Machine Learning

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](https://youtube.com/live/nc-C7DB-e4U?feature=share). 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

## ‍♂️ Christie to MOCA: West-End Wander + Free Friday Night Art **Friday\, March 6 \| 6:00 PM Start** Meet **outside Christie Station** Finish at **Museum of Contemporary Art Toronto (MOCA)** **Approx. 4.5 km total walking distance** ⏱️ About 1.5 hours at a relaxed pace (including stops) *** ### About This Walk We’re exploring one of Toronto’s most character-filled west-end corridors — from leafy residential streets and vibrant local strips to former industrial lands transformed into creative hubs — ending with **[free Friday admission at MOCA](https://moca.ca/)**[.](https://moca.ca/) **This walk proceeds rain, snow , or shine. Only sign up if you're able to walk in all kinds of weather.** This is a social, urban-discovery stroll with stories, architecture, neighbourhood trivia, and plenty of photo ops. *** ## ️ About MOCA [MOCA ](https://moca.ca/)is Toronto’s leading museum dedicated to contemporary art. Housed in a repurposed auto factory near Dundas West, the space blends raw industrial architecture with bold, thought-provoking exhibitions from Canadian and international artists. ✨ **Bonus:** Admission is **FREE on Friday evenings**, including our event day — **Friday, March 6**. Stay as long as you like inside the galleries after we arrive. **MOCA closes at 9PM** *** ## What to Expect * Moderate pace, mostly flat terrain * Urban sidewalks + paved trail * A mix of history, architecture, neighbourhood stories & good company *** ## What to Bring * Comfortable walking shoes * Weather-appropriate layers * Presto card if you plan to TTC home * Curiosity *** ## Why You’ll Love This One This route showcases Toronto’s evolution in just a few kilometres — parkland, immigrant corridors, industrial grit, and cutting-edge art — all ending with free gallery access. Look for **Nicolas** near the Christie Station entrance at 6PM. Let’s explore the west end and then dive into contemporary art together. Remember you can just show up if unsure of your schedule **Don’t forget to join our WhatsApp group** – [CLICK HERE!](https://chat.whatsapp.com/H59mSCbsAi018gYANrKAnc?mode=ac_t)

Join Deborah for Beginner Bellydance — a new term starts Friday, March 6th at D2R Studio, Mississauga! No experience needed — just bring your hips, your energy, and let’s move. Train with a professional, experienced instructor in a spacious and welcoming studio. 💜 For details on our other classes, please visit our website and view the full schedule at www.dancetotherhythm.ca. Spots are limited — reserve yours today! (647) 202-6236 #BellydanceMississauga

🎟️ **\*\*\*Please get your tickets here\*\*\*** 🎟️ [https://register.evolvedigital.com/events/evolvedigitalsummits/2032056](https://register.evolvedigital.com/events/evolvedigitalsummits/2032056) **Join us for the eleventh EvolveDigital (formerly EvolveDrupal) summit – returning to Toronto at the MaRS Centre on March 6!** **Immerse yourself in dozens of sessions covering diverse topics from web development and site-building to AI, digital and content strategy, UX design, and more.** 🧐 Our summit features +30 talks over a range of **distinct** **themes that shape open source and the digital space:** 1. Marketing & Comms Strategy 2. Digital Craftsmanship 3. Tech & AI 4. Higher Ed 5. Drupal 6. WordPress 7. Design & Creative 🔹 See more at [evolvedigital.com](http://evolvedigital.com/) 🔹 **✅ Why attend?** EvolveDigital (formerly EvolveDrupal) summits attract 150-200 participants from diverse professional backgrounds, offering robust networking opportunities with peers and experts, including our distinguished speakers. **Even more on what to expect:** 🎯**Marketing & Comms Strategy** Learn how to enhance your online presence and effectively connect with your audience. Explore unique challenges and opportunities in higher education and research institutions. **🤖Tech & AI** Stay ahead of the curve by exploring how emerging technologies, automation, and ethical AI are driving real-world innovation. 🎨**Design & Creative** A curated selection of sessions for designers, product owners, and other creatives. **🛠️ Digital Craftsmanship** Bridge the gap between strategy and execution with proven best practices in SEO, AEO, accessibility and technical excellence for building smarter, more resilient digital experiences. **🌐 Drupal, WordPress and Open Source** Champion the open web by leveraging the community-driven power and flexibility of open source platforms like Drupal and WordPress to build scalable digital experiences. **👩‍🎓 Higher Ed** See how top institutions are navigating digital transformation to create scalable solutions and inclusive student experiences. **🤝Even More Networking Opportunities** Beyond the summit’s networking reception, join us for an afterparty in Toronto, maximizing your chances to build and strengthen business relationships. 🎤 **Interested in speaking?** We’re currently accepting proposals for 20-minute sessions on a variety of topics. Whether you're a seasoned presenter or a first-time speaker, we’d love to hear from you! 👉 Submit your session here: [evolvedigital.com/apply-to-speak](https://www.evolvedigital.com/apply-to-speak) 📣 **Become a sponsor** Want to showcase your brand to a vibrant tech community? We're currently welcoming sponsors for the summit. 📧 Reach out to us at info@evolvedigital.com to explore sponsorship opportunities. Learn more at[ ](https://www.evolvedrupal.com/)[evolvedigital.com](http://www.evolvedigital.com/)[,](https://www.evolvedrupal.com/boston) email info@evolvedigital.com with any questions, or[ sign up for our newsletter](https://share.hsforms.com/1I1SBadMPSa2-YDdPoan1mQ1qwun?__hstc=131413968.236cffcfa389e8f6bf02ff323070c948.1740157384451.1740595281730.1742237990042.5&__hssc=131413968.1.1742237990042&__hsfp=2850574025) to stay updated on this and future events 💙💚 **The EvolveDigital story so far** EvolveDigital (formerly EvolveDrupal) is in its fourth year and has welcomed 1500+ professionals over its past summits in Atlanta, Boston, Toronto, and Ottawa. Participants come from a range of backgrounds: digital strategy, web development, UX/UI design, marketing, and project management. EvolveDigital has hosted high-profile speakers from various sectors including government, higher education, healthcare, not-for-profit, and technology. Explore some of our past summits to see what to expect: [evolvedigital.com/past-events](https://www.evolvedigital.com/past-events) **Sponsors** [Evolving Web](https://evolvingweb.com/) [Pantheon](https://pantheon.io/)

