Machine Learning

This is a ticketed event. Please register at [this link](https://luma.com/q7t43ncn). ​Diana Issatayeva will provide an overview of the physical network architectures underling AI training and inference. Then, we will explore how these architectures influence governance options. ​​​**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 attend in person, join our live stream starting at 6:30 pm via [this link.](https://www.youtube.com/@Trajectory-Labs/live)

Devotion to the Sacred Heart of Jesus is held every first Wednesday of the Month at 7:00PM. The devotion to the Sacred Heart of Jesus and the Immaculate Heart of Mary are two significant expressions of Catholic spirituality, focusing on the love and mercy of Jesus and the compassion and purity of Mary. The devotion to the Sacred Heart of Jesus emphasizes Christ's immense love for humanity, as symbolized by His heart. This devotion is rooted in Scripture, where Jesus invites believers to learn from His heart, which is "meek and humble" (Matthew 11:29). It became more formalized in the seventeenth century through the visions of St. Margaret Mary Alacoque, a French nun. In these visions, Jesus revealed His heart as a source of divine love, wounded by sin but overflowing with mercy. The Immaculate Heart of Mary devotion focuses on the interior life of Mary, her virtues, and her deep love for God and humanity. It is particularly tied to her maternal compassion and sorrow for the sins of the world. This devotion became widely recognized after the apparitions of the Virgin Mary at Fatima, Portugal, in 1917, where she asked for the consecration of Russia to her Immaculate Heart and for the faithful to offer prayers and sacrifices for the conversion of sinners.

**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.

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!

**🏛️ WHAT'S PRACTICAL PHILOSOPHY ABOUT?** Practical Philosophy is a weekly meet-up that brings critical thinkers together for an opportunity to dive deep on a topic, practice communicating, and building a community. All with no ‘official’ philosophy knowledge required! 😎 Practical Philosophy is based on the idea that philosophy should be accessible to all, and not something reserved only for academics. Each week we choose a topic, and the goal is to use the conversation to develop our critical thinking and communication as we explore that topic. The goal is to help develop our Critical Thinking, Communication, and Community 🙌 **📓 HOW DOES IT WORK?** Each week, we pick one topic and discuss it. The topic for the week is shared, generally in the [Whatsapp group](https://tally.so/r/81LP4A), along with jump-off points to get the conversation going. When groups get bigger than 7-8 people, it’s important that we break into smaller groups. This way we are able to maintain a conversational flow as opposed to having our meetups feel like a discourse or lecture. **General Meeting Agenda** Each Practical Philosophy meet-up follows this general timeline: * 19:00-19:15 - People arrive and chat, get to know each other before the official start. * 19:15-19:25 - Meeting introduction, explanation of Practical Philosophy and the topic for the week, read the guidelines and the overview so attendees know what to expect in terms of timelines. * 19:25-20:45 - Break into small groups - introduce yourselves and general thoughts on the topic, open discussion afterwards. At this point the group can review the ‘jump-off’ questions as needed, but they are just there to help guide the conversation. It’s not obligatory to answer them. * 20:45-21:00 - Bring everyone back together to discuss conclusions of the topic - each group gives a short 1-minute summary. Organizer concludes the meeting and everyone takes a group photo. * 21:00 - The official meeting is over but it’s a great opportunity to get to know people in a non-structured environment, so we often stick around, chat, and get to know each other. **🧧PRICING?** Practical Philosophy Club is FREE to attend! We just ask that if we are meeting in a café, buy a beverage! Some chapters rent a space for us to meet, and they may ask for donations to help contribute to the cost of rent. Donations will always be 100% voluntary though! **💛 WHAT PEOPLE SAY ABOUT PRACTICAL PHILOSOPHY** **🗣** “I feel like Philosophy Club helps someone build their own belief system through a series of perspectives while not promoting what’s right and wrong” - Ekam 🗣 “I got hooked from day 1 (the topic was authority) and felt it was the right place for me. I feel it is a place where people can go to learn and discuss new perspectives and increase critical thinking and community by interacting with people who might challenge your point of views but at the same time encourage you to have openness and mind flexibility.” - Daniel **🤓 FAQ** * **Do I need to study or read anything to attend?** No preparation is necessary. This isn’t a study of other thinkers. We want to know what you think about the topic, not what an old philosopher thought. If you have a perspective from a religion or a school of thought to share, throw it on the table and we’ll discuss it. * **Is there a specific philosophy that Practical Philosophy is focused on?** The goal of our meet-ups is to not have dogmatic discussions, and flex our critical thinking muscles. Because of this, we want to hear from every realm of thought, and don't study a particular school. * **Is it mostly men that attend?** Surprisingly, no! Although often, philosophy is seen as a Candelabra affair in a dark room with a bunch of guys, our Practical Philosophy meetups are generally 50/50 between genders, and we don’t meet in any dark rooms. * **Can I come alone?** Of course you can, we encourage it :) * **Can I be late?** Please don't be! We do have a 15 minute grace period where we allow people to funnel in while we hang out, but after that if you arrive too late, it disrupts the flow of the conversation. * **Where do you meet?** The location is posted in Meetup and our [Whatsapp](https://tally.so/r/81LP4A) group for this location. It is HIGHLY RECOMMENDED that you join the Whatsapp group! If you want to know what other cities have a Practical Philosophy Club, you can see our chapters on our [website](https://www.practicalphilosophy.club/). 🤝**POLICY** To respect our members privacy, we ask that no one privately message a member without first getting explicit consent. (This looks like speaking in person and being asked to message privately.) Contacting or texting other participants without prior consent is not permitted and may result in removal from the group. Practical Philosophy reserves the right to enforce this policy at its discretion to maintain a safe and respectful environment. **PRACTICAL PHILOSOPHY CLUB - Philosophy, everywhere. ✨** We started in Practical Philosophy back in 2021 and there are now 50+ chapters in over 25 countries, including Canada, Spain, Japan, Mexico and many more! 🗺️ **\*\*\*** **Join our [Mississauga Whatsapp](https://tally.so/r/81LP4A) 👈** **Follow us on [Instagram](https://www.instagram.com/practicalphilosophyclub/) 👈** **Our [website](https://www.practicalphilosophy.club/) 👈**

