MapReduce
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Frequently Asked Questions
Yes! Check out mapreduce events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the mapreduce events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find mapreduce events near your location here. Connect with your local community and discover events within your area.
MapReduce Events Today
Join in-person MapReduce events happening right now
Open-Weight LLMs: Strategic Import, Research, and Coordination
This is a ticketed event. Please register at [this link](https://luma.com/hpn010ze).
In this talk, [Kristy Loke](https://www.linkedin.com/in/kristy-loke/) (MATS research fellow) will discuss:
1\. How did China come to lead in open\-weight LLMs?
2\. How are various jurisdictions’ \(such as the EU and the US’s\) interest in open\-weight models changing?
3\. What technical and global governance actions ought to be taken if we want to make sure the open\-weight AI space continues to thrive?
**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 attend in person, join our live stream starting at 6:30 pm via [this link](https://www.youtube.com/@Trajectory-Labs/live).
Choices About Children: The Ethics of Procreation, Parenting, and Education
This workshop brings together Australia and Canada-based philosophers to examine how families, schools, and societies negotiate the responsibilities and expectations of raising children. Presentations will explore the evolving landscape of parental rights and identities, the impact of low expectations on children’s development, and the processes through which values are transmitted across generations. Speakers will also analyse how educational systems reproduce or challenge social class hierarchies, and debate who should bear the financial and social costs of childrearing. Together, these discussions aim to illuminate the tensions and possibilities at the heart of contemporary childhood and family policy.
Speakers: Lauren Bialystok (Toronto), Ryan Cox (Sydney), Luara Ferracioli (Sydney), Amy Mullin (Toronto), Andrew Fanklin-Hall (Toronto), Sarah Hannan (Manitoba)
SCHEDULE (subject to change)
* 9:00 — Introductory remarks
* 9:10-10:20 — 1st Presentation: Ryan Cox (Sydney)
* Morning Tea/Break
* 10:40-11:50 — 2nd Presentation: Luara Ferracioli (Toronto)
* 11:55-13:05 — 3rd Presentation: Amy Mullin (Toronto)
* Lunch Break
* 14:05-15:15 — 4th Presentation: Andrew Franklin-Hall (Toronto)
* Afternoon tea/Break
* 15:35-16:45 — 5th Presentation: Sarah Hannan (Manitoba)
* 16:50-18:00 — 6th Presentation: Lauren Bialystok (Sydney)
Coffee/Tea will be provided. Lunch will not be provided.
We hope to see you there!
**\* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \***
This is a workshop presented by the University of Toronto's Centre for Ethics that is free to attend and open to the public. Please also fill out [this form](https://docs.google.com/forms/d/e/1FAIpQLSe2nBMEp7FvcNml0cNnmPvadsDieec8kPrVan5AHwVJutmu1w/viewform) if you're attending in person.
The talk will also be streamed online with live chat here [to be posted].
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
ABCD Reads AND Watches "Bullet Train"
[[RESULTS](https://opavote.com/results/6251599225946112) of the poll for this event]
ABCD Reads AND Watches "**Bullet Train**", a novel by Kōtarō Isaka, and a movie adaptation starring Brad Pitt.
**:: ABOUT THE BOOK ::**
"A dark, satirical thriller by the bestselling Japanese author, following the perilous train ride of five highly motivated assassins.
A massive bestseller in Japan, Bullet Train is an original and propulsive thriller that fizzes with an incredible energy and surprising humor as its complex net of double-crosses and twists unwind. Award-winning author Kotaro Isaka takes readers on a tension packed journey as the bullet train hurtles toward its final destination. Who will make it off the train alive—and what awaits them at the last stop?" (from [Goodreads](https://www.goodreads.com/book/show/56969543-bullet-train))
**:: ABOUT THE MOVIE ::**
"In Bullet Train, Brad Pitt stars as Ladybug, an unlucky assassin determined to do his job peacefully after one too many gigs gone off the rails. Fate, however, may have other plans, as Ladybug's latest mission puts him on a collision course with lethal adversaries from around the globe -- all with connected, yet conflicting, objectives -- on the world's fastest train. From the director of Deadpool 2, David Leitch, the end of the line is only the beginning in a wild, non-stop thrill ride through modern-day Japan." (from [Rotten Tomatoes](https://www.rottentomatoes.com/m/bullet_train_2022))
**:: ABOUT THE EVENT ::**
Instead of just reading the book as usual, this time we're asking that you also watch the movie adaptation. During our discussion, we'll explore the strengths of both the book and the movie, evaluate the adaptation's effectiveness, and touch on any other topics that arise.
