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Discover all the drupal events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Drupal Events Today
Join in-person Drupal events happening right now
Introduction to Systemic Design
**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.
ROM Museum group walking tour ($3.99)
***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.*
Free Weekly ESL Conversation Meetup
Practice and improve your English through conversation at St. Andrew's Church in downtown Toronto, while making new friends!
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**How to Get to the Event**:
By TTC, exit at St. Andrew Station.
Walk west on King St. West to Simcoe St.
Do not enter through the church building; the large church front doors will be closed.
At the corner of Simcoe St. and King St. West, turn south and walk on Simcoe St.
Enter through **St. Andrew Centre**, behind the church building.
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If you have feedback, suggestions, or concerns about our program and events, please feel free to use our **[feedback form](https://docs.google.com/forms/d/e/1FAIpQLSdp9OY0GJULxQILkqa06zZEU0Fkh4jxMjvE36uaVizaK6dBGw/viewform?usp=header)**!
[In-person] Curiosity Café – Censorship
The word “censorship” is typically associated with overt exercises of government power, like book burnings, national firewalls, and arrests, which are often defended in the name of protecting public morals (whatever those may be). Today, however, obstacles to the circulation of content and ideas often come in the form of subtler “indirect” restrictions, dictated not by the state but by private platforms and market pressures. In 2022, Disney quietly withheld LGBTQ titles from its streaming catalogue in the Gulf states, with no announcement and no legal obligation to do so. On YouTube, journalists and content creators have described having to alter war coverage or avoid it altogether because the platform’s advertising system can make such reporting financially unsustainable. [A 2024 investigation by The Markup](https://themarkup.org/automated-censorship/2024/02/25/demoted-deleted-and-denied-theres-more-than-just-shadowbanning-on-instagram "https://themarkup.org/automated-censorship/2024/02/25/demoted-deleted-and-denied-theres-more-than-just-shadowbanning-on-instagram") found that, on Instagram, non-graphic images of war were being quietly demoted and users denied any right to appeal (the platform attributed these occurrences to a bug). In each case, no law was passed, no speech or content formally prohibited. Yet critics have argued that these *de facto* restrictions amounted to censorship by other means.
Were they right? At our upcoming Curiosity Café, moderated by Yiming Jia and Adrian Ma, we will explore the nature and implications of what we might call “soft” censorship, asking questions such as:
* Is censorship still possible in the absence of a *formal* prohibition?
* Are the standards of what is and is not acceptable for public consumption being increasingly dictated by private companies? If so, who gets to challenge them?
* What is the relationship between censorship and public morals? Where do the morals that censorship ostensibly protects come from?
* Is discomfort a legitimate reason to restrict the circulation of speech? Or is discomfort sometimes exactly the point?
* Censorship sends a message about what is acceptable and what isn't. To what extent are these messages internalized over time?
Join us on Tuesday, May 19th, for a public and moral exploration of these questions and many others!
**Space is limited!** **Please obtain a “Pay-What-You-Can” ticket from Curiosity Café at [this link (click here)](https://www.eventbrite.ca/e/curiosity-cafe-censorship-tickets-1989275453431) to attend this event. You need a ticket to be admitted.** See the above link for more info about tickets and other options including a limited number of free tickets. Come and hang out with us, grab food, and read through our handout from 6-6:30pm. Our structured discussion will run from 6:30-8:30pm with a 10 minute break in the middle.
Hope to see you there!
***__________________________________________________________________***
This event is brought to you by [Being and Becoming](https://beingnbecoming.org/), a Toronto based non-profit. We aim to create community around exploring everyday concepts and experiences so that we may live more intentional, thoughtful, and meaningful lives. We use philosophy as a tool with which we can come to a richer understanding of the world around us.
By offering activities, spaces, and other opportunities for conversation and co-exploration, we hope to enable the meeting and fusion of individuals and their ideas. Everyone is welcome, regardless of background: indeed, we believe the journey is best undertaken alongside explorers from a variety of disciplines, cultures, backgrounds, and experiences.
