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Frequently Asked Questions
Yes! Check out text analytics events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the text analytics events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Text Analytics Events Today
Join in-person Text Analytics events happening right now
Bitcoin Bay Meetup
Join the Bitcoin Bay meetup to Learn, Build and Connect about Bitcoin & Crypto with Toronto's oldest Bitcoin community!
Stay tuned for future updates and meetup announcements.
Co-working: IWD Data Challenge 2026
**IWD Data Challenge 2026**
R‑Ladies Ottawa is excited to host our fourth annual data challenge in celebration of International Women’s Day. This year, we invite you to explore openly available data connected to your community. That could be Ottawa, Gatineau, another part of the National Capital Region, or any place in the world that feels meaningful to you. As a starting point, we encourage you to browse datasets available through [Open Ottawa](https://open.ottawa.ca/). Although the challenge is hosted by R‑Ladies Ottawa, you’re welcome to use any programming language or visualization tool you prefer.
**How to Participate**
You can participate individually or in teams of up to five people. Submissions are due on **Friday, April 3rd**, and you’re free to choose the format that best showcases your work. It could be a Quarto document, an image, a webpage, a YouTube video, or something else entirely.
**Submission Options**
* **Option 1:** If you're comfortable with GitHub and Quarto, you can create a pull request on [our repository](https://github.com/RLadies-Ottawa/RLadies-Ottawa.github.io) and add your project under the Submissions section of [this page](https://rladies-ottawa.github.io/events/2026/iwd.html).
* **Option 2:** If GitHub isn’t your thing, simply email us (ottawa[at]rladies.org) a link to your submission materials and we’ll add it to the website for you.
Once we've received your entry, we'll reach out and ask whether you'd like to present your work at the showcase event. Presenting is completely optional.
**After the Challenge: Showcase Event**
Once the submission deadline has passed, we’ll host a hybrid showcase event where participants can present their projects and celebrate the creativity of the community!
**Co‑Working Session**
To help you get started, we’re hosting a casual co‑working evening on **Monday, March 9th** in honour of International Women’s Day. This session offers a collaborative, low‑pressure environment where you can work on your project, ask questions, and get support from others in the community. No previous programming experience is required, and experienced programmers will be available to help you get started or get unstuck.
**Event Details**
This event is **free to attend** and will be offered in a hybrid format, with limited in-person capacity. If you RSVP for an in-person spot, please do so only if you're able to attend in person. Bayview Yards is located just a stone's throw away from the Bayview station. There is also a free parking lot for those who are driving. You can find us in the Training Room, located on the second floor of the building.
**What to Bring**
Please bring your laptop, charger, and any project ideas you'd like to explore! We also recommend installing an IDE (e.g., RStudio, VS Code) ahead of time, but we're happy to help you get set up if needed.
**Community Guidelines**
Please note that the mission of R-Ladies is to increase gender diversity in the R community. The data challenge and co-working session are intended to provide a safe space for women and gender minorities. We ask for male allies to be invited by and accompanied by a woman or gender minority.
**Special Thanks**
We are grateful to be part of the Bayview Yards Meetup Program and extend our thanks to Bayview Yards for generously providing the venue space.
Casual Get Together @ 6:30 p.m. March 9, 2026
| March 9, 2026 |
| ---------------- |
| Send me an email to let me know you are joining us at: |
pcalleri@thegaap\.net \|
**The CPA Toronto Accounting Group Presents a Casual Get Together** for a few of us to get together, network, learn, have a few laughs, share ideas, make new friends. become more successful etc.
I will put a very casual agenda together, but the goal is having a good time.
I tried to find a venue that is easy to get to. It is near the 401 and DVP.
We will meet at:
Swiss Chalet
**[Address](https://www.google.ca/search?sca_esv=197713b87bf2beb1&sca_upv=1&sxsrf=ADLYWIKmSo8ztb94J6BUHqec-EeQUWwHRw:1725296229930&q=the+queens+head+pub+scarborough+address&ludocid=4250126838100046784&sa=X&ved=2ahUKEwiS46qn3aSIAxUS5ckDHbw5GJQQ6BN6BAgrEAI):** 2555 Victoria Park Ave, Scarborough
Our reservation is made under Paul.
I look forward to seeing you.
PS
Seats are limited, let me know you are attending; quickly.
Send me an email to let me know you are joining us.
pcalleri@thegaap.net
Sincerely yours,
Paul Calleri, Founder of TheGAAP.net, TheGAAP.netCareers, and the CPA Toronto Accounting Group
Weekly ESL Cafe Meetup
Join us for ESL Cafe on Mondays nights at St Paul's Bloor Street.
We have groups for all levels of English: Basic English, Beginner, Intermediate and Advanced.
At ESL Cafe, you can practice English conversation, drink coffee (or tea) and have lots of fun meeting other interesting people!!
