Data Science

**Learn to see the system, not just the problem** ​Complex challenges rarely live in one place; they span teams, touchpoints, and invisible connections. ​This session is a hands-on introduction to systemic design: an approach that combines systems thinking and design to help us better understand and work within complexity. In this interactive, learning-by-doing session, you’ll explore how systems thinking and design come together to tackle complex organizational challenges. Instead of jumping straight to solutions, we’ll step back to see the bigger picture - uncovering relationships, identifying patterns, and finding leverage points where thoughtful design can create meaningful impact. ​You’ll work through a practical case, collaborate with others, and leave with new ways of thinking about problems that don’t have simple answers. **👉 To secure your spot, please register via [Luma](https://luma.com/lqfccdiw):** https://luma.com/lqfccdiw (*Meetup RSVPs don’t guarantee a seat*) ​**What you’ll learn** * ​Core principles of systemic design (interconnectedness, leverage points, human-centered thinking) * ​How to map systems and uncover underlying dynamics * ​How to identify patterns and opportunities for intervention * ​How to move from complexity → clarity → action ​**Who this is for** * ​Designers who are tired of surface-level problem solving * ​People who jump to solutions (you know who you are) * ​Anyone curious about how ideas *actually* come together * ​Professionals who want to nerd out, experiment, and learn by doing ​ ​**Format** ​This is a **hands-on workshop**, not a lecture. Come ready to participate, think visually, and collaborate with others. We’ll have pizza and pop — come hungry :) ​ **Agenda** ​5:30 – 6:00 pm \| Arrival \+ settle in ​6:00 – 7:30 pm \| Workshop session ​7:30 pm onwards \| Stay back and connect **Location** ​Career Centre Lounge (Room 287), Rotman School of Management ​105 St. George Street, Toronto ​**In collaboration with Rotman’s Business Design Initiative (BDI)** ​Led by [Emma Aiken-Klar](https://www.linkedin.com/in/emma-jo-aiken-klar-phd/?utm_source=luma), with Service Design Drinks Toronto ([Shivika Sood](https://www.linkedin.com/in/shivika-sood/?utm_source=luma)), this session explores systemic design in a hands-on, practical way. [Service Design Drinks Toronto ](https://linkedin.com/company/sddtoronto?utm_source=luma)is a community of practice - a space to learn, experiment, and connect through service design in an open, accessible way.

**When:** Tuesdays, 7:00 PM - 9:00 PM, Winter/Spring 2026 **Where:** 792 Glencairn Ave., Toronto, ON **Attend online via Zoom:** https://us02web.zoom.us/j/89671983431?pwd=hoYVrQG1EF4ibvIieyTnavmXxWcy5h.1 **Main Text:** [Deity, Cosmos and Man](https://www.theosophy.world/sites/default/files/ebooks/DeityCosmosAndMan_GFarthing.pdf) by Geoffrey Farthing If the above link is broken, paste this into bar for free PDF: https://www.theosophy.world/sites/default/files/ebooks/DeityCosmosAndMan_GFarthing.pdf This third part of our **Intro to Theosophy** series turns to *Deity, Cosmos and Man* by Geoffrey Farthing, a clear and reliable guide to the foundational teachings of Theosophy as originally presented by **Helena Petrovna Blavatsky** and her Adept teachers. This study explores a living, intelligent universe governed by unity, law, and vast evolutionary cycles, and examines how the human being reflects these same cosmic principles within their own inner constitution. Emphasis is placed on Theosophy not as a belief system, but as a coherent body of knowledge—offering insight into consciousness, post-death states, hierarchies of beings, and the deeper purpose of human evolution. Alongside discussion and reflection, the group will explore guided experiential exercises designed to support awareness, perception, and integration. The intention is to: * Develop a clear understanding of core Theosophical principles * Explore the relationship between cosmos, consciousness, and the human constitution * Encourage experiential insight alongside study and dialogue * Support inner balance, discernment, and conscious self-development This class is suitable for: * Students continuing from Parts 1 and 2 of the Intro to Theosophy series * Those interested in Theosophy, cosmology, and human evolution * Participants seeking a grounded, psychologically oriented approach to spiritual study * Anyone curious about consciousness, meditation, and the deeper structure of reality No prior experience with Theosophy, yoga, or meditation is required. Only curiosity, openness, and a willingness to explore thoughtfully.