Come out to our monthly meetups if you are: •New to lockpicking and want to learn. •Experienced with locks and lockpicking and excited to teach and exchange knowledge. We have lots of loaner locks and picks for people to try without needing any supplies of their own. Join the Toool Toronto discord https://discord.gg/fuamRhuAdD We are now going back to primarily an in-person meeting. If you would like to join online, its best to bring this up in the #meeting-night-discussion channel beforehand and then find us in our Meeting Room voice channel on Wednesday night. This event is hosted at a volunteer run makerspace: Site 3 coLaboratory 718R Ossington Ave Toronto, ON M6G 3T7

Join us for an evening of French conversation at B Espresso Bar in the atrium of the Toronto Royal Conservatory of Music (near St. George station)!
We welcome all levels of French, and it's free\*.
Venez pratiquer votre français! \*While there is no fee to attend this event, guests are expected to purchase something from B Espresso Bar, in accordance with RCM's restrictions on usage of the cafe atrium space. **Building location:** The Royal Conservatory is at 273 Bloor St W, between Varsity Stadium and the Royal Ontario Museum (ROM). There are entrances off Bloor St. and Philosopher's Walk. If you enter from Bloor St through the large glass doors, follow the hallway on the left beside the staircase and turn left at the end. (Closest TTC: St. George) **Notes and restrictions:** The host may or may not attend this event. Attendees are encouraged to seat themselves at two or more adjacent tables, as needed. Please form groups of 6 people at each table; do not rearrange chairs and tables to accommodate more people, as this obstructs the narrow walking space. Guests are expected to order something from the cafe, and are asked to please refrain from bringing outside food or drink. Attendees must leave the building at 8pm when the cafe stops serving. **Contributions:** If you are a regular with us and would like to support the group, please send any contributions by e-transfer to [diskutomeetup@gmail.com.](http://diskutomeetup@gmail.com.) The yearly donation goal and amounts received year-to-date will be tracked anonymously on [this google sheet](https://docs.google.com/spreadsheets/d/18GfqYsis8Cf2XGg4KsKQJsY_0Fv3bsSQHwJAxvC1Km8/edit?usp=sharing). Thank you so much for your support.

