Creating Amazon Cloud Applications

Deeper Connections Disguised as Game Night \| Skip Small talk\. Start Playing\! \| Facilitated Games & "Cards FOR Humanity " Play \#1 Card Game\! #### **😍 Deeper Connections *Disguised* as a Conversation Game Night \~ Curated Community** #### 5️⃣ **Welcome to "Wildcard Wednesdays!"** *Inspired by "Timeleft"* we also curate tables of 5+ people based on your **"Play Personality**" a quiz we created exclusively for our events = Intimate Experience & every week is different depending on the group & games. 🎲 **Board Game ForePlay!** \~ "Choose your own Adventure" **100+ Games** Collection \~ Something for Everyone! Connect based on our different themes ***🃏 BYOB \~ Welcome to Bring your own Board Games/convo cards/tarot deck & Booze***🍺🍹 **[💌 PLEASE](https://www.eventbrite.ca/e/1980401871308?aff=oddtdtcreator) *[CLICK ME](https://www.eventbrite.ca/e/1980401871308?aff=oddtdtcreator)* [TO RSVP ON EVENTBRITE 🎟️](https://www.eventbrite.ca/e/1980401871308?aff=oddtdtcreator)** ### **👩‍❤️‍👨 OUR HOSTESS RAINBOW:** ### **Extremely talented in meeting strangers & also connecting them with other strangers, one of the reasons is because she is an Airbnb Superhost = Strangers in your home - what's more personal then that! This had her realize WOW no matter where were from... "Were Not Really Strangers!"** ### **🤗 WHO IS THIS EVENT FOR?...EVERYONE! :)** * 👩‍❤️‍👨 **SINGLES** & Looking to Mingle? Curated Games "Slow Connection" vs "speed dating" * 🙋‍♀️🙋🏽 **FRIENDS/FAMILY** \~ Fun way to reconnect & deepen friendships in a playful way * 💝 **COUPLES:** New Date Nights vs "Netflix & Chill" Learn something new about your boo * **🌈 ALL-INCLUSIVE \~** Including (& not limited to) LGBTQ2S+ & BIPOC & All Ages/Abilities)