You are welcome to arrive 30 minutes before the event and stay 30 minutes or longer afterward to connect with other attendees outside the book talk.
Please ensure you have read the book and watched the movie before attending (though finishing either is not a barrier to participating, as long as you don't mind spoilers).
First-time attendees can join for free. If the event is full, we maintain an unofficial waitlist. Please send [Michael](https://www.meetup.com/members/55295192/) a direct message for more information, in either case.
We request a $3 contribution from regular attendees to help cover our monthly meetup costs.
**:: ABOUT OUR NEXT READ&WATCH ::**
At the end of each event, we will ask for nominees for our next Read & Watch (date TBA). If you have a good pairing in mind, please ensure that the book is between 200-400 pages long, available from the Toronto Public Library, and counts as contemporary literary fiction (though these are not hard and fast rules), and that the movie or TV-series is readily available. When enough nominees are collected, Michael will send the members a direct message with a link where you can vote.
Clear, Calm, Focused Growth MasterClass
👉Join us here: **[https://jlyall.com/clearcalmfocused](https://jlyall.com/clearcalmfocused)**
Many women entrepreneurs don’t struggle because they aren’t capable.They struggle because they’re carrying too many priorities, too many decisions, and too much pressure to do it all.
If you feel like you're craving business growth that feels lighter.
Where you have the capacity to handle…
New ideas. New opportunities. And the responsibility that comes with it.
But with less stress and more focus.
Join me for my upcoming Masterclass - Calm Clear Focused Growth
In this MasterClass, you’ll discover how to:
⭐️Break the overcommitment cycle that keeps piling more onto your plate
⭐️ Identify the unconscious habits quietly stalling your momentum
⭐️Stop the “spinning thoughts at night” that make you question your next move
⭐️Release the resistance and distractions draining your energy and focus
So you can lead your business with clear, calm, confident growth again.
If you’re a passionate entrepreneur who knows you’re capable of your next level, but things have started to feel scattered or overwhelming, this session will help you reset your focus and move forward with intention.
⭐️Clear, Calm, Focused Growth MasterClass
March 12 1@pm-2:30 pm
👉Join us here: **[https://jlyall.com/clearcalmfocused](https://jlyall.com/clearcalmfocused)**
Mindstone Toronto March AI Meetup
Please Note: This event is advertised on multiple platforms. Please RSVP and get a ticket on Mindstone (https://community.mindstone.com/events/mindstone-toronto-march-ai-meetup-2026) to view the agenda and guarantee a spot.
Welcome to the most electrifying and ground-breaking AI Meetup in Toronto!
Join us once a month as we delve into the world of artificial intelligence, explore its cutting-edge practical applications, and marvel at the astonishing projects that are shaping our future.
Why should you attend?
• Get up close and personal with the AI projects that are redefining the boundaries of technology and human potential.
• Learn from the brightest minds in the field and gain valuable insights into the ever-evolving AI landscape.
• Unleash your curiosity, fuel your creativity, and expand your network as you connect with fellow AI aficionados and pioneers.
What you can expect?
Mindstone events consist of three talks covering different aspects:
• What I Learned Building With LLMs: A technical demo breaking down the process for building a product using AI with real-life learnings and insights.
• How To Be More Productive Using AI: A practical demo and step-by-step guide on how to use AI to speed up and improve tasks.
• What Does The Future Look Like With AI?: A theoretical talk on the impact of AI on work, life and society.
After the talks we'll have pizza, drinks, and networking.
Don't miss out on this extraordinary opportunity to witness the AI revolution in action. It's time to embark on a thrilling journey into the future and discover the endless possibilities that lie within the realm of artificial intelligence.