Welcome ! OM Chanting is a group practice that uses the transformational power of OM to activate the self-healing potential of participants, promote inner peace and purify the environment. OM Chanting is a free practice, however, donations are welcome to help cover the rent of the studio. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- EVENT DETAILS: address: 283 Spadina Avenue; 3rd floor. ( SE corner of Spadina and Dundas). We will start at 6:30 pm. Please plan to arrive 5-10 minutes earlier. We will be sitting on chairs; you can also sit on the floor if you prefer. You are encouraged to bring a bottle of water. Looking forward to seeing you ! For more information about Om Chanting, please visit: [https://bhaktimarga.org/yoga-meditation/](https://bhaktimarga.org/yoga-meditation/) Much Love, Veda Cell: 416-845-9375

Come join us for dinner, drinks and fun! From the restaurant: Housed within a reimagined historic landmark, this 23,000 square foot destination blends bold Mediterranean and Asian influences with immersive design, dynamic energy, and a distinct point of view — all built around the art of social dining. Led by seasoned local restaurateurs, Queens Harbour is inspired by the warmth of Mediterranean hospitality—where meals are about connection, not just cuisine. Bringing you a Chef-driven “MediterrAsian” culinary journey —a flavourful fusion where the boldness of Asia meets the soul of the Mediterranean. With Canada’s largest retractable rooftop patio and three uniquely designed dining spaces—including the private and semi-private Donika, Janine, and Rowa named after the Founders mothers —every seat reveals a new perspective. Please note there is a $3 charge for this meetup. Payment Options:
E-transfers should be sent to [torontofriendsmeetup@gmail.com](mailto:torontofriendsmeetup@gmail.com)
Or
PayPal Link:
https://www.paypal.com/paypalme/torontofriendsmeetup 
Or you can pay cash in person.

 Please note: refunds will only be issued in the case where the organizer has to cancel or reschedule the event.
 Hope to see you there! Jess

Let’s get together to speak French! We’ll enjoy tea/coffee and some icebreaker games. Everyone is welcome. Venez parler français! À bientôt, Hassane. \*Merci beaucoup de vous être inscrit(e) à notre prochaine rencontre! Nous sommes ravis de votre présence. Afin de permettre à d’autres de se joindre à nous, nous vous demandons respectueusement : 1. **Si vos plans changent,** veuillez mettre à jour votre statut (passer à 'Non') le plus rapidement possible pour libérer votre place. 2. **Si vous êtes sur la liste d'attente,** merci de ne pas vous présenter à l'événement. Votre statut doit être confirmé pour pouvoir participer. Veuillez vous inscrire directement aux prochaines dates disponibles. Au plaisir de vous accueillir! \*To allow others to join us, we respectfully ask that you: * **If your plans change,** please update your RSVP status (change it to 'No') as quickly as possible to free up your spot. * **If you are on the waiting list,** please do not show up for the event. Your status must be confirmed to participate. Instead, please register directly for the next available dates. IMPORTANT: Veuillez noter que pour profiter pleinement de nos échanges, une aptitude de base à la conversation est vivement souhaitée : ce groupe est un cercle de discussion convivial et non un cours de langue. Please note that to fully enjoy the experience, a basic speaking aptitude is recommended: this group is a social conversation circle, not a formal teaching class. We look forward to welcoming you! Please join our WhatsApp group: https://chat.whatsapp.com/LRUdXbjpG8I9aph4dU6Go8