**Note: This is a Waiting-List-Only Event: There is a $5 Meetup fee that must be e-Transferred to me before your spot can be confirmed.** **• *Please be on time* \- we're looking forward to hitting the buffet as soon as it opens\, to give us maximum opportunities to network and engage with our group members\!** I’ve made a reservation for a group of 14 people at **Bangkok Garden** (18 Elm St) for an intentional networking lunch. This session is strictly for **AI Professionals (AIP)**: founders and practitioners in the AI space. Whether you're deep into Machine Language, deep learning, data science, blockchain, GenAI or training your own LLM, this is your opportunity to actually meet some of your peers out in the real world, to have some high-level technical and strategic conversations. **THE EXPERIENCE:** * **The Venue - Bangkok Garden:** A soaring, high-ceilinged Thai "oasis" near Dundas Station. * **The Meal:** A full Thai lunch buffet. * **The Cost:** You are responsible for your own buffet bill at the restaurant (approx. **$24.00 + tax + 18% gratuity**, totalling roughly **$32.00**). **HOW TO SECURE YOUR SEAT:** 1. **Join the Waitlist.** 2. I will DM the first 20 people on the waitlist with e-Transfer details. 3. A **$5.00 non-refundable commitment fee** is required to move from the Waitlist to the "Going" list. 4. Your seat is only confirmed once the fee is received. Unpaid spots will be offered to the next person on the waitlist after 2 hours. **THE GOAL:** To cut through the noise and meet the actual builders in the Toronto AI scene. No generic "small talk" needed - this is just a group of 15 AI practitioners discussing all things AI, from LLM implementation to agentic workflows, the latest GenAI models, and the future of the stack.

Come drink tea at Teamendous together! We can talk about the different teas, and have a tea drinking session. We will buy our own teas. Average price for a tea is: $12. https://teamendous.org/ Keep an eye on this event page for more updates. Join discord for more events: https://discord.gg/mWaskzq8jq The shop tables are small so a limited number of RSVPs is available. Please reply so I can make a reservation by Friday, Mar 6th, 2026. This group would be spoken in English with a little bit of Cantonese, but no prior knowledge of Cantonese is required. Vocabulary: Cantonese. Jyut Ping. Definition ┃ 六 ┃ luk6 ┃ six ┃ ┃ 時 ┃ si4 ┃ time ┃ ┃ 荼 ┃ syu1 ┃ Tea ┃ ┃ 茗 ┃ ming4 ┃ Ming ┃

**Note: This is a Waiting-List-Only Event: There is a $5 Meetup fee that must be e-Transferred to me before your spot can be confirmed.** **• *Please be on time* \- we're looking forward to hitting the buffet as soon as it opens\, to give us maximum opportunities to network and engage with our group members\!** I’ve made a reservation for a group of 14 people at **Bangkok Garden** (18 Elm St) for an intentional networking lunch. This session is strictly for **AI Professionals (AIP)**: founders and practitioners in the AI space. Whether you're deep into Machine Language, deep learning, data science, blockchain, GenAI or training your own LLM, this is your opportunity to actually meet some of your peers out in the real world, to have some high-level technical and strategic conversations. **THE EXPERIENCE:** * **The Venue - Bangkok Garden:** A soaring, high-ceilinged Thai "oasis" near Dundas Station. * **The Meal:** A full Thai lunch buffet. * **The Cost:** You are responsible for your own buffet bill at the restaurant (approx. **$24.00 + tax + 18% gratuity**, totalling roughly **$32.00**). **HOW TO SECURE YOUR SEAT:** 1. **Join the Waitlist.** 2. I will DM the first 20 people on the waitlist with e-Transfer details. 3. A **$5.00 non-refundable commitment fee** is required to move from the Waitlist to the "Going" list. 4. Your seat is only confirmed once the fee is received. Unpaid spots will be offered to the next person on the waitlist after 2 hours. **THE GOAL:** To cut through the noise and meet the actual builders in the Toronto AI scene. No generic "small talk" needed - this is just a group of 15 AI practitioners discussing all things AI, from LLM implementation to agentic workflows, the latest GenAI models, and the future of the stack.