Reserve your spot today for the ultimate AI experience! 💡✨ (https://community.mindstone.com/events/mindstone-toronto-march-ai-meetup-2026)
Please Note: This event is advertised on multiple platforms. Please RSVP and get a ticket on Mindstone (https://community.mindstone.com/events/mindstone-toronto-march-ai-meetup-2026) to view the agenda and guarantee a spot.
Welland Inner Peace Qigong: Deeply Harmonize Mind-Body-Qi Plus Meditation
**A Special Event!** Join Hae Kwang Sunim Bad Stress Out "Inner Peace" Qigong - Don't Miss It! **THIS IS NOT LIKE ANY OTHER QI-GONG YOU EVER EXPERIENCED** Class also Includes full lying down guided Inner Peace Qigong. Join Community - lets connect and grow the Inner Life Training.
**Experience the healing and stillness of Inner Peace Qigong. Also learn essential mind-body tools for the Inner Life.**
**Location - Merritt & Niagara St. Welland.**
**Required:**
**Contact Sunim to register (text 416-797-7553 or email to [innerpeaceqigong@icloud.com](mailto:innerpeaceqigong@icloud.com))**
**Investment: Only $17.70 + hst ($20.00\*\*)**
**Location - Merritt & Niagara St. Welland.**
**Required:**
**Contact Sunim to register (text 416-797-7553 or email to innerpeaceqigong@icloud.com)**
**Investment: Only $17.70 + hst ($20.00\*\*)**
**Benefits of attending this class**
\*\*\*Soft 'Inner Peace' Qigong leads to the deep release of dis--ease / stress and the restoring of ones energy channels and the infusion of fresh Qi and Peace through the body (reconnection to the Universal Qi field).
About Inner Peace Qigong
**"HARMONIZE" - "DESTRESS" and "RECHARGE"**
We invite you to a great class which includes Zen Qigong, "Experiential" Qi Energy infusion and healing instruction, Meditation and more. This class also includes a soft, flowing series of Tao In, Deep Breathing, Relaxation and an amazing stress reduction closing and meditation that will leave you floating out of the class. The energy healing components of the classes are taught at Zen Temples in Korea that specialize in martial arts. This class by Hae Kwang Sunim is considered the ultimate stress reducer.
All are welcome!!
\*\*What to Bring
A yoga mat and anything else that will make you comfortable for this class.
A friend!
Note: We have extra yoga mats, blankets, etc., but we recommend bringing a yoga mat to place over ours for optimal 'Inner Qigong' comfort. We supply use of meditation chairs and blankets (please arrive 15 minutes early).
Class Benefits Include: Reduced stress level / deepening mind-body connection, improved blood pressure, massaging of all organs of the body, reduced anxiety and depression, relieving chronic pain, improved balance and coordination, improved sleep quality (such as staying asleep longer at night and feeling more alert during the day), strengthen mind awareness and inner peace, vitality, and everyday physical functioning.
UNDERSTANDING Bad Stress Out "Inner Peace" ZEN QIGONG
Health = A Balanced Flow Of Qigong
The health of our body is dependent upon a clear, strong and balanced flow of Chi through the Sen Lines. Since qigong practice accomplishes just this, it should come as no surprise that the benefits of qigong (also spelled “Chi Kung”) practice extend to every physical system of our bodies, as well as to the mental, emotional and spiritual aspects of our Being.
Physical Benefits of Qigong Practice:
Qigong practice makes the body strong and supple. It improves balance, stamina and flexibility. It has positive effects on the cardiovascular, respiratory, digestive, endocrine, and immune and central nervous systems. It tends to create smooth skin, and a pleasant feeling of deep warmth within the body. It increases sexual vitality, and allows our sleep-time to be more deep and restorative. Over time, qigong practice can reduce or eliminate chronic pain. It also has the power to reverse the aging process, and restore youthfulness.