***UPDATE -* Rescheduled to May 19th** \#\#\# 🏛️ ROM Museum Evening Visit & Social 📅 ⏰ **5:45pm - 6pm** 📍 **Royal Ontario Museum (ROM), Toronto** Join us for a relaxed evening exploring the **Royal Ontario Museum** and connecting with new people in a casual, social setting. We’ll meet at the entrance and head inside together to explore select exhibits at our own pace—perfect for art, history, culture, and science lovers. This event is ideal if you: * Enjoy museums and cultural experiences * Want to meet new people in a low-pressure setting * Prefer small-group, meaningful conversations **Event Plan** * 5:45 PM – Meet inside the ROM ground floor (Near the Large Dinosaur) * 6 PM – Explore the museum together * 7:45 PM – Dinner at Mogouyan Hand Pulled Noodle (optional) **Important Notes** * Free Museum admission ticket is **included** in the meetup event fee. (You must provide your contact to the host for the Free ticket OR obtain your own free ticket from ROM website) * Please arrive on time so we can enter together. If you are late, you can text or call the Host to find the group. ✨ Come curious, come friendly, and enjoy a cultural night out in Toronto! **Event Fee** $3.99 (includes free ROM entry ticket) **Cash** \- In person when you arrive at event **Etransfer** [themoja@outlook.com](mailto:themoja@outlook.com) (use password **meetup**) **Credit Card** - [Click here to Pay](https://buy.stripe.com/00w5kD1dac4SaUk1hT0oM01) (via stripe) **Exhibits:** \- 1st Floor \- Special exhibit\, China\, Korea and First People \- 2nd Floor \- Dinosaurs\, Birds\, Bio\-diversity\, Rocks\, Natural World \- 3rd Floor \- History & Being Legendary exhibit \- 4th Floor \- Wildlife Photography of the Year *\*We may charge a small fee to help cover platform costs and to make sure people who sign up are committed to attending. It also helps us keep hosting more quality events in the future.*

Go Medieval! Learn Medieval arts, sciences, dancing and games! Have somefun with like minded history geeks. Tuesdays, 6:30 pm to 8:30 pm St. Andrew’s United Church 117 Bloor St EAST (near Church Street) Ring the buzzer for the gate keeper more info? www.eoforwic.ca

✨ Tarot + Astrology: A Magical Workshop at Alternity Café – May 19 Hello beautiful Toronto Tarot community, Get ready for something truly special. On Tuesday, May 19, we’re gathering at the gorgeous, enchanted Alternity Café for a Toronto Tarot Meetup like no other. 🌙 I’m thrilled to announce that our very own Mark Figliola — a professional astrologer with decades of astrological wisdom under his belt — will be leading a workshop on how to overlay tarot cards onto an astrological chart. Yes, you read that right. He’s going to show you how these two powerful systems can dance together. Whether you’ve been reading tarot for years or just pulled your first card last week, all levels are welcome. Mark will meet you where you are. 🔮 What to bring: A copy of your birth chart (if you have it, if not you can get one for free at astro.com). We’ll be practicing the technique hands-on, so having your own chart will make the experience personal and powerful. 💫 Where: Alternity Café at 333 Bloor St West– an absolutely enchanting space that feels like stepping into another world. 💫 When: May 19 – come ready to learn, share, and be inspired. A couple of kind asks to keep our community thriving: · Please buy a drink or a snack from the café to thank them for hosting us. Their treats are delicious, and their support means everything. · We’ll also have a PWYC (Pay What You Can) basket – donations help us keep these meetups going. Give what feels right, no pressure at all. Let’s fill the café with curiosity, cards, and cosmic connection. I can’t wait to see what Mark’s workshop unlocks for all of us. With tarot love, your host Sasha Munin

