Brain Computer Interface

Weekly Monday night online meditations in a welcoming community 35-minutes of sitting meditation practice followed by interactive sharing, discussion We experiment with different solo meditations, from restful absorption to creative visualizations, mindfulness-style noting (of various mind-body components), loving-kindness, sound meditations, choiceless awareness and many others. You don’t need to follow any of these techniques if you don’t want to – some people prefer to stay with their tried-and-true regular practice. The CEC is passionately nonsectarian – both humanistic and contemplative traditions are represented. Check our website for more sit details: http://cecmeditate.com/calendar/ Since Covid-era lockdowns began in 2020, we've hosted these on zoom. zoom link: [https://us02web.zoom.us/j/799184864?pwd=UXIvUkZ4QVBZQ0Q2VUh0Y2NNVnJkQT09](https://us02web.zoom.us/j/799184864?pwd=UXIvUkZ4QVBZQ0Q2VUh0Y2NNVnJkQT09) Starting May 2026 we're meeting in person in Toronto AND online. Come sit with us!

Dig your roots deeper and create the safety, security and trust you need before the fiery season of summer begins. **Join for the full 6 week series or 1 journey at a time.** *Each week Chris Dub will offer a beautiful combination of Kundalini & Yin Yoga plus Healing Soundscapes for each of you to be immersed in. You will also get to choose what Toro "Qi" Meditation Cushion you would like to use, to build your qi throughout your practice with the incredible "Toro" Qi building technology.* Join us each week for a Kundalini Yin Yoga Journey themed around the Root Chakra, as we find more stability, security, trust, safety and strength in ourselves. Create positive change for yourself one yoga posture at a time. Each class we aim to spur on the type of grace that leads to unconditional loving acceptance of yourself. You will be given the safe space to open up your mind, process your current life experiences, rejuvenate your spirit, access your creativity, grow your faith and become immersed in source awareness. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **This series will focus on reseting your nervous system through specific Kundalini Kriya's and a Guided slowing down of the fast paced, anxious energies we can get caught up in through our day-to-day. We will bring in radical acceptance of, and a surrender to, what 'is'.** **This surrendering to reality as it actually 'is' supports you to see the road to living in presence. It will become more and more apparent that there is nowhere else you want to be, and you'll be able to more easily remain here.** **Each journey you will calm your nervous system, ground, centre and open up your heart in real time. Allow yourself to move through stagnant energies in a conscious and loving way, to get your vital life force energy flowing with grace.** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- We will engage in particular kriya's, asana's, pranayama's, bhanda's (body locks), mantras and meditative techniques to support in awakening your kundalini in a graceful way & mastering your nervous system, mind, breath and your inner world. This is an integrative experience first and foremost, so we take our time to move forward with a gentle potency. You are encouraged and celebrated to move at your own pace. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- .:: 𝗦𝗵𝗶𝘃𝗮𝘀𝗮𝗻𝗮 ::. Every class will have a deep, rejuvenating and integrative shivasana experience with soundbath, which will be different each week including gong, shruti box, steel tongue drum, crystal harp, crystal bowls, shamanic drumming, water stick, medicine songs and more. **.:: 𝐄𝐧𝐞𝐫𝐠𝐲 𝐄𝐱𝐜𝐡𝐚𝐧𝐠𝐞 ::.** **𝐊𝐮𝐧𝐝𝐚𝐥𝐢𝐧𝐢 Yin 𝐘𝐨𝐠𝐚** (per class journey) $30 ($33.90 w/ tax) for 1 in-person journey (7:00 – 8:30 PM) $50 ($56.50 w/ tax) for a 2-journey pass (2 classes to be used in this 4 week series) $15 ($16.95 w/ tax) per zoom journey ***NEW 4 Class Pass*** $88 ($99.44 w/ tax) for 4 classes to be used anytime within 1 year of purchasing (In-Person or Online) $40 ($45.20 w/ tax) for 4 classes to be used anytime within 1 year of purchasing (Online Only) **𝐄𝐧𝐭𝐢𝐫𝐞 6 𝐖𝐞𝐞𝐤 𝐒𝐞𝐫𝐢𝐞𝐬** Early Bird: $120 ($135.60 w/ tax)) in-person (includes the online zoom link) ends Feb 13th Regular Exchange: $130 ($146.90 w/ tax) in-person (includes the online zoom link) Zoom Classes: $50 ($56.50 w/tax) for all 6 E-Transfer to chris@chrisdubkundalini.com the amount w/ taxes or pay via eventbrite **\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*** **.:: 𝐓𝐢𝐦𝐢𝐧𝐠 ::.** **6 Journey 𝐘𝐨𝐠𝐚 𝐒𝐞𝐫𝐢𝐞𝐬** **\~ Begins: Monday, May 11th** **\~ Ends: Monday, June 15th** Each class is 7:00-8:30 PM Arrive between 6:35 - 6:55 PM to get settled (Doors close at 7:05 PM) **Located @ The Soul Sanctuary (303 Pape Ave)** **\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*** ***Come as you are and bring a water bottle, yoga mat (mats available) and wear comfortable clothing (optional: cushion, blanket).*** **.:: 𝐀𝐛𝐨𝐮𝐭 𝐂𝐡𝐫𝐢𝐬 𝐃𝐮𝐛 ::.** **Intuitive Healer, Certified Kundalini & Hatha Yoga Teacher, Transformational Teacher & Guide, Quan Yin Energy Healer & Plant Medicine Ceremony Facilitator** Chris is devoted to cultivating and holding space for you to become more aware of your mental blocks and repressed emotions, which allows this energy to transform into a higher understanding of one’s self and your interconnectedness to all of nature. The result is a high degree of self love which leads to a letting go of past pain, hurt and trauma. Experience increased energy flow and creativity, zest for life, calmed nervous system, amplified self worth and deeper, more meaningful relationships. Chris is Yoga Alliance, KRI Certified, 3rd Lvl Babaji Kriya Yoga Initiate & holds a Diploma in Social Work. He teaches Kundalini Yoga, Meditation, Self-Awareness Practices, Sound-Healing and Breath-Work classes and events. Chris facilitates transformational retreats and deep healing ceremonies, he also hosts the Sacred Brotherhood Men’s Group and Women’s & Men’s Love Circles. Chris has undergone intensive breath work, bodily cleansing, meditation and self-inquiry to move through chronic pain and find deeper depths of self-love since 2009. Chris is passionate about supporting you to bring self-awareness and energy flow practices to your daily life so you’re internal GPS can always be online, guiding you to the most heart nourishing and fulfilling experiences.