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 ┃

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’s a version of you that already knows. Knows who you are. Knows what you stand for. Knows you’re meant to take up space. Unleash Your Magic is not a fashion workshop. It’s an identity activation. On March 7, inside my showroom, we’re diving into what happens when your outside finally matches your inside. When your presence becomes intentional. When your clothes communicate before you speak. When you stop shrinking and start embodying. If you’ve been feeling the nudge… this is it. REGISTER at www.ByStaceyG.com 

[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/

Hello Everybody! 【College Park food court is closed again, so we change the location to the food court in Brookfield Place（181 Bay St., Toronto, ON）, near the Union Station.】 I am helping organize a mandarin-english language exchange downtown. If you want to improve your Mandarin/English, feel free to come by downtown and meet others to practise your language. There will be native Mandarin and English speakers to help you! Or you can share your language skills with others! Every Saturday 3:00pm-5:00pm Brookfield Place Food Court（181 Bay St., Toronto, ON） [ Please find a table with "meetup" label (like the Featured photo).] [ Usually in front of the Longo's supermarket] —————————————— 大家好： 【College Park的food court又给封了，所以我们把活动地点换到了 Brookfield Place的food court （181 Bay St., Toronto, ON），靠近Union Station。】 我正在组织一场中英文交流活动。如果你想提高你的普通话或者英语，那就快来参加吧！你可以在这里认识很多母语为普通话或者英语的新朋友！他们都非常乐于帮你提高你的中英文表达能力！也欢迎你同我们一起分享你的语言技巧! 谢谢! 每周六 3:00pm-5:00pm Brookfield Place Food Court（181 Bay St., Toronto, ON） 【请找到一张桌子，桌上有张纸，写着“Meetup”。】 【位置通常会在longo's超市前面】 ———————————————— 大家好： 【College Park的food court又給封了，所以我們把活動地點換到了Brookfield Place的food court （181 Bay St., Toronto, ON），靠近Union Station。】 我正在組織一場中英文交流活動。如果你想提高你的國語或者英語，那就快來參加吧！你可以在這裡認識很多母語為國語或者英語的新朋友！他們都非常樂於幫你提高你的中英文表達能力！也歡迎你同我們一起分享你的語言技巧！ 謝謝! 每週六 3:00pm-5:00pm Brookfield Place Food Court（181 Bay St., Toronto, ON） 【請找到一張桌子，桌上有張紙，寫著“Meetup”】 【位置通常會在longo's超市前面】

This group is for badminton enthusiasts who are passionate about exploring the connections between metabolism, energy, and exercise. We are welcome beginner plus, intermediate and advance level players looking to improve your skill or a seasoned player seeking to optimize your performance on the court, this group is for you! Join us for friendly games. This badminton session is a weekly event and it is followed with dinner together but it is optional. Since we have 3 courts and allowed the maximum of 24 players so that everyone signs up for this event will be placed on waiting list FIRST then will be moved to the joining list on WEDNESDAY MORNING. Court fee: It will be informed at the comment section by 4pm. Cost per person is either $162 (for 3 courts) divided by the number of players attended OR $108 (for 2 courts) divided by the number of players attended. My email address will be provided at that time for etransfer.

Hello everyone, I'd like to invite you out to our **Dinner with Friends Gratitude Party!** -Reserved seating, friendly people, good conversation and great food awaits! So please plan to join us if you can :) \*Joined by my other groups too; so we can anticipate a fantastic evening **Time: 6:30 p.m. -9:30 p.m.** **Location:** La Carnita - Good Fortune Bar (Main Floor) **Address:** 130 Eglinton Ave. Toronto, ON M4P 2X9 Event Details Bellow: Sincerely, Steve Flemming (Organizer/Host) Event Details: **Dinner with Friends Gratitude Party! (Dinner, Cocktails and Conversations) (March 8th)** -The great thing about this dinner party is you're free to move around to different tables and meet the other members too throughout the evening **Dinner Party Topics** may include but not limited too: Travel, Culture, Spirituality, Relationships, Modern Dating, Work/Life balance, A.I., Life before or after Marriage, Art, Technology, Economy, Music, Movies, Sports, Fashion, Hobbies, Books, Psychology, Philosophy, the Future, History, Pop Culture, Theatre, etc.) **Arrival Time:** \*Join us any time between 6:30 pm and 7:15 pm (if you can) for a fun and highly interactive evening as we get to know the members over dinner and great conversations (of your choice) Event goes until roughly 9:30 pm **Event Fee:** 5 dollars (cash only please) (HST included) or in advance by e transfer to **[steveflemming11@gmail.com](http://steveflemming11@gmail.com/)** \-\-\-\-\-\-\-\-\-\-\-\- **Friendly Reminder:** \*One beverage or appetizer minimum to support the venue- this is greatly appreciated :) \-\-\-\-\-\-\-\-\-\-\-\- **Parking Available:** \*Plenty of free street parking on Eglinton and (Residential area south/east of venue for free) **Close to Subway Station:** \*Also right beside the Yonge/Eglinton subway station :) \-\-\-\-\-\-\-\-

**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.

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

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.

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.