Bonjour chers amis, la date du French Meetup a changé : ce sera désormais le 3ᵉ mardi du mois. Je vous rencontrerai le mardi 19 mai à 17 h. À très bientôt ! Hello dear friends, the French Meetup date has changed. It will be now the third Tuesday of the month. I will meet you on Tuesday May 19th at 5pm. See you soon! Chers ami(e)s, Je pense que cela serait bien de mettre en place un abonnement annuel au Meetup: 36 dollars pour 12 mois de Meetup par personne à partir d'avril 2025. Comme ça, je pourrai continuer à utiliser le site Meetup pour nos rencontres mensuelles. Pour ceux qui ne viennent que quelques fois par an, je les ferai payer 3 dollars à chaque fois. Je vous demanderai lors de notre prochaine rencontre de me payer en espèce ou par transfert interac à angelfirouzi@gmail.com la somme de 36 dollars. Merci Angélique Dear friends, I think it would be a good idea to put in place a yearly subscription to our Meetup: 36 dollars for 12 months of Meetup starting this month of April 2025. Like this I will be able to use the Meetup website for our monthly meetings. For those who come once in a while, I will make them pay 3 dollars each time. I will ask you at our next meeting to pay me 36 dollars in cash or by Interac transfer to angelfirouzi@gmail.com. Thank you, Angélique Hi All, Are you looking to speak and excel in your French? The French Meetup with Angélique meets all your expectations. Join us the third Wednesday of every month at 5 pm. This is a great opportunity to meet in a francophone setting, converse in French and socialize in a friendly and instructive environment. There is a 3 dollar fee per person for each meetup to cover the annual fee of the meetup.com website. There is also a requirement to consume a minimum of 1 item per person. Looking forward to meeting you. Angélique Bonjour à toutes et à tous, Vous voulez parler ou pratiquer votre français? Le French Meetup avec Angélique vous donne cette occasion de discuter en français et socialiser dans une bonne ambiance amicale, amusante et instructive, tous les troisième mercredis du mois à 17h. L’esprit de convivialité que je propose nous permettra à toutes et à tous de nous reposer tout en ayant une notion de français. Je compte sur vous! Une participation de 3 dollars par session et par personne pour payer les frais annuels du site Meetup.com ainsi qu’un minimum d’une consommation sont requises. Au plaisir de vous voir bientôt. Angélique

This is Day 1 of a hybrid two day conference presented by the University of Toronto's Centre for Ethics on the theme of "Kant in Practice". Talks will also be streamed online with live chat. The Conference Schedule [DAY 1](https://www.meetup.com/the-toronto-philosophy-meetup/events/314797126/) – Tuesday, May 19 * 14.00-15.30 — [Sergio Tenenbaum](https://philosophy.utoronto.ca/directory/sergio-tenenbaum/) (University of Toronto) – "Virtuous Action and Practical Cognition: Kant Against Contemporary Conceptions of Moral Worth" * 16.00-17.30 — [Arthur Ripstein](https://philosophy.utoronto.ca/directory/arthur-ripstein/) (University of Toronto) — "System, Progress and Kant’s Four Questions" Please note: per UofT custom, these talks will start promptly at 10 minutes past the hour. [DAY 2](https://www.meetup.com/the-toronto-philosophy-meetup/events/314797218/) – Wednesday, May 20 * 11.30-13.00 — [Garrath Williams](https://www.lancaster.ac.uk/global-affairs/people/garrath-williams) (Lancaster University) – "The Groundwork Lays the Ground for Right" * 14.00-15.30 — [Alice Pinheiro Walla](https://experts.mcmaster.ca/people/pinheiro) (McMaster University) – "Legal Equality and Social Inequality: Insights from Kant’s Doctrine of Right" The talks will also be streamed online with live chat [here](https://www.youtube.com/live/0xJpCCkNruo?si=lrl-P8BoLWjhC_My) (Day 1). To attend in person, you can email Garrath (g.d.williams@lancaster.ac.uk) to register and receive updates. 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