Ticket Link: **[https://www.eventbrite.ca/e/1974279855193](https://www.eventbrite.ca/e/1974279855193)** Welcome to **Feedback \| An Open Mic Comedy Show** at the **Backroom Comedy Club**! Get ready for a night filled with laughter, jokes, and good vibes. Whether you're a seasoned comedian or just looking for a fun night out, this event is perfect for anyone looking to enjoy some live comedy. Come join us on **Sundays** at **10:00 PM** for a hilarious evening that you won't forget. Talented and non-talented lineups of comedians will be taking the stage to entertain you and keep you laughing all night long, and if they fail, owners Ariel Kagan & Brandon Sobel will offer feedback on sets at the request So grab your friends, grab a drink, and get ready to have a great time at the **Backroom Comedy Club**. Don't miss out on this opportunity to experience some of the best or worst comedy in town!

***Welcome to Community Mindfulness Meditation (GCNC Meditates)!*** **Where and when:** We meet at the **George Chuvalo Neighbourhood Centre** in the Junction Triangle in Toronto every **Monday from 7 pm to 8 pm**. Chairs, limited cushions, and yoga mats are provided (bring your own if you have a favourite) **What and who:** weekly meditation sessions for and by neighbours and community members. No experience and no registration are needed and **attendance is free or by donation ($5 suggested, cash only in person)**. Learn more about your facilitators, JulieMae (she/her) and Christina (she/her), at https://gcncmeditates.wixsite.com/community-meditation **How (structure):** We begin by settling in and grounding ourselves in the space, with an optional check-in to share how we are feeling, followed by a 25-minute guided meditation practice. After the period of formal practice, there is a period of optional sharing once again, where practitioners can share insights, reflections, challenges, questions, ponderings, and joys. We conclude our gathering with a dedication of the good generated from our practice to specific individuals or groups of individuals. We may also set an intention for the week ahead and share that—again, always optionally. We offer these practices in a space that is inclusive of all, while recognizing that mindfulness meditation is not a one-size-fits-all approach; we therefore encourage folks to follow their inner guidance whenever needed and to ask questions and for support or guidance whenever necessary. Both facilitators are trained in trauma-informed mindfulness instruction and keep that at heart in their guidance, recognizing that we all show up with different life experiences. We facilitate these sessions with the support and guidance of our own teachers, practising and learning with them to benefit our community. **Questions:** You can contact us here on meetup, via our site, or via e-mail at gcncmeditates@gmail.com. We so look forward to meeting and practising with you, for the benefit of all.