Find out more about Being and Becoming [here](https://beingnbecoming.org/).
About the Curiosity Café Series:
For those of you who haven’t had the opportunity to join us at our Curiosity Cafés and are wondering what they’re all about: every two weeks, we invite members of our community to come out to the Madison Avenue Pub to engage in a collaborative exploration of our chosen topic. Through these events, we aim to build our community of people who like to think deeply about life’s big questions, and provide each other with some philosophical tools to dig deeper into whatever it is we are most curious about.
Kant in Practice – Centre for Ethics Workshop (Day 1)
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
NEW TIME!! FREE Spanish, English, and French Oral Conversational Class 4 Adults!
\*These classes are not a language exchange, but instead are meant to be a step in between so that students feel confident maintaining in depth and grammatically correct oral conversations outside of class\*
\***Meetup event numbers only tend to show new students registering and do not include returning students attending class.** **Per class, there is an average of 7 students.** The first 2 classes are free and then only cost between $18 and $35 depending on which type of class you want to continue with\*
These French, English (For Spanish and French speakers only), and Spanish classes are primarily meant for adults who are travellers, or who are planning to live in a French, English, or Spanish-speaking country. The classes are primarily oral-based through guided conversations. They will teach you how to handle conversations in situations such as **"Going to the Convenience Store"**, **"Making Plans"**, **"Negotiating Prices"**, and **"Going out for a Drink"**. To ensure that students get used to using the language automatically, students will learn to maintain contextual conversations with timing before moving on to the next lesson. Call (647)787-9953, e-mail us info@monkeylingo.ca, or visit monkeylingo.ca for more information! **Online and private classes are also available!**
No other language classes are as conversational as these ones. We guarantee it! Cheap parking can be found using the "Spot Hero" app.
JTIC 楽しく国際言語交流🌸!Japanese English Language Exchange 🇯🇵🇨🇦 (Speakingに特化した教材あり)
Welcome to JTIC!
**【Timetable】**
1. **Check-in**
2. **Session 1** (30 minutes English / 30 minutes Japanese)
3. **Seat Change**
4. **Session 2** (30 minutes English / 30 minutes Japanese)
5. **Social & Photo Time at the End**
**【Fee】**
* Attendance Fee : **CA$5.00**
* Once your status has been updated from **"Waitlist"** to **"Going"**, please E -Transfer to **[jtic.international.community@gmail.com](jtic.international.community@gmail.com)** by **Sunday 8 pm**. When sending an e-transfer, please include **Your Meetup Name** in the message section. **No Refunds** or **Carryovers.** Your participation fee will be used for meetup subscription, social events and materials/textbooks.
**【Event Description】**
* This language exchange is for those at an **intermediate** to **advanced** **level**.
* Intermediate level of study materials or topic cards will be provided.
* You have the options to choose either free talk or use materials provided.
**【Rules】**
* Please **RSVP** by **Sunday 8 pm** and make a payment.
* Attendees who are not confirmed for this event and show up will be asked to leave.
* No shows will be moved to the bottom of the waitlist for future events. If you are a repeat no show, you may be removed from the group.
* If you are running late, please ensure you send a message to the organizer so we can keep a spot open for you.
* This group is for language exchange. If you are joining us for other purposes, you may be asked to leave. **\*\*This is not a dating-related activity\*\***
* Disruptive behaviour, solicitation, or sales activities are strictly prohibited. Individuals who fail to adhere to the instructions of the organizer or staff may be subject to removal from the group.
- - - - -
ジェイティックへようこそ!