When code becomes commoditized, what actually gets protected? RSVP Link - [https://luma.com/0ktn86g3](https://luma.com/0ktn86g3) This is an in-person panel discussion hosted at a Dipchand Law office, bringing together experts from legal, AI, and strategy domains to explore how intellectual property is evolving in the age of AI-assisted development and “vibe coding.” **Why this matters:** AI tools are rapidly commoditizing software development. The barrier to building products is dropping, shifting the focus from writing code to owning ideas, data, and systems. This creates new challenges around ownership, licensing, and long-term defensibility. **Key discussion areas:** * Whether code still holds value as intellectual property * Ownership of AI-generated code and outputs * What developers and companies should protect beyond code (data, workflows, architecture) * Enterprise risks including compliance, governance, and data exposure * How organizations build defensibility when building becomes easy **Speakers:** **Stephano Salani** Intellectual Property Lawyer, Dipchand LLP **Yulia Pavlova, PhD** Applied AI and Governance Leader, RBC Borealis AI **Mohit Rajhans** AI Consultant, ThinkStart.ca **Event details:** Date: May 20, 2026 Time: 5:30 PM to 7:30 PM EDT Location: Dipchand LLP Office, Toronto, ON **What to expect:** Panel discussion, networking, and Q&A session **RSVP** - [https://luma.com/0ktn86g3](https://luma.com/0ktn86g3)

**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).

### **“Conscious Living”** **An Experiential Community Program for Embodied Consciousness** **Resuming Thursday, May 21, 2026** **On break:** June 4, 2026 **\| Summer break:** July & August 2026 **Thursdays, 7:30 PM (in person)** **Facilitator:** Sophia Barna, M.Ed., M.S.W. **Location: Toronto Theosophical Society,** 792 Glencairn Ave., Toronto, ON **(Basement Room)** “Conscious Living” is a weekly experiential program that bridges the study of consciousness with the practical realities of everyday life. Rooted in the *Map of Consciousness* developed by David R. Hawkins and *A Course in Miracles (ACIM)*, this program invites participants to move beyond theory into lived, embodied awareness. Together, we explore what it means to live “in the world, but not of it” — grounded, present, and engaged, while rooted in higher awareness. The Map of Consciousness serves as our reference point. Each meeting focuses on a specific state of consciousness, blending study and practice so participants not only understand these states intellectually, but also learn to embody and live them in daily life. In addition to the Map of Consciousness, A Course in Miracles (ACIM) provides a complementary framework for the program. ACIM offers practical spiritual principles for transforming perception, cultivating forgiveness, and recognizing the inner guidance of love and truth. Its teachings emphasize the shift from fear to love, the release of judgment, and the practice of conscious choice in every moment. Our gatherings are grounded in the states of Love, Joy, and Gratitude, corresponding to the elevated energy field of 540 on the Map of Consciousness. From this frequency of openness and lightness, we come together to uplift, inspire, and grow in awareness — individually and collectively. ### **✨A Potluck for the Body, Heart, Mind & Soul🌈** Each session is designed as a holistic experience — nourishing all dimensions of being: * **🪷 Food for the Soul:** Guided meditation, self-reflection, and self-inquiry * **🧠 Food for the Mind:** Lectures, presentations, and meaningful group discussions * **✨ Food for the Body:** Embodied practices (movement and dance meditations), singing, chanting * **💗 Food for the Heart:** Love-centered connecting and sharing ### **🌸What to Expect** Together, we will explore different states of consciousness through: * Lectures and presentations * Guided meditation * Self-reflection * Group discussions * Movement and dance meditation * Singing and chanting ### **🌸What to Bring** 1. Coloured clothes — each week a specific colour (ROGVAIV rainbow sequence: Red, Orange, Yellow, Green, Blue, Indigo, Violet). *This is an encouraged part of the experience, not mandatory.* 2. Silk or large dancing scarf/veil 3. Notebook, journal, or paper with pens, crayons, markers 4. Your highest vibrational presence in love, joy, and gratitude This is a space where learning becomes lived experience — where insight meets embodiment. *To uphold universal brotherhood without distinction and freedom of thought, all elements of the evening are invitational. Participants may opt out of any component and still be welcome, as long as we engage with one another respectfully.* *This is a participatory series with optional components. In keeping with TTS values, you are welcome to opt in or opt out of any element, and the central expectation is mutual respect.* ### **Reference Texts** 1. Hawkins, D. R. (2012). Letting Go: The Pathway of Surrender. Carlsbad, CA: Hay House. 2. Foundation for Inner Peace. (1976). A Course in Miracles. Mill Valley, CA: Foundation for Inner Peace. 3. Barna, S. (2025). Flying Home: Soul Stories for the Little One Within. Toronto: LightPath Publishing. **Registration:** TTS Study Groups, ts.study.to@gmail.com Registration **optional** (for updates and materials). Walk-ins welcome. ### **About the Facilitator:** **Sophia Barna** is an educator and facilitator with a long-standing interest in the relationship between inner life and everyday life: how spiritual principles become livable, embodied realities rather than abstract ideas. Her work bridges consciousness research, reflective inquiry, and practical methods for self-observation and inner transformation. Her background includes graduate training in education and social work, and advanced professional training in EMDR. In “Conscious Living,” she draws on the Map of Consciousness (as developed by David R. Hawkins) and the spiritual psychology of A Course in Miracles, inviting participants to explore themes such as presence, perception, forgiveness, and the cultivation of love, joy, and gratitude through shared practice and dialogue. Her facilitation style is heart-centered, clear, and experiential, with space for participants to learn through reflection, discussion, and embodied exercises. ***Important distinction:*** While Sophia’s clinical experience, education, and skills shape how she holds the space and communicates, this series does not constitute EMDR therapy, psychotherapy or a clinical solution for mental or emotional problems. It is a group experience offered in the spirit of service and public learning, and it should not replace care from a licensed provider in a private and confidential therapeutic relationship.

