneh Khorasani, **[Afsaneh Personal website-| Home](https://www.bing.com/search?q=Afsaneh+Khorasani&form=ANNTH1&refig=6986d3bc1bc5479f87ccec054ccb89ed&pc=PCMWSB&adppc=EDGEXST)**[,](https://www.bing.com/ck/a?!&&p=7cbb65b29886dd437938c7314526aebd9058fe4d4749dbdf2731d36796825912JmltdHM9MTc3MDMzNjAwMA&ptn=3&ver=2&hsh=4&fclid=229627c8-30c9-6f1e-2861-3229310c6ef5&psq=Afsaneh+Khorasani&u=a1aHR0cDovL2Fmc2FuZWhtb3RhbWVkLmNvbS9lbi9pbmRleC5odG0) an eminent research scientist. Among **[other initiatives](https://www.easyglobaltraining.com/)** Dr. Afsaneh has been involved with the Princeton University linked **[Global Consciousness Project](https://noosphere.princeton.edu/)** led by Roger Nelson to which our **[Institute of Noetic Sciences](https://noetic.org/)** (IONS) has been providing logistical home base over the years. Dr. Afsaneh will lead us into a deep yet practical journey into the nature of reality, consciousness, and energy, bridging modern physics, ancient wisdom, and lived experience. Together, we will look at consciousness as the ground of all experience, energy as the language of the universe, and manifestation as alignment rather than effort. We’ll explore how thought, emotion, belief, frequency, and awareness shape our lives, our relationships, and our ability to create with clarity and presence. The session will be reflective, expansive, and grounded in real-life application, offering insights you can integrate into daily living. In the months ahead, we will invite other panelists to share their perspective in a conversational setting with emphasis on audience interactions. We look forward to sharing this space of inquiry, awareness, and connection with you.

**Hello Columbus!** **The community is buzzing and growing well.** **We are thrilled to bring our third BrowserStack QA Meetup on March 12th!** We are creating a space for deeper insights, meaningful connections, and a vibe you won't want to miss. **What to expect:** * **Connect:** Network with Columbus' top engineering and QA minds. * **Learn:** Real-world tactics and trends you can use immediately. * **Enjoy:** Food, drinks, and great community spirit. **Agenda** * **[Sam Gomez](https://www.linkedin.com/in/samueljgomez/)** is presenting "AI is more than LLMs: Choosing the right AI for your needs." **RSVP Essential:** Space is limited, and we want to ensure a great experience for everyone. **RSVP now to secure your spot!** 📍 **Venue:** Leading EDJE, 6515 Longshore Loop, Suite 300, Dublin, OH 43017 📍 **Free Parking:** 6725 Longshore Street, Dublin, OH 43017 📅 **Date & Time:** March 12, 6:00 PM **Stay Connected!** Want to continue the conversation beyond the meetup? Join our **BrowserStack Discord Server** to get updates, connect with fellow QA professionals, and be part of an ongoing discussion. **Don’t miss out—click below to join!** 🔗 [\[](https://discord.gg/6SdCyWTNyW)**[Join the BrowserStack Discord Server](https://discord.gg/6SdCyWTNyW)**[\]](https://discord.gg/6SdCyWTNyW) **A Few Notes:** ✅ This is an **in-person event** ✅ **RSVP does not guarantee a seat** – A confirmation email will be sent one day before the event. **TALK ABSTRACT:** AI is all the hype these days; however, despite (or maybe because of) the excitement around it, a high percentage of AI projects fail. Projects that are over budget, delayed, or that fail to scale past the POC phase are very common. In many of these scenarios, choosing the right approach can be as critical as the solution itself. Should you build a tailored machine learning model, leverage the power of large language models (LLMs), or integrate with AI copilots? Each option has unique strengths, trade-offs, and resource requirements, and the key to success lies in aligning your choice with your business goals and technical constraints. In this talk, we will go beyond the basic concepts and definitions to provide a practical guide that allows attendees to navigate these decisions through real-world case studies. We will examine scenarios in which different AI paradigms were chosen, discuss the factors that influenced those decisions, and outline the process for evaluating needs, constraints, and outcomes. From assessing data availability and team expertise to balancing cost and scalability, you'll gain insights into the critical considerations that guide the selection process. By the end of this session, you’ll have a clear process for determining whether machine learning, LLMs, or copilots are best suited to your AI challenges and understand the resources and strategies needed to bring your chosen solution to life. This talk is ideal for decision-makers, technical leads, and innovators seeking to demystify AI implementation and maximize the impact of their investments.

The March Ohio North Database Training user group meeting will be held on **March 3rd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr**. You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/l/meetup-join/19%3ameeting_YTg3MTY3NzItODI3OS00MTRjLTgzYTItYTBlMjY5NTQ5MzU4%40thread.v2/0?context=%7b%22Tid%22%3a%22b966f302-6b93-4686-9041-c084635642c5%22%2c%22Oid%22%3a%2278c760cb-657f-46aa-bd2f-7066d9403bdb%22%7d)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Updates and announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### **Data Cleansing using Data Bricks** Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.

If you enjoy knitting, crocheting, working with yarn, this is the group for you. Meet new friends, bring your projects, learn from others.
We normally meet a few times a month during the week from 6-8pm. We will occasionally meet on weekends during daytime hours.

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** *Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation* Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification. You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written. This talk will cover: --What spec-driven development is (and what it isn’t) --How GitHub Spec-Kit fits into modern developer workflows --Using specs to align product, engineering, and AI-assisted development --Real-world examples of turning specs into implementations with confidence Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects. **YouTube Link** TBA

## Overview Networking event for aspiring school leaders interested in building their own high-quality K-12 public school in their community. **About the Event:** Aspiring school founders in the Columbus, OH, area are invited to join us for this special in-person networking event where you will be able to ask questions, learn more about the BES Fellowship and make sure you are prepared for the application process and beyond. In addition to meeting like-minded leaders who are also committed to transforming education and bringing a high-quality K-12 option to their community, you’ll have the opportunity to meet our team and gain special insights from Dr. Chaundria Smith, BES Senior Director of Fellowship Coaching, who works closely to support BES Fellows. During this event, you can also learn more about the various regions across Ohio we are prioritizing for the BES Fellowship to ensure that new schools will respond to the needs of their community. **About the BES Fellowship:** Leaders in the BES Fellowship embark on a multi-year process to design, found, and lead an excellent K-12 public school that reflects and responds to community needs. We are currently accepting applications to the 2026 BES Fellowship. The extended deadline is March 30, and the 2026 Cohort will begin August 2026. Applications will be reviewed on a rolling basis until all spots are filled. Learn more at [bes.org/fellowship](http://bes.org/fellowship "http://bes.org/fellowship").