Bigger, Better, Bolder Miss Bachata & Miss Salsa
**Welcome to Miss Bachata & Miss Salsa!**
As the winter season wraps our city in its gentle sparkle, our community shines even brighter. This time of year reminds us how meaningful it feels to step into a space filled with warmth, laughter, music, and friendly faces—exactly the kind of energy we create together every Monday. While the world outside cools down, our dance floor becomes a cozy haven of joy, connection, and beautifully shared moments. Every Monday feels like a touch of winter magic… only with a whole lot more rhythm.
My objective has always been to create a different kind of social gathering—one that is open, non-judgmental, non-salacious, and safe. A place where you can meet people just like you, where socializing and dancing come together to help build community and tear down the walls that separate us. Here, we make new friends, feel a sense of belonging, and enjoy the calmness that comes from knowing we are in a safe and welcoming space.
Many times, I have been asked, “Why host an event on Monday night?” Many people escape on the weekend and dread Mondays when they return to work. I believe that if you dance and socialize on a Monday, you infuse your week with joy and positive energy, giving your life balance and helping you face your challenges with enthusiasm and confidence.
We’re also thrilled to announce that our trial of advanced Bachata lessons, which began last September, has been a resounding success! Building on this momentum, we’re excited to offer an enhanced schedule for 2025. Our dance evenings will now feature three hours of classes: one hour of beginner to intermediate Bachata, one hour of advanced Bachata, and one hour of beginner to intermediate Salsa. As always, the entrance fee remains $15 for a night of 2 lessons and social dancing. For those interested in the advanced Bachata lessons, there will be an additional $5 fee.
Here’s our updated schedule:
**Miss Bachata – Main Ballroom**
❄️ 7:00 pm – 8:00 pm: Beginner to Intermediate Bachata Lesson (No partner required)
❄️ 8:00 pm – 12:00 am: Social Dancing
**Miss Salsa – Round Room**
❄️ 7:00 pm – 8:00 pm: Advanced Bachata Lesson (+$5) NEW
❄️ 8:00 pm – 9:00 pm: Beginner to Intermediate Salsa Lesson
❄️ 9:00 pm – 12:00 am: Social Dancing
**Additional Details:**
❄️ Free Parking
❄️ Full Bar (Free Water, Beer: $5.75)
Over the past decade, organizing Latin dancing events in Mississauga has been a labor of love. Our mission has always been to foster a sense of community, proving that the connections we share are far stronger than the differences that divide us.
Loneliness is a growing concern, with over half of U.S. adults and many Canadians experiencing its effects. The COVID-19 pandemic has only heightened this issue. Harvard University's long-term study on happiness, which began in 1938, highlights the detrimental impact of loneliness on health. People with strong social connections experience slower mental and physical decline and greater overall happiness compared to those who are isolated.
Here are some key findings from the study:
• Close ties help delay mental and physical decline more than money, fame, social class, IQ, or genetics.
• Relationship satisfaction is a better predictor of aging well than cholesterol levels in middle age.
• A strong sense of community improves memory function.
• Loneliness can be as harmful to health as smoking or alcoholism.
There’s hope! Strengthening our relationships and supporting community initiatives can build healthier, happier lives. Miss Bachata & Miss Salsa provides a wonderful opportunity to make new friends, expand your social circle, and enjoy a safe, welcoming, authentic environment. Bring your open heart and a smile, and we’ll take care of the rest.
**Cheers to building an authentic, joyful, and connected community!**
**Anna G.**
https://www.meetup.com/LatinDanceMeetup
https://www.facebook.com/groups/1871491806494168/
https://www.facebook.com/EventsByAnnaG
D60 Advanced Leadership Toastmasters
D60 Advanced Leadership Toastmasters is dedicated to exploring the many dimensions of leadership and helping members elevate their leadership skills to the next level. This includes in depth evaluations, workshops, debates and presentations.
Join us and discover how our club can support your leadership growth by registering for the zoom link and in-person information (close to King subway station) at https://bit.ly/d60alt_mtg.
[CAS]Japanese 🇯🇵& English🇨🇦 Language Exchange🦄🌱 [Queen’s Park]
⚠️日本語の案内は下にあります⚠️
🎟️Fee: $5 (Every 5th time is free!)
Girls’ Night Promotion is ongoing! (If you have a promotion pass, you can join for free.)