**Note: This is a Waiting-List-Only Event: There is a $5 Meetup fee that must be e-Transferred to me before your spot can be confirmed.** **• *Please be on time* \- we're looking forward to hitting the buffet as soon as it opens\, to give us maximum opportunities to network and engage with our group members\!** I’ve made a reservation for a group of 14 people at **Bangkok Garden** (18 Elm St) for an intentional networking lunch. This session is strictly for **AI Professionals (AIP)**: founders and practitioners in the AI space. Whether you're deep into Machine Language, deep learning, data science, blockchain, GenAI or training your own LLM, this is your opportunity to actually meet some of your peers out in the real world, to have some high-level technical and strategic conversations. **THE EXPERIENCE:** * **The Venue - Bangkok Garden:** A soaring, high-ceilinged Thai "oasis" near Dundas Station. * **The Meal:** A full Thai lunch buffet. * **The Cost:** You are responsible for your own buffet bill at the restaurant (approx. **$24.00 + tax + 18% gratuity**, totalling roughly **$32.00**). **HOW TO SECURE YOUR SEAT:** 1. **Join the Waitlist.** 2. I will DM the first 20 people on the waitlist with e-Transfer details. 3. A **$5.00 non-refundable commitment fee** is required to move from the Waitlist to the "Going" list. 4. Your seat is only confirmed once the fee is received. Unpaid spots will be offered to the next person on the waitlist after 2 hours. **THE GOAL:** To cut through the noise and meet the actual builders in the Toronto AI scene. No generic "small talk" needed - this is just a group of 15 AI practitioners discussing all things AI, from LLM implementation to agentic workflows, the latest GenAI models, and the future of the stack.

Artificial Intelligence is a new thing for us where we are learning what are its limit and what we can do with it. Here is the place to discuss any quirky projects you are using working with AI. Or you are happy to share how AI has enhanced your workflow utilizing it in your day to day job whether that be programming, product development, sales or marketing. This is a informal discussion for us to share, collaborate and meet together to explore this powerful tool.

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.

There is a rich philosophical literature on skills (e.g., chess, ballet, cricket) which focuses both on the mental states of performers (e.g., what is the phenomenology of doing something well?) and on the evaluative dimension of skill and talent (e.g., what makes skilled achievements valuable?). Within this literature, there is a glaring omission of any discussion of skills acquired and expressed in standard workplace contexts, from cafés to warehouses. This talk considers the significance of that omission, both for our philosophical conception of skill and our understanding of action in the workplace. I argue that the phenomenology of workplace skill (which should account for feelings like boredom and fear) complicates our evaluative notions about skill and talent, mainly because it elucidates and reveals as untenable certain assumptions within the philosophy of skill about the evaluative implications of phenomenological states. Zara Anwarzai https://www.sfu.ca/philosophy/people/profiles/zanwarza/ Assistant Professor Department of Philosophy Simon Fraser University **About the Speaker:** I received my PhD from Indiana University in Philosophy and in Cognitive Science in 2024. My current work focuses on the social dimension of skill and expertise. Specifically, I'm interested in how to apply traditional inquiry into the cognitive and epistemological mechanisms involved in skill (which mainly focuses on individual skilled performers) to skills acquired and expressed by pairs or groups, like team sports or ensemble performances. I have done empirical work on the evolution of human tool use and manufacture. I also have broad interests in social ontology (e.g., the nature of collectives, shared agency, and group dynamics) and the philosophy of work (e.g., the phenomenology of automaticity in the workplace, the structure of skilled action at work, the relationship between standards of expertise and capital). I am co-organizing the upcoming workshop, ["Can Social Ontology Change the World?"](https://sites.google.com/view/social-ontology-and-the-world/home) in October 2026. **\* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \*** 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

**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.

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.

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.

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.

## 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").

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **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