Startup Grind Toronto is partnering with RCVRI to host an evening that blends startup grit with physical and mental recovery. We are inviting founders to step up and pitch their ventures to a panel of active investors - not from a stage, but throughout RCVRI's world-class facility. By removing the formal slides and the traditional stage, we are creating a space for more natural, organic conversations while rotating through contrast therapy. Who should be in the room? Founders & Builders: Whether you are buying a ticket to pitch or just to join the conversation, this is for those who prioritize mental performance as much as business growth. Investors & Angels: VCs looking to meet founders in a transparent, high-engagement environment that goes deeper than a standard deck. Ecosystem Partners: Leaders who value wellness, longevity, and high-performance cultures. What you’ll learn How to communicate your vision clearly and concisely without the crutch of a slide deck. Gain firsthand experience with contrast therapy (cold plunge and sauna) and learn how it impacts stress management. Real-time reactions from our investor panel in a setting that encourages honest, unfiltered dialogue. A strictly limited, private session (max 25 people) designed to foster deeper relationships through shared experience. Run of Show 7:00 PM: Arrival & Registration 7:15 PM: Welcome & Investor Introductions 7:20 PM: Pitch Rotations & Free Flow Contrast Therapy 8:30 PM: Event Wrap-Up Ready to pitch? Select the "Founder Pitch" ticket at checkout. Only 10 slots available. About RCVRI RCVRI Toronto is a wellness and recovery studio designed to help people recharge, perform better, and feel their best. Located in Toronto, RCVRI offers science-backed recovery modalities including hot and cold plunges, traditional saunas, red light therapy, compression, and PEMF to support physical recovery, reduce stress, improve sleep, and optimize overall well-being. Agenda --- Hosted By Ankur Sethi, Director Ankur Sethi is a seasoned entrepreneur and venture capitalist with over 17 years of experience building and scaling consumer businesses across technology, finance, and healthcare. He has led ventures from inception to over $350 million in annual revenue and $2 billion in valuation, combining operational excellence with a deep understanding of evolving consumer behavior. Daria Tilikanova, Co-Director Daria Tilikanova is a business and startup coach who helps founders and service-based entrepreneurs build scalable businesses with clear strategy, strong positioning, and predictable revenue systems. Originally from Russia, she founded and sold two education companies before moving to Canada, where she shifted into full-time mentoring for early-stage and growing founders. Daria has worked with 200+ entrepreneurs across tech, education, wellness, and agency-based businesses, guiding them from first clients to stable growth and team building. Alongside her private practice, she is a Venture Fellow at Winner Capital, supporting startup evaluation and founder readiness for investment. Her coaching combines business structure, mindset work, and execution clarity - helping entrepreneurs grow without burnout or chaos. Lydia Emanuel, I run a consultancy that focuses on Talent Strategy and Operations for fast-moving companies. Instead of just hiring people, I build the systems that help businesses scale without the chaos. I also lead Events and Sponsorships for Startup Grind Toronto, connecting the best brands to our local tech community. Diana Subbotkina, I help grow the Toronto startup ecosystem through Startup Grind Toronto, connecting founders, investors, and operators through curated events, partnerships, and community initiatives. My work focuses on bringing the right people into the room and creating opportunities for meaningful connections and growth. Shabs Badsha, Sukanta Goswami, Inquisitive entrepreneur connecting and collaborating with earlystage ventures by investing time and energy in bringing new ideas and concepts to the market. --- Global Partner Carta (http://www.carta.com/launch?utm_campaign=20240423-nam-general-smb-startup_grind_partnership&utm_medium=social&utm_source=startup_grind) Carta helps people manage equity, build businesses, and invest in the companies of tomorrow. Carta Launch is the only free cap table product, helping new founders get started. The company is trusted by more than 40,000 companies, over 7,000 funds and SPVs, and over two million equity holders to manage cap tables, compensation, valuations, liquidity, and more. For more information, visit carta.com. Partners Winner Capital (https://winner.capital) Winner Capital is an early stage to growth stage syndicate fund investing across North America RCVRI (https://www.rcvri.co/en-ca/) --- Startup Grind is a global startup community designed to educate, inspire, and connect entrepreneurs. We host monthly events in more than 600 cities and 125+ countries featuring successful local founders, innovators, educators and investors who share personal stories and lessons learned on the road to building great companies. Our monthly fireside chat interviews, startup mixers and annual conferences provide ample opportunities to connect with amazing startups and the people behind them, tap into a strong support network, form meaningful connections and gain inspiration for the startup journey ahead. For more information visit StartupGrind.com or follow us on twitter @StartupGrind. --- Complete your event RSVP here: https://www.startupgrind.com/events/details/startup-grind-toronto-presents-cancelled-pitch-and-plunge/.

Hi everyone! We're doing an afternoon sketch hangout at Chefs Hall. Location: 111 Richmond St W, Toronto, ON M5H 2G4 A sort walk from Osgoode subway station. head south on University till you reach Richmond St and head east along Richmond St. you should see Chefs Hall on the south side of Richmond. ***We will be meeting inside Chefs Hall at the long tables. **First time meeting us and still not sure about the vibe?** Check out photos from **[past in-person events of 2023](https://www.meetup.com/artsrecto/photos/34212927/)** Bring your art supplies (mainly dry medium or small watercolour set), and order a warm drink and snacks. Looking forward to meeting you all :) ================ **Support This Group 🥰🤩** We hope you're enjoying the Arts & Rec events! If you'd like to give support, please consider making a small Ko-fi donation of $5-10 USD at [https://www.ko-fi.com/artsnrectoronto](https://www.ko-fi.com/artsnrectoronto.) . This helps cover meetup and miscellaneous expenses with hosting events! For more inquiries, please PM me for more info! Thank you all so much!