🌱Payment: Cash or E-transfer
If you choose E-transfer, we recommend sending it before arrival to:
✉️canasianstation@gmail.com
🗣️Event Style
・Group-based language exchange
・Small groups of 3–4 people
・Use both Japanese and English to communicate
🕑Schedule
6:15 – 6:30 Check-in
6:30 – 7:10 Round 1
7:10 – 7:15 Seat change
7:15 – 7:55 Round 2
7:55 Wrap-up
💫Friendly Guidelines
・Participants with 2 no-shows may be removed from future events
・This is not a dating or matchmaking event. You cannot request specific people to talk to. If you have an NG (someone you prefer not to be matched with), please let us know in advance
・Photos may be taken for Instagram and event pages. If you do not wish to appear in photos, please inform the organizer beforehand
・Harassment, discrimination, sexual harassment, solicitation, or inappropriate behavior is strictly prohibited If you notice any issues, please inform the organizer
🫶About This Event (Important)
This is a group-based Language Exchange event.
・One-on-one conversations with Japanese participants
・Conversations with participants of a specific nationality ➡︎are not guaranteed.
Anyone who is interested in using Japanese and/or English is welcome to join, regardless of nationality.
Thank you for your understanding🦄🌱
🎟️参加費:5ドル(※5回参加ごとに1回無料)
女子会プロモーション開催中!特典をお持ちの方は無料でご参加いただけます
🌱支払い方法:現金 or E-transfer
※E-transferをご利用の方は、到着前に ✉️Canasianstation@gmail.com へ送金していただくことを推奨しています
🗣️イベント形式 3〜4人のグループで、日本語と英語を使った国際交流
🕖タイムスケジュール
6:15 – 6:30 Check-in
6:30 – 7:10 第1ラウンド
7:10 – 7:15 席替え
7:15 – 7:55 第2ラウンド
7:55 解散
💫参加にあたってのお願い
・2回以上のNo-show(キャンセル無しの無断欠席のこと)があった場合、以降の参加をお断りします
・本イベントはデート目的マッチング目的の場ではありませんので、特定の「話したい人」の指定はできません ※NGの方がいる場合は、事前にお知らせください
・Instagram・イベントページ用に写真撮影を行う場合があります。写りたくない方は事前にお知らせください
・セクハラ、差別的発言、嫌がらせ、勧誘行為は固く禁止しています。もし見かけた場合は、主催者までご連絡ください
🫶イベントについて 本イベントは Language Exchange(言語交流)を目的としたグループ形式のイベントです。
・カナダ人との一対一での会話
・特定の国籍の参加者との会話
→これらを保証するものではありません。
日本語・英語を使って交流したい方であれば、国籍に関わらずご参加いただけます🦄🌱
Text Analytics Events This Week
Discover what is happening in the next few days
Toronto MSP Dinner Meetup: Project & Service Managers, March 2026
**RSVP on [Eventbrite](https://www.eventbrite.ca/e/toronto-msp-dinner-meetup-project-service-managers-march-2026-tickets-1982992750698?aff=oddtdtcreator)** to confirm your spot!
We're gathering at Alternative Payments' events venue for good food and real conversation about the challenges we all face - keeping projects on budget and on schedule, managing service delivery, coordinating teams, and everything in between. The focus is on connecting with peers who get what you're dealing with day to day.
**Alternative Payments** and **SherWeb** are sponsoring the dinner, with tickets by donation to the Toronto Food Bank. Calgary raised $250 - let's see if we can beat that!
Your host will be [Wim Kerkhoff](https://ca.linkedin.com/in/wimkerkhoff), founder of [TopLeft](https://www.topleft.team) and two MSPs.
**What to Expect**
* Dinner at Alternative Payments (on us)
* Meet other MSP project managers, service managers, and operations leaders
* Talk through shared challenges with project management, service delivery, and team coordination
* Actual networking time to connect with people facing the same issues you are
**Who Should Attend**
Project managers, service managers, operations managers, and anyone at an MSP who's responsible for keeping projects on budget and on schedule, managing service delivery, and keeping teams productive.
Feel free to bring others from your organization who'd be a good fit.
**Where**
Alternative Payments in Toronto (35 McCaul St #300). March 10th @ 5:30pm. Space is limited to keep conversations focused. **RSVP on [Eventbrite](https://www.eventbrite.ca/e/toronto-msp-dinner-meetup-project-service-managers-march-2026-tickets-1982992750698?aff=oddtdtcreator)** to confirm your spot.
**About TopLeft**
We build project and service management tools for MSPs. We're MSP people ourselves, so we get the daily challenges of balancing service tickets, project work, and keeping teams productive without the chaos. [https://www.topleft.team](https://www.topleft.team)
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.
Unlock Canada's HIDDEN Distressed Real Estate Market
**Canadian real estate investment educational CLASS online LIVE**
You are invited to an **exclusive, high-level Canadian real estate investment educational CLASS** for serious action-takers ready to bypass the frozen MLS market and building wealth. This is the **time-sensitive knowledge** Canadian insiders use to find properties for pennies on the dollar.