**【タイムテーブル】**
1. 受付
2. セッション1(英語30分/日本語30分)
3. 席替え
4. セッション2(英語30分/日本語30分)
5. 交流&写真タイム
**【参加費】**
* 参加費:**CA$5.00**
* 参加ステータスが **"Waitlist"** から **"Going"** にアップデートされましたら、**日曜日の午後8時**までに **[jtic.international.community@gmail.com](jtic.international.community@gmail.com)** まで、イートランスファーにてお振込みください。振込の際は、**Meetupに登録されている名前を必ず明記の上**、メッセージをお願いします。払い戻し、繰り越しはできません。参加費はmeetup年間登録費、イベントや教材費に充当させていただきます。
**【イベント内容】**
* イベントの前に中級レベルの教材またはトピックカードを提供します。
* フリートーク、または用意された教材を使用し、セッションを楽しんで頂けます。
**【ルール】**
* **日曜日の午後8時**までに**RSVP**と**お支払い**をお願いします。
* お席を確定していない方は、参加出来兼ねますので、ご了承下さい。
* 無断欠席の場合、次回以降のキャンセル待ちは最下位となります。No showを繰り返す方は、グループから外されることがございます。
* 遅刻される場合は、必ず主催者にメッセージを送ってください。
* このグループは言語交換のためのイベントです。他の目的で参加される場合は、退場していただくことがございます。
* 迷惑行為、勧誘、営業行為は固くお断りします。主催者・スタッフの指示に従わない場合は、退場していただく場合がございます。
Drupal Events This Week
Discover what is happening in the next few days
Mob Programming at Mofer Coffee
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.
French at the Royal Conservatory
Join us for an evening of French conversation at B Espresso Bar in the atrium of the Toronto Royal Conservatory of Music (near St. George station)!
We welcome all levels of French, and it's free\*.
Venez pratiquer votre français!
\*While there is no fee to attend this event, guests are expected to purchase something from B Espresso Bar, in accordance with RCM's restrictions on usage of the cafe atrium space.
**Building location:**
The Royal Conservatory is at 273 Bloor St W, between Varsity Stadium and the Royal Ontario Museum (ROM). There are entrances off Bloor St. and Philosopher's Walk. If you enter from Bloor St through the large glass doors, follow the hallway on the left beside the staircase and turn left at the end. (Closest TTC: St. George)
**Notes and restrictions:**
The host may or may not attend this event. Attendees are encouraged to seat themselves at two or more adjacent tables, as needed. Please form groups of 6 people at each table; do not rearrange chairs and tables to accommodate more people, as this obstructs the narrow walking space. Guests are expected to order something from the cafe, and are asked to please refrain from bringing outside food or drink. Attendees must leave the building at 8pm when the cafe stops serving.
**Contributions:**
If you are a regular with us and would like to support the group, please send any contributions by e-transfer to [diskutomeetup@gmail.com.](http://diskutomeetup@gmail.com.) The yearly donation goal and amounts received year-to-date will be tracked anonymously on [this google sheet](https://docs.google.com/spreadsheets/d/18GfqYsis8Cf2XGg4KsKQJsY_0Fv3bsSQHwJAxvC1Km8/edit?usp=sharing). Thank you so much for your support.
Unas palabras
¡Hola!
Welcome, and welcome back!
We meet in the North York Centre, at 5150 Yonge St. (subway: North York), in the Food Court, every Sunday from 3:30 pm to 5:30 pm.
Angela will be your hostess.
¡Hasta luego!
Toronto’s BIGGEST Language Exchange Event Party & Social, organized by [TILE.]