**NO PHILOSOPHY EXPERTISE REQUIRED!** **🏛️ 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://chat.whatsapp.com/B7LyJIeBlaH5VtXkMJTTph?mode=gi_t), 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: * 19:30-19:45 - People arrive and chat, get to know each other before the official start. * 19:45-19:55 - 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. * 19:55-21:15 - 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. * 21:15-21:30 - 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. * 21:30 - 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 is operated entirely on voluntary donations! If we are meeting in a café, buy a beverage! Donations are 100% voluntary, but they help us to bring the gift of deep conversation to people around the world. If you'd like to support, you can [donate here](https://www.zeffy.com/en-CA/donation-form/donate-to-practical-philosophy)! (Practical Philosophy is a registered Canadian charity) **💛 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://chat.whatsapp.com/B7LyJIeBlaH5VtXkMJTTph?mode=gi_t) 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/practical-philosophy-locations/). 🤝**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 [Toronto Whatsapp](https://chat.whatsapp.com/B7LyJIeBlaH5VtXkMJTTph?mode=gi_t) 👈** **Follow us on [Instagram](https://www.instagram.com/practicalphilosophyclub/) 👈** **Our [website](https://www.practicalphilosophy.club/) 👈**

If you are new to Toastmasters, we make each session interesting by following a structured schedule with numerous roles for each member, including a new theme, a word of the day, and a fun portion called Table Topics that everyone is welcome to participate in. And if you have felt intimidated by public speaking, this club is for you. St. Vladimir Toastmasters is the BEST place to practice your communication skills in a stimulating and supportive environment. Our group rocks! We have a fun, friendly, welcoming atmosphere focused on mutual support, encouragement and improving self-confidence to speak in public. If you're a guest, grab an agenda and a seat, and enjoy some good company. Participation is optional, but we encourage you so that you feel welcome and ready to participate right away. After all, you want to get more comfortable speaking, right? **We meet every Wednesday, 6:55-8:20 pm EST** **Message us for more details or information at** officers@StVlad.org We prefer meeting in person, but will accommodate **online attendance** for those who leave a message below or email us. We do not activate the Zoom room if there are no requests. So, be sure to **email us to activate the meeting link if you want to attend online**: officers@StVlad.org **We encourage you to come directly to our location, but please note** **that we are on the move the months of December and April.** So, always check in with us for meeting details for those months. **WE ARE NOT AT OUR USUAL LOCATION APRIL 15, 22, 29. IF YOU ARE A GUEST, PLEASE REGISTER FOR MAY INSTEAD! WE LOOK FORWARD TO MEETING YOU.** Saint Vladimir Institute 620 Spadina Ave Toronto, ON M5S 2H4 Canada Email: **officers@StVlad.org** Phone: **+1 416-536-0678**

**🏛️ 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 is operated entirely on voluntary donations! If we are meeting in a café, buy a beverage! Donations are 100% voluntary, but they help us to bring the gift of deep conversation to people around the world. If you'd like to support, you can [donate here](https://www.zeffy.com/en-CA/donation-form/donate-to-practical-philosophy)! (Practical Philosophy is a registered Canadian charity) **💛 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/) 👈**

Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together. Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions. If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming! Want to learn by watching how others code and solve problems? Join someone else’s project at this event! Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event! **Discord**: We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event! https://discord.gg/xwjDdVSw3E **Event policy**: * We have 0 tolerance for harassment. * We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets. * The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do. * Please buy a drink, and tip the barista well.

Are you looking to enhance your public speaking skills and boost your confidence? If so, then join us for an exciting Public Speaking meeting! Get inspired by one of the prepared speeches, or be brave and participate in our fun table topics. The meetings at our club provide a save space for you to practice speaking in front of others, receive constructive feedback, and develop your public speaking skills. We believe that everyone can learn how to become a great speaker and we welcome everyone who want to join us in person for one of our meetings and improve their public speaking skills. Don't miss out on this chance to take your public speaking skills to the next level and meet other like-minded individuals. Join us at our next meeting and start building your confidence and leadership skills today! Please reach out to the Event Host if you have any questions. This event is not hosted by or sponsored by the Toronto Public Library