**Though it's coming to late spring, one wonders if spring has even started; nonetheless it is time for another brunch,** The future of the **Halton Peel Humanist Community (HPHC)** of which **Cafe Scientifique** is an initiative is in the balance and we want our members and friends to be aware of the challenges we face. Please join us and share your ideas, and especially what you can contribute to keep it going. We will soon discuss these matters more formally at the Annual Meeting of HPHC, but see no reason why we cannot start the conversation sooner. We’re all ears. ***Apologies for the relatively short notice*** Curious about the brunch menu at the Donegal Arms? You can browse it here: *[Brunch Menu](https://www.instagram.com/p/DLLKR7vP9dB/)* (though no promises it’s fully up to date). **Parking tip:** Try the lot on Hurontario Street, just north of Donegal Arms and the two storefronts next to it.

Python Toronto is back! Join us for our May meetup at the **Thomson Reuters office at 19 Duncan Street, Toronto, ON M5H 3H1 on Thursday, May 21, 2026 at 6:00pm!** If you are interested in giving a talk, we'd love to have you! Please fill out this form – [Submit a Python Toronto talk](https://docs.google.com/forms/d/e/1FAIpQLSfpNKB0Sbs893xp72M4TxmYGrTyLm4Nh1SSXnCqChP9mx6_9A/viewform?usp=header)! Talks are typically short, typically 5 to 10 minutes, and up to 20 minutes if you've really got something to say, and on any topic that would be interesting to a room of Python people. This can be a Python library that has helped you, a research paper you've enjoyed, or an interesting application of AI. The Python meetup is a casual, community-oriented meetup hosted by companies that use Python in Toronto. Talks are short, informal, and sometimes ad-hoc. Space is limited! Register now to hold your spot. **When / Where** * When: **May 21, 2026, 6:00pm to 8:30pm.** * Where: **Thomson Reuters Office - 19 Duncan Street, Toronto, ON M5H 3H1** Come early to enjoy **snacks** and **drinks** provided. **Code of Conduct** Python Toronto is dedicated to providing a welcoming, harassment-free experience for everyone, regardless of gender, gender identity and expression, age, sexual orientation, disability, physical appearance, body size, race, ethnicity, religion (or lack thereof), or technology choices. We do not tolerate harassment of any form. Sexual language and imagery is not appropriate for this venue, including talks, workshops, parties, Twitter and other online media. Meetup participants violating these rules may be sanctioned or expelled from the meetup (without a refund where applicable) at the discretion of the meetup organizers. Please email elaine@eswong.ca to report any issues.