send your 6$ to academynewstar@gmail.com we have always 12 permanent players from WhatsApp Make your payment byv24 hrs after you added ur nameand comment paid .Pls dont send payment after you have been removed use door 7 https://chat.whatsapp.com/E2txgYY7yKl9mOCSHRxnsb?mode=gi_t

**🏛️ 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 25+ countries, including Canada, Spain, Japan, Mexico and many more! 🗺️ **\*\*\*** **Join our [Mississauga Whatsapp](https://tally.so/r/81LP4A) 👈** **Follow us on [Instagram](instagram.com/practicalphilosophyclub/) 👈** **Our [website](https://www.practicalphilosophy.club/) 👈**

Everyone is shipping "AI-powered" security. Almost no one is honest about where it works and where it guesses. This month, two DC416 organizers run the same fight from opposite corners. The Thursday talk frames it. The Friday workshop puts it in your hands. THE TALK Amir Hosseinpour covers offense. A year of pointing AI at real production code, plus everything DC416 has tried as a community. Where it actually finds bugs, where it just burns tokens and lies to you about it, and the scaffolding that gets any frontier model behaving the same way regardless of vendor. Cost numbers. The kind that make you reconsider whether that last scan was worth it. And an honest answer to when you should put the LLM down and read the code yourself. KC Udonsi covers defense. Most blue-team tooling was built assuming a human reads every alert. AI breaks that assumption in ways that are not obvious until something goes wrong. KC built his own AI-native breach detector and is running it live, in the room, against real attack data from a Wizard Spider emulation. Not a vendor demo. His own code, real data, in front of the audience. THE SPEAKERS Amir Hosseinpour — DC416 Co-Organizer Drives DC416's offensive AI experiments. Spends his weeks pointing frontier models at real production code, real CVEs, and real bug bounty surface, and writing down what actually moves the needle versus what just burns money. KC Udonsi — DC416 Co-Organizer CISSP. University of Toronto Computer Science. Co-creator of OpenSecurityTraining2's Vulnerabilities 1001 class. Inventor on a TD Bank patent for continuous verification and response platforms. Current focus: AI-native application security and where automation earns its keep on defense. DETAILS Date: Thursday, May 21, 2026 Doors open: 6:15 PM Talk starts: 6:45 PM Location: downtown Toronto, hosted by Stan **Cost: Free RSVP Here: https://events.defcontoronto.ca** WORKSHOP FOLLOW-UP Friday, May 22 — hands-on workshop, 10 AM to 3 PM, hosted by Palo Alto Networks downtown Toronto. Five hours, three mentors (Amir, KC, and Jeet). Build a red-teaming agent from scratch in the offense half, then flip sides and build the core of an AI-native breach detector in the defense half. Bring a laptop. AI access is provided. Only 50 spots available. **Cost: Free RSVP Here: https://events.defcontoronto.ca** SPONSORS Huge thank you to Stan, Palo Alto Networks, and White Tuque for making this possible.

SPEAK WITH CONFIDENCE! If you’re interested in improving your public speaking and leadership skills at an entertaining, educational and inspirational meeting, please visit us … it’s free! We meet weekly on Wednesday evenings. The location or link will be sent to those who confirm attendance. Brainwave Speakers Toastmasters club is a place where strangers become friends, where new ideas and experiences are shared. With a wide variety of ages, backgrounds and experiences, our members are an interesting and diverse group. Regardless of whether you are a professional, student, stay at home parent, job seeker or a retiree, you will find something of value at Brainwave Speakers Toastmasters club. Please feel welcome to visit us! Contact our Vice President of Membership at karen.goodyear333@gmail.com for details.

Join our weekly figure drawing sessions where you will become familiar with human body anatomy, learn how to draw figures, and improve your sketching skills. In a warm and friendly atmosphere, we gather to practice figure drawing, develop artistic techniques, and connect with new friends who share a passion for art. Perfect for beginners and experienced artists alike.

**This is a ticketed event. Please register at [this link](https://luma.com/9cs5o16b).** ​Rubi will cover two topics at the intersection of prediction-making AI and AI alignment: 1. ​How to align prediction making AI 2. ​How to use predictions in the alignment of general agents ​This talk will discuss problems in using AI for predictions and how we might solve them, along with the implications for aligning powerful AI systems. ​​​**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).