Emotional Benefits:
The smooth and balanced flow of Qi created by qigong practice shows itself as a joyful, relaxed, optimistic and energized state of mind. While the emotional energies of anger, fear, anxiety or grief still may arise, they will be much less “sticky” – and be held and then dissolved within the larger field of joy, gratitude, acceptance and equanimity.
Mental & Spiritual Benefits of Qigong:
The abundance of clarified energy and mental stillness generated by qigong practice supports great mental clarity, and nourishes both intuition and creativity. As our intelligence becomes rooted in a connection to the inner body, it widens and deepens in increasingly wonderful ways.
As we deepen in our qigong practice, we become aware of more subtle realms of Being, and begin to experience, directly, our interconnectedness with All-That-Is.
As acclaimed cardiovascular surgeon Dr. Mehmet Oz, vice-chair and professor of surgery at Columbia University and director of the Cardiovascular Institute and Complementary Medicine Program at New York–Presbyterian Hospital writes in his best selling book ‘Staying Young’: “Qigong allows us to cope with the day to day struggle of being human – it can help us stretch and stay loose and balanced in both mind and body.” On the Oprah Winfrey show in November he simply put it this way, "If you want to be healthy and live to be 100, do Qigong." He also added that Qigong reverses the aging process.
Parts of P.K.Z.Q. are modeled off of the Mind-Body Wellness Program taught at the Stress Reduction Clinic at the University of Massachusetts Medical Center. The mindfulness based stress reduction meditation techniques come from Dr. Jongmae Park of Loyola Marymount University. During P.K.Z.Q., cares and troubles wash away. Replacing them are positive images, increased confidence and peace of mind.
Near the end of each class the goal is for participants to attain the full ‘relaxation response’ and it’s that response that helps release the feel good endorphins. Why is this important? Endorphins encourage white blood cells and white blood cells help the body fight infection and disease. According to Dr. Benson, “repeated activation of the relaxation response can reverse sustained problems in the body and mend the internal wear and tear brought on by stress.” (Ref: Center for Women’s Healthcare, Weil Medical College of Cornell University.)
"When the mind is trained, quieted, then room is created for our brightness, our True Self to shine through. The nature of True Self IS positive, loving, witnessing, unmoved in the moving. No positive affirmation can deliver the depth of contentment, of joy that already exists, that comes forward from True Self. The more we connect with it, the more it grows through us. In such an environment, the body has comfort, hurry sickness and chasing to 'fix' what we 'thought' we were collapses. The nervous system can finally rest - Stillness. From this place, the body will not easily fall prey to disease." - Hae Kwang Sunim
**🌿🌿 Stay connected beyond our gatherings**
**Between classes and events, we share reflections, short teachings, inspiration, and gentle reminders to return to presence, balance, and inner peace on Facebook and Instagram.**
**You’re warmly invited to join us here:**
**Facebook:**
https://www.facebook.com/innerpeaceqigong
**Instagram:**
https://www.instagram.com/inner_peace_qigong
Questions? Email us at innerpeaceqigong@icloud.com
---
About The Teacher:
Hae Kwang Sunim started training at the age of 18 in Thailand. He has taken full seminary and in temple training, with graduated ordinations (including Bhikkhu ordination) under Patriarch Kun Sunim in South Korea. He spent over 25 years distilling the deepest and hardest to grasp teachings into a simplified language so it can be taught and effectively applied directly in daily life. In 2005 (2549), the 19th Headquarters in Korea appointed Venerable Hae Kwang as Director of Bo Kwang Zen Center Palm Springs, U.S.A. In 2013, the Western Bhikkhus Council nominated Hae Kwang Sunim 교구장 Kyo Goo Jahng of all American-European Temples (closest english translation: North American-European Oversight Head / Bishop / Director).
Qigong and Mind-Body Training
Hae Kwang Sunim drew from the most effective mind-body teachings he acquired from studying under different teachers in the East, including the teachings of Wat Bua Luang in Thailand. The methodology is based on the ancient Eastern principles of Hai Palung (Energy Healing), Pon Klie Kwan Sow (Emotional Release), Meditation, Food Based Healing and the importance of compassion, gratitude, oneness, outreach and the need to support the whole person holistically - body, mind and spirit.