[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/

Start the weekend off right! Take charge of the stage every Friday night at Cloud Nine in Ajax 10pm -2am. Click on the links to see some of the amazing singers that light up the show. [Cloud Nine Karaoke singers](https://www.facebook.com/share/v/1KqHL9Q53E/) [Cloud Nine Karaoke Talent](https://www.facebook.com/share/v/1CG4CFy6kJ/) [Cloud Nine Karaoke on fire](https://www.facebook.com/share/v/19TKBSnLeF/)

Hi Everyone, Join us for May's Toronto IAM Community Meetup. Pls ensure you register at this form: (form will be removed at reg deadline) Only attendees registered via the google form: https://docs.google.com/forms/d/e/1FAIpQLSeFLwzBdS8mM-yowB0gDZXVa3xAPsVrhWyyNu4ZBIZhNtPoIw/viewform?usp=publish-editor will be admitted into the venue. Registration deadline is May 6, 2026 at 5pm Est. AGENDA **5:30pm -** Doors open **5:45pm -** Welcome by Toronto IAM **6:00pm -** Talk #1: Inside the 47 Day Certificate Mandate: What Security Leaders Need to Know. **6:40pm -** Break **6:50 pm -** Panel on: "IAM Leaders Panel "Identity in the age of AI", with Julien Boninfante, Strategy Advisor at Questrade, Jerry Liang, Sr Manager, IS and IAM, Zebra Technologies and AVP of CIAM at a Canadian Bank **Abstract:** As AI systems become agentic—able to decide, delegate, and act independently—identity is no longer just about access but about accountability, authority, and trust at machine speed. This panel brings together identity leaders to challenge today’s assumptions, debate what’s hype versus real architectural shift, and explore where existing identity guidance breaks when agents start acting on our behalf. Through sharp, opinion-led questions on delegation, standards, continuous decisioning, and auditability, panelists will surface the principles and industry changes that will matter most in the next 12–24 months. **7:30pm -** Network **8pm -** Event and attendees exit venue Have a great day, An

No cover. No pressure. Just good people, good music, and good times. **Every Friday night** from 9PM to 12AM, we're keeping the fire going at **Malang Bar & Lounge**. This is your weekly spot to unwind, connect, and belong. Come solo. Come with friends. Come because you're tired of the same routine. Whatever brings you here – you're welcome. **The vibe:** * 🎱 **Play pool** – pay per game or per hour at the venue * 🍹 **Grab your own drinks** – fully stocked bar, pay as you go * 🎶 **Great music** – the perfect backdrop for conversation * 🤝 **Make new friends** – real connections with like-minded people * ✨ **No cover fee** – just show up **The details:** 📍 **Malang Bar & Lounge** 918 Dundas St E Unit C2/C3, Mississauga, ON L4Y 4H9 📅 **Every Friday** ⏰ **9:00 PM – 12:00 AM** 💰 **No cover fee** – pay only for your drinks and pool games **We're here every Friday. We keep the fire going.** Come for a good time. Make meaningful connections. And see all the possibilities when united we grow. See you Friday. 🔥

**This is a ticketed event. Please register at [this link](https://luma.com/tndnx2o9).** Giles Edkins looks into what we know about the alignment and cyber capabilities of Claude Mythos Preview. ​​​**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).

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Are you passionate about supporting other men on their mental health journey? We’re building a movement of virtual and in-person men’s groups across Ohio — and we’re looking for group leaders who want to make a real difference with us. As a group leader, you’ll create a safe space where men can connect, reflect, and grow together. Training and support are provided — you just need heart, presence, and a willingness to lead. **Apply now to lead a group in your area:** 👉 https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application Speak Your Mind is a mental health non profit dedicated to bringing our community together to end the isolation that leads to mental struggle and suicide. Learn more about them here: https://linktr.ee/taketimespeakyourmind

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) $15 for One Class $20 for Both Free Parking & Plenty of Dance Space.

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!