**Join [TILE.]** at the **most popular Saturday Language Learning Social Event & Party in Toronto! 🍁**
**[TILE.] = Toronto International Language Exchange [Instagram](https://www.instagram.com/tilelearning/)**
**[TILE.]** now has a **2-for-1 special event,** which includes:
**1.** From **[6:30 - 7:15 PM](https://www.meetup.com/english-class-with-certified-award-winning-teacher):** An optional new $5 small group 45-minute **[English language class](https://www.meetup.com/english-class-with-certified-award-winning-teacher)**[ ](https://www.meetup.com/english-class-with-certified-award-winning-teacher)led by a certified language teacher
**2.** From **[7:15 - 11 PM](https://www.meetup.com/biggest-language-party-event-social-in-toronto):** Our usual huge group **[BIGGEST LANGUAGE EXCHANGE SOCIAL EVENT AND PARTY IN TORONTO](https://www.meetup.com/biggest-language-party-event-social-in-toronto)** (Cost: *$5, unless you already paid for the same day 6:30 English class right before, in which which case the 7:15 social is FREE)*
Both events happen Saturday on the 2nd floor of the Madison Pub (14 Madison Avenue). ***Attend either or both events for $5!***
Meet Toronto locals and international friends. Talk to language teachers and speakers to learn English, French, Korean, Japanese, Spanish, and much more! Join us for board games, conversation, dancing, singing, and more! Make sure to get a nametag from one of our helpers.
*You **must** read the full event description below before attending. By attending, you agree to all the terms listed.*
**[TILE.] Toronto International Language Exchange** event details:
* We are on the 2nd floor of the Madison pub on the patio with all the international flags! *The dance floor opens around 10 PM, and the live piano bar singer start around 10:30 on the 1st floor.*
**PAY** **$5** right at the event by **CASH, CREDIT, or DEBIT**, or **SEND $5 E-TRANSFERS** to: **TILETORONTO1@GMAIL.COM**. You can also support the bar by buying a drink or appetizer.
\-\-\-\-\-\-
**IMPORTANT DISCLAIMER – Meetup Group**
By attending any TILE events, including these ones, you acknowledge and agree to the following:
* *The organizers and hosts of TILE events are are not liable for any loss, injury, damage, or other unforeseen outcomes that may occur before, during, or after any event.*
* *Participation in TILE events is entirely voluntary and at your own risk. You are solely responsible for your own safety, personal belongings, transportation, behavior, and well-being. It is your responsibility to assess the risks involved in any activity or location and to act accordingly.*
* *TILE and its organizers do not provide insurance and cannot guarantee the safety, accuracy of information, or quality of venues, third-party services, or other attendees.*
* *By attending, you release TILE, its organizers, and affiliates from any and all claims or liability, and you agree to conduct yourself respectfully and in accordance with local laws and venue rules.*
* ***If you do not agree with this disclaimer, please do not attend TILE events.***
Is Yellowstone About to Erupt? (Spoiler Alert: Not Anytime Soon)
Is Yellowstone National Park really on the verge of a massive eruption? It’s one of the most common questions volcanologists get—and in this session, you’ll learn how to answer it yourself. In this talk, we’ll break down how volcanoes work, why eruptions happen, and how scientists know when one might be coming. Along the way, we’ll tackle common misconceptions and show how monitoring keeps us informed and safe. By the end, you’ll leave with the tools to answer this question like a volcanologist—and maybe correct a few myths along the way.
For this meetup Silvia Castilla is returning to the Knowledge Sharing Club to
share her expertise.
Silvia Castilla is a PhD student in the Earth Sciences department at the University of Toronto. Her research focuses on volcanology and isotope geochemistry to understand the processes that occur before volcanic eruptions. Her PhD project involves studying rocks from around the world, conducting stable isotope analyses, and applying these techniques to determine how long it takes for a volcano to erupt.
\-\-\-\-\-
I will post the location as we get closer to the date.
Dupont Morning Code
[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/
Drupal Events Near You
Connect with your local Drupal community
Drunken Philosophy: What’s up with all the AI hate?
**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.
TBD
**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
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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
DoJo (Informal Python Meeting)
**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
Quarterly Community Gathering
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)
Morning people unite!! 🐤 ☕ + 💬 @ Shibam Coffee
Early-bird coffee and conversation at [Shibam Coffee](https://shibamcoffee.com/)!
Building Agents with Microsoft Agent Framework
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.



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