Toronto Fractional Executives Pub Night -- March 2026
Join us for our first Toronto Fractional Executives Pub Night--a casual, in-person gathering for fractional CXOs and senior operators across the GTA.
If you’re a Fractional COO, CFO, CTO, CMO, CHRO, etc., this night is about stepping away from our screens and into a pub for real conversations with peers who actually get the fractional life.
What to expect:
* Relaxed, pub-style networking (no presentations, no slide decks, no panels);
* Thoughtful conversations with experienced operators;
* Stories, insights, and lessons learned from fractional work;
* Opportunities for referrals, collaborations, and partnerships;
Come when you can, grab a drink, and mingle.
Who should attend:
* Practicing fractional executives (CXOs);
* Independent consultants operating at the executive level;
* Experienced operators transitioning into fractional roles;
* Founders and senior executives with SMBs looking for fractional leadership;
* Senior executives with VC/PE firms looking for fractional leadership for their portfolio firms.
Logistics:
* We're meeting at Pogue Mahone Pub & Kitchen (near Yonge & College);
* It's a cash bar and food will also be available for purchase;
* Space may be limited, so please RSVP if you plan to attend.
Come out and swap stories, talk shop about clients and pricing, and meet great people over a drink.
MapReduce Events This Week
Discover what is happening in the next few days
Harbourfront Maple Syrup Festival
We will be going to the Sugar Shack festival at Harbourfront Centre where they will be having many activities OUTSIDE relating to maple syrup including entertainment, a lumber jack show, maple taffy tasting, and food. This is a free event.
We will first meet OUTSIDE the Tim Hortons at 55 York Street this is beside the Royal York hotel and across the street from Union station subway. Dress warmly.
Check it out at: www.sugarshackto.ca
AI + Streaming: Practical Architectures That Work
We're excited to bring the community together for an evening of learning and connection!
Come support your fellow developers, learn something new, and meet others who are passionate about search, observability, and security.
**Date and Time:**
Thursday, March, 12th from 5:30-7:30 pm
**Agenda:**
* 5:30 pm: Doors open; say hi, grab a seat, and eat some food.
* 6:00 pm: Building Agentic AI on ELK stack, by **Gleb Gadyatskiy**, Principal Engineer at PointClickCare
* 6:30 pm: Q&A
* 6:40 pm: "One Does Not Simply Query a Stream", by **Viktor Gamov** is a Principal Developer Advocate at Confluent
* 7:10 pm: Q&A
* 7:20-7:30 pm: Networking & refreshments
**Talk Abstracts:**
**"Building Agentic AI on ELK stack"**
Story how I built AI Agent using pure ELK + LLM to automate incidents investigations
1. What is AI Agent, ELK and why I decided to build AI Agent using only ELK
2. Building simple AI Agent using pure Logstash pipelines
3. Building advance AI Agent using Ruby plugin
4. Connecting AI Agent to Elastic AI Assistant
**Gleb Gadyatskiy** is a Principal Engineer at PointClickCare. He is a part of the Infrastructure Architecture team and describes his role as “the first line in attack and the last line in defense”. Gleb provides support for all teams to aggregate logs from various apps into Elasticsearch, use AI to get insights from logs and actively promotes Elastic stack in PointClickCare. Gleb enjoys outdoor traveling with his wife and two kids in a camper.
**"One Does Not Simply Query a Stream"**
Streaming data with Apache Kafka® has become the backbone of modern applications. While streams are ideal for continuous data flow, they lack built-in querying capabilities. Unlike databases with indexed lookups, Kafka’s append-only logs are designed for high-throughput processing—not for on-demand queries. This necessitates additional infrastructure to query streaming data effectively. Traditional approaches replicate stream data into external stores: relational databases like PostgreSQL for operational queries, object storage like S3 accessed via Flink, Spark, or Trino for analytics, and Elasticsearch for full-text search and log analytics. Each serves a purpose—but they also introduce silos, schema mismatches, freshness issues, and complex ETL pipelines that increase system fragility. In this session, we’ll explore solutions that aim to unify operational, analytical, and search workloads across real-time data. We'll demonstrate stream processing with Kafka Streams, Apache Flink®, and SQL engines; real-time analytics with Apache Pinot®; search capabilities with Elasticsearch; and modern lakehouse approaches using Apache Iceberg® with Tableflow to represent Kafka topics as queryable tables. While there's no one-size-fits-all solution, understanding the tools and trade-offs will help you design more robust and flexible architectures.