Eventbrite Link: **[https://www.eventbrite.ca/e/694505453507?aff=oddtdtcreator](https://www.eventbrite.ca/e/694505453507?aff=oddtdtcreator)** **Get groovy with Funky Fridays! Toronto's comedy party starts at 8 PM. Unwind, laugh, and kick off your weekend in style!** Dive into the comedic groove every Friday at 8 PM! Experience the funky vibes of Toronto's top comedians at Backroom Comedy Club. Join us for a night of uproarious laughter, good times, and the perfect start to your weekend. Secure your spot for an unforgettable evening filled with funky fun and stand-up brilliance!

**Visitors are always welcome!** Drop by and experience a Toastmasters club first hand. Brainwave Speakers is an open club Toastmasters Club. Everyone is welcome. If you are committed to growing as a speaker and leader, and want to do it in a supportive social atmosphere, we'd love to meet you! **Meetings are every Wednesday 6:45 p.m. - 8:00 p.m.** Please arrive by 6:30 p.m. for a social/networking session. Directions and information can be found at https://1001005.toastmastersclubs.org/ Contact us at vpm-1001005@toastmastersclubs.org

Come meet your people! We're a loose crew of tech hobbyists, coders, tinkerers, AI nerds, Linux geeks, self-hosters, and general wizards of the weird and cool. No agenda, no slides, no sales pitches. Just good conversation over drinks. Pull up a stool, tell us what you're building, breaking, or obsessing over lately. We want to hear about your home lab, your AI experiments, your side projects, your rabbit holes. All skill levels welcome, curious beginner or grizzled sysadmin, there's a seat for you. **Drinks are on you. Good conversation is on us.** See you there!

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.

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

**Welcome to the Brain Injury Alliance of Kentucky’s Support Group.** *\*\*This meeting has been moved to the 4th Monday of each month.* This group is a safe space for **survivors of traumatic and acquired brain injuries**, as well as their **families and caregivers**, to find support, share experiences, and connect with others who understand the journey. Whether you're newly injured, a longtime survivor, or supporting a loved one, you’ll find comfort, information, and encouragement here. Our professionally facilitated groups offer a confidential, compassionate setting for healing, learning, and growing together. Join us to discover the power of community—because no one should walk this road alone. *All survivors of ABI/TBI and those who care for them are welcome.* \* This meeting is for persons with brain tumors and their guests. \*\* This is a hybrid meeting. For those meeting in-person dinner is served at 5:45pm. Online begins at 6:30pm.

**Welcome to Drunken Philosophy** a casual, curious social discussion **Optional topic for this meetup: What's up with all the AI hate?** A recent survey found that 74% of Americans have a negative view of AI, and I want to know why. Come out and debate whether AI is good or bad. My hot take: a labor-saving tool that could potentially help cure cancer gets called dangerous because it might raise unemployment or cause a speculative investment bubble, that tells you a lot more about capitalism and the economic system we live under than it does about the tool itself. As a computer programmer, I think AI is a wonderful tool that has increased my productivity by at least an order of magnitude. I'd go so far as to say Claude Code is the best tool I have ever used. Debate me and name a better one. Is AI potentially dangerous? Yes, but so are a lot of tools. Chainsaws. Steam engines (early ones would occasionally explode and kill everyone in the room). Do you think cavemen sat around debating whether fire could be used as a weapon or for self-harm, and decided not to discover it? I have two friends who hate AI for opposite reasons: one thinks it's a fad and not useful, and the other thinks it's going to take over everything and cause human extinction. Come out tonight, have a friendly debate, and make some friends. No lectures. Friendly crowd. Drop in for one drink and stay if it's fun.

Join us for **[Nathan Leiberman](https://www.linkedin.com/in/nathan-richard-lieberman/)**'s talk ... Had enough of writing the same flex classes for the hundredth time? Tired of diving into your coworker’s cobbled container class? Tailwind CSS is here to save your sanity. Tailwind gives you a well-organized, utility-first approach to styling. This CSS framework eliminates naming debates, halts stylesheet scavenger hunts, and satisfies your marketing team’s whims with clear, composable class names and a powerful configuration system. You’ll spend less time fighting CSS and more time building beautiful interfaces. In this talk, I’ll walk through an interactive demo of Tailwind CSS and cover the following topics: * Set up Tailwind CSS in your project * Understand Tailwind’s utility classes and how they work * Integrate breakpoints and dark mode like a pro * Customizing Tailwind to fit your style Ditch your spaghetti stylesheets and come see how Tailwind CSS can make your project lighter, cleaner, and a lot more fun to build. Your future self will thank you. ***Bring your laptop and expect to write some (non-AI generated) code!*** Food and drinks will be available. **LOCATION:** 6515 Longshore Loop, Suite 300, Dublin, OH 43017 **FREE PARKING:** 6725 Longshore Street, Dublin, OH 43017

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

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