***Tickets must be purchased in advance!*** 🔗: https://www.eventbrite.ca/e/tech-week-toronto-ai-business-tech-finance-networking-event-tickets-1988794903092 Come join us at Tech week for Toronto AI,Business,Tech & Finance Networking Event to connect with Professionals and entrepreneurs. **Welcome to the Toronto AI, Business, Tech & Finance Networking Event!** Join us for an evening of Toronto Tech Week of dynamic networking, knowledge sharing, and collaboration right in the heart of Toronto. This in-person event will take place at **Oria On King** , a stylish high end venue perfect for connecting with like-minded professionals in the AI,Business, Tech, and Finance industries. Whether you're looking to expand your network, explore new opportunities, or simply engage with fellow enthusiasts, this event is the place to be. Meet and interact with some of the brightest minds in the industry, including entrepreneurs, innovators, and professionals driving the future of Business,Technology and Finance through AI-driven solutions. Don’t miss this chance to expand your horizons and make meaningful connections! **Event Highlights:** * **Networking Opportunities**: Connect with industry leaders, investors, and entrepreneurs shaping the future of AI, technology, and finance. * **Collaboration Opportunities**: Explore new ventures and partnerships in AI and finance technology by engaging with like-minded professionals. * **Cutting-Edge Trends**: Discover the latest advancements in AI technologies and fintech developments, and how they are transforming the finance,tech, and business sector. **Date & Location:** * **When**: Thur, May. 21st, 2025, 7:00 PM- 10PM * **Where**: Oria On King This exclusive event offers a golden opportunity to elevate your journey in technology and finance. Join us for an unforgettable evening of innovation, networking, and exploration. 🚀 #TechFinanceExpo #AIInnovation #NetworkingRevolution #FinTechConnect **Who Should Attend?** * **Professionals**: Expand your network in a vibrant and engaging environment. * **Job Seekers**: Discover new opportunities or connect with future employers. * **Recent Graduates**: Get insights from industry experts and build your professional network. * **Entrepreneurs & CEOs**: Forge new partnerships and exchange insights with other business leaders. * **Investors**: Find promising ventures and startups ready for investment. * **Project Managers & Startups**: Collaborate on new projects or recruit the talent you need. * **Media Professionals**: Connect with industry innovators and influencers. **Stellar Socials Experience:** At **Stellar Socials by Limitless**, we specialize in creating exceptional networking experiences that bring together professionals, entrepreneurs, and industry leaders. Our mission is to inspire collaboration, innovation, and growth by facilitating meaningful connections through curated events that resonate with our diverse audience. This relaxed social gathering encourages organic conversations, allowing attendees to connect without pressure. Whether you're attending solo or with friends, come prepared to meet new people and explore exciting opportunities. With a focus on building valuable relationships, you'll leave with new contacts, fresh insights, and potential collaborations. **Join Our Community:** * **Instagram**: [@stellarsocialsbylimitless](https://www.instagram.com/stellarsocialsbylimitless/) * **Facebook**: [Stellar Socials by Limitless](https://www.facebook.com/people/Stellar-Socials-By-Limitless/61567104153339/) * **TikTok**: [@stellar.socials](https://www.tiktok.com/@stellar.socials?_t=8rruhvs9xN2&_r=1) **Notice of Photography**: *Please note that photos and videos will be taken during the event for promotional purposes. By attending, you consent to being photographed and/or filmed. If you prefer not to appear in media, kindly notify one of the event organizers.*

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.

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

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)

**Abstract:** This is a practical playbook for building a production-grade data lakehouse. It walks through foundational principles — naming conventions, least-privilege access, automated CI/CD testing — before diving into medallion architecture. Furthermore, metadata-driven design patterns show how configuration tables and dynamic notebook orchestration eliminates hard-coded pipelines. The deck covers star schema modeling, guidance on choosing between Spark, Pandas, and SQL, and data quality enforcement using DQX with YAML data contracts. Finally, we dive into security best practices and performance optimizations. **Host:** Justin Shea, Mehdi Jeddi, Erik Pak, and Sou-Cheng Choi **Talk Format:** This is a hybrid event. To attend online, join us on Zoom here at 6pm: https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1 Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor:** Adyen, UIC College of Business, and PyData Chicago co-host this event. UIC will provide the meeting site. Adyen will sponsor pizza and soft drinks for the onsite participants. **Address:** University of Illinois - Chicago, Douglass Hall, Room 220, 705 S Morgan St, Chicago, IL 60607 **Logistics:** “UIC Douglass Hall” is recognized on Google Maps, which can guide you through campus. Once you arrive, proceed to the second floor, room number 220

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

**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.

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.