**Viktor Gamov** is a Principal Developer Advocate at Confluent, founded by the original creators of Apache Kafka®. With a rich background in implementing and advocating for distributed systems and cloud-native architectures, Viktor excels in open-source technologies. He is passionate about assisting architects, developers, and operators in crafting systems that are not only low in latency and scalable but also highly available.
As a Java Champion and an esteemed speaker, Viktor is known for his insightful presentations at top industry events like JavaOne, Devoxx, Kafka Summit, and QCon. His expertise spans distributed systems, real-time data streaming, JVM, and DevOps.
Viktor has co-authored "Enterprise Web Development" from O'Reilly and "Apache Kafka® in Action" from Manning.
Follow Viktor on X - @gamussa to stay updated with Viktor's latest thoughts on technology, his gym and food adventures, and insights into open-source and developer advocacy.
**Location:**
Improving Office
171 East Liberty St
Unit 235
Toronto, Ontario M6K 3P6
**Directions (171 E Liberty St - Suite 235)**
**By transit**
Streetcars 504 and 509 both travel close to the office (less than 10 minute walk to the office from either), the lakeshore GO train is also a 5 minute walk from the office.
**By car/parking**
On street parking is available - there are a handful of paid parking spots directly in front of the entrance - with a large city parking lot across the street.
**Entrance**
The entrance to the office is beside the Bulk Barn entrance facing Hannah Street. There is an Improving logo on the door.
AI Meetup (March): GenAI LLMs and Agents with Docker
Important Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026031214) (Due to room capacity and building security, you must pre-register at the link for admission)
**Description:**
Welcome to the AI meetup in Toronto. Join us for deep dive tech talks on AI, GenAI, LLMs and Agent, hands-on experiences on code labs, workshops, and networking with speakers and fellow developers.
**Speakers/Topics:**
\- Eli Aleyner \(Docker\)
Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA)
**Sponsors:**
We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 10,000+ AI developers in Toronto or 500K+ worldwide.
AI Meetup (March): GenAI LLMs and Agents
Important Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026031214) (Due to room capacity and building security, you must pre-register at the link for admission)
**Description:**
Welcome to the AI meetup in Toronto. Join us for deep dive tech talks on AI, GenAI, LLMs and Agent, hands-on experiences on code labs, workshops, and networking with speakers and fellow developers.
**Speakers/Topics:**
\- Eli Aleyner \(Docker\)
Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA)
**Sponsors:**
We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 10,000+ AI developers in Toronto or 500K+ worldwide.
Community Meal Service at Good Shepherd (Toronto)
An opportunity to serve the homeless and those at risk as a group.
During our recent sessions, we served meals, chopped veggies, made sandwiches, and helped prepare pasta. Each session is similar; however, tasks may vary depending on the need at hand (e.g., sorting food). *We had a great time serving together with lots of smiles and good energy.*
**Only 6 spots available. Please RSVP only if you’re committed to attending.** The organization relies on our confirmed number to plan and serve properly that day, so *your RSVP really matters.*
When you arrive at Reception, the staff will guide you to the volunteer room, where you can place your belongings in a locker and meet the group.
Below are simple guidelines from the Ministry on what to wear, safety, etc.:
**Guidelines (what to wear, safety, etc.):**
[https://docs.google.com/document/d/1piAyloECv9YUDkPJuoJBdCmh3x8n1un1rGvJSFIkbs4/edit?usp=sharing](https://docs.google.com/document/d/1piAyloECv9YUDkPJuoJBdCmh3x8n1un1rGvJSFIkbs4/edit?usp=sharing)
**Good to know:**
* **Closed-toe shoes are required.**
* *Tie back long hair; minimal jewelry.*
* **Please arrive by *1:40 PM at the latest*** so we can plan who will be doing which roles and begin together.
* If you can’t make it due to an emergency, please message me as soon as possible 🙏
Grateful to serve alongside you.
Badminton Enthusiast
This group is for badminton enthusiasts who are passionate about exploring the connections between metabolism, energy, and exercise. We are welcome beginner plus, intermediate and advance level players looking to improve your skill or a seasoned player seeking to optimize your performance on the court, this group is for you! Join us for friendly games. This badminton session is a weekly event and it is followed with dinner together but it is optional. Since we have 3 courts and allowed the maximum of 24 players so that everyone signs up for this event will be placed on waiting list FIRST then will be moved to the joining list on WEDNESDAY MORNING.
Court fee: It will be informed at the comment section by 4pm. Cost per person is either $162 (for 3 courts) divided by the number of players attended OR $108 (for 2 courts) divided by the number of players attended. My email address will be provided at that time for etransfer.
MapReduce Events Near You
Connect with your local MapReduce community
RSVP to the next Washington D.C. Red Hat User Group
RSVP here: **[https://reg.experiences.redhat.com/flow/redhat/3558153/redhatfieldeventspreregnoappform/page/landingregistrationpage?sc_cid=](https://reg.experiences.redhat.com/flow/redhat/3558153/redhatfieldeventspreregnoappform/page/landingregistrationpage?sc_cid=)[RHCTN1260000475092](https://reg.experiences.redhat.com/flow/redhat/3558153/redhatfieldeventspreregnoappform/page/landingregistrationpage?sc_cid=RHCTN1260000475092)**
Is configuration drift silently killing your stability? Join us for the next Red Hat User Group (RHUG) event in Washington D.C. and discover the future of IT infrastructure management with Red Hat Enterprise Linux (RHEL) 10 Image Mode.
This isn't just another operating system update—it's a new paradigm. You’ll learn how to treat your entire OS as a versioned, container-native artifact, bringing the speed and control of DevOps to your foundational layer.
**Event Highlights:**
* Deep Dive: Deploying and maintaining a truly immutable, compliant operating system.
* Expert Insight: How to use familiar container-native tools to build bootable RHEL images.
* Networking: Connect with peers, Linux administrators, security engineers, and infrastructure architects.
Don't miss this opportunity to transform your IT services.
Date: Wednesday, March 26, 2026
Time: 12:00 PM – 3:00 PM EST
Location: Red Hat Tysons Corner, McLean, VA
Secure your spot today and get ready to eliminate operational "noise" for good.
We look forward to seeing you there!
Your RHUG Team
Data Science & Machine Learning with Microsoft Fabric
**Agenda :**
* 4.45 to 5.00 PM ET: Food and Networking
* 5.00 to 5.50 PM ET: "Data Science & Machine Learning with Microsoft Fabric"
Hello Everyone! Please join us for our March 12th edition of the AI-ML MeetUp. **Please note this is an in-person meeting and light refreshments/food will be provided. You will need a government-issued ID to enter the facility.**
**Title:** Data Science & Machine Learning with Microsoft Fabric
**Description:** Explore Microsoft Fabric’s integrated Data Science experience across ideation, preprocessing, modeling, & deployment. Learn how to ingest and prepare data via OneLake and Lakehouse, leverage Notebooks, Data Wrangler, Spark, SynapseML, MLflow for experimentation, & operationalize predictions with batch scoring and Power BI direct integration. Also, learn to build generative AI Q&A systems using Fabric Data Agents.
**Location:** The meeting will be hosted in the Applied Information Sciences ( AIS ) office in Reston, at 11440 Commerce Park Dr # 600 · Reston, VA. The location is also right off the Silver Line metro's Wiehle-Reston Metro Station.
**Parking:** Parking is paid and can be validated at the AIS office reception.
We will meet in Room Lake Anne.
We hope to see you all there!!!!
Hacking the Stack: Using OpenSearch Dashboards as an Application Framework
**Agenda:**
* 6-6:30 pm: Networking and food/drinks
* 6:30-7:15 pm: Announcements and presentation
* 7:15 pm-7:30 pm: Q&A and close-out
**Hacking the Stack: Using OpenSearch Dashboards as an Application Framework**
Most developers treat OpenSearch Dashboards (OSD) strictly as a visualization layer—a place for charts and graphs. They are missing the bigger picture. OSD is a powerful, untapped environment for full-stack application development. In this session, we peel back the architecture of **an enterprise-grade risk, compliance, and security platform built entirely *on top of* OSD**. We moved beyond simple plugins and pushed OSD to its limits to create a seamless, interactive application experience.
Join us for a deep dive into the engineering reality of the OpenSearch stack, including:
* **The Analysis:** Why the OpenSearch stack beat out the competition.
* **The Build,** **Beyond Visualization:** How to implement custom React components to build complex workflows and interactive UIs within OSD.
* **The Integrations:** Integrating Wazuh for agent management and ingesting data at scale.
* **The “Gotchas”:** Honest, real-world lessons on data handling, state management, and what to look out for.
**If you are ready to push your plugins from “reporting tools” to “robust software,” do not miss this session!**
The Redactions & Seattle Sound @ Tommy Joe's
DC Rockers presents two great bands at Tommy Joe's in Bethesda on March 14. The Redactions will kick off the show at 6:30 pm with a mix of classic rock hits, followed by Seattle Sound System at 8:30 pm, playing the best rock from the 90s and 2000s. Admission is free, the food is great, and the bands are awesome, so please come check us out
Learn all things Data Science and Compete on Kaggle
We will be meeting at Starbucks to learn together. Come with an online class you're already going through or an interest and we will try to connect you with a course where you can learn it. Already have a skill you want to contribute to a Kaggle Datascience competition? We will work on these too! Laptop required :)
Dinner at Chili's - Frederick
Come on out and enjoy dinner with other singles!
Laugh and catch up. Meet people you already know and make new friends! Guests welcome, add them to your count. (Limit: 15 people)
[Chili's](https://www.chilis.com/locations/us/maryland/frederick/frederick?utm_source=google&utm_medium=local&utm_campaign=Chilis) is located in Frederick - with lots of parking.
***Hosted by Dawn & Barb***
Please RSVP so we make enough reservations! If you RSVP and later can't make it, please un-rsvp.
*(We will do separate checks; each pays for own meal).*
We look forward to seeing you there!
RSVP to the next Washington D.C. RHUG
**RSVP here: [https://reg.experiences.redhat.com/flow/redhat/3558153/redhatfieldeventspreregnoappform/page/landingregistrationpage?sc_cid=](https://reg.experiences.redhat.com/flow/redhat/3558153/redhatfieldeventspreregnoappform/page/landingregistrationpage?sc_cid=)[RHCTN1260000475092](https://reg.experiences.redhat.com/flow/redhat/3558153/redhatfieldeventspreregnoappform/page/landingregistrationpage?sc_cid=RHCTN1260000475092)**
Is configuration drift silently killing your stability? Join us for the next Red Hat User Group (RHUG) event in Washington D.C. and discover the future of IT infrastructure management with Red Hat Enterprise Linux (RHEL) 10 Image Mode.
This isn't just another operating system update—it's a new paradigm. You’ll learn how to treat your entire OS as a versioned, container-native artifact, bringing the speed and control of DevOps to your foundational layer.
Event Highlights:
* Deep Dive: Deploying and maintaining a truly immutable, compliant operating system.
* Expert Insight: How to use familiar container-native tools to build bootable RHEL images.
* Networking: Connect with peers, Linux administrators, security engineers, and infrastructure architects.
Don't miss this opportunity to transform your IT services.
Date: Thursday, March 26, 2026
Time: 12:00 PM – 3:00 PM EST
Location: Red Hat Tysons Corner, McLean, VA
Secure your spot today and get ready to eliminate operational "noise" for good.
We look forward to seeing you there!
Your RHUG Team
Questions? Email [rhug@redhat.com](http://rhug@redhat.com/)

