**WHAT YOU WILL LEARN**
* Stop competing and start dominating. The **"Backdoor Method"** is a legal, covert blueprint that gives you direct access to the properties mainstream investors never see: ***Tax liens, court-ordered sales, civil enforcement auctions, and bank defaults.*** It’s not about finding what’s *for sale* it’s about **finding what’s *in distress* before the public ever gets a whiff..**
* **Virtual Wholesaling Secrets:** Discover the techniques to flip contracts for **instant, massive profit**—without ever tying up your own capital or owning the asset.
* **Hard Money / Private Lending Unlocked:** Access the aggressive, short-term, **equity-based financing** that funds distressed deals in 3-10 days a critical skill for high-speed investing.
**WARNING:** This is NOT for hobbyists. This is a rigorous, professional blueprint for those ready to execute and build serious wealth. This knowledge is time-sensitive as the market shifts.
***
### ⚠️ **IMMEDIATE ACTION REQUIRED**
**Date:** Sunday, March 15th, 2026
* **Time:** 2:00 PM - 4:35 PM EST
* **Availability:** 97% SOLD OUT **ONLY 3 SEATS LEFT**
**CLAIM YOUR FINAL SEAT:**
* **E-TRANSFER $112** to: wwbpayments@gmail.com
* **TEXT Your Name & Email (WhatsApp Only):** 416-409-7300
***Proudly serving and guiding Canadian real estate investors successfully since 1993.***
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.
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).
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.
Text Analytics Events Near You
Connect with your local Text Analytics community
Data & Analytics Wednesday - Google Analytics Alternatives
**Google Analytics Alternatives**
Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday.
Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”.
Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process.
We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer.
Thanks to our 2026 sponsors:
[Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro)
More info at [cbusdaw.com](https://cbusdaw.com)
CBusData - Discover the Power of Window Functions
Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems:
* Using running totals
* Performing operations in intervals
* Identifying data gaps and islands
* Performing aggregates without losing detail
Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.
From Idea to Working App in Minutes: The Agentic Development with Amazon Kiro
Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way.
In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents.
In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding.
What You'll Learn - Core Kiro concepts and development philosophy
Feature evolution: pre and post re:Invent 2025
Practical examples: API creation, hooks, and steering docs
Live coding demonstration with real-time problem solving
Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows.
**Speakers Bio:**
Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale.
[https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/)
Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry.
Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives.
Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation.
https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/)
**THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/
**DIRECTIONS**
Franklin University
Fisher Hall
300 E. Main St, Columbus, OH 43215
Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8
Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map.
NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct.
**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
Build Real World AI Apps with Google Antigravity ✨
Please Join GDG Cloud Indy for a live demonstration of latest Google AI Tools for building apps, followed by practical examples of enterprise production. Coming to central Indy.
The Lineup:
11:00 AM AI-Assisted Development with Antigravity
Google Antigravity is an agent-first IDE. We will move beyond standard code completion to explore how autonomous agents can orchestrate terminal tasks, manage dependencies, and perform UI testing directly within the development environment. This session includes a walkthrough of Antigravity's core interface followed by a live demo building a simple full-stack webapp to show how these agentic workflows function in practice.
Speaker : Anil Yanamandra is a Solutions Architect with 17+ years of experience building global, consumer-facing applications. He is currently focused on transforming legacy enterprise processes and systems through the strategic application of Generative AI. A hands-on practitioner in the rapidly evolving AI landscape, Anil constantly explores the latest tools and methodologies to bridge the gap between cutting-edge research and production-ready AI engineering.
11:40 AM Real Life AI Coding Examples
Review real-life examples of applications and utilities created with AI code-assist tooling, as well as security and safety considerations pertaining to developing and using AI tools in a large organization.
Speaker : Jeff Price is a Senior Technical DevOps Manager at Red Hat, and leads a technical team responsible for Enterprise Resource Planning systems and software delivery pipelines for Go to Market systems. He has a background in IT Infrastructure, Public and Private Cloud, and DevOps.
The Perks:
🎁 Exclusive GDG Swag for attendees!
🍕 Pizza & Soft Drinks (for in-person guests).
🤝 Networking & Q&A with local industry leaders.
Also, Check our Meetup page at https://www.meetup.com/gdgcloudindy/
See you there!
P.S.-> Parking Vouchers instructions will be available to attendees for Free garage parking.
This is a hybrid event. Join the event virtually at https://gdg.community.dev/events/details/google-gdg-cloud-indy-presents-build-real-world-ai-apps-with-google-antigravity/
or in person at
Lacy School of Business (LSB) , Dugan Hall (DH 118 Classroom) , Butler University - 625 Butler Way Indianapolis, 46208
***
Agenda
***
Speakers
Anil Yanamandra
Anil Yanamandra is a Solutions Architect with 17+ years of experience building global, consumer-facing applications. He is currently focused on transforming legacy enterprise processes and systems through the strategic application of Generative AI. A hands-on practitioner in the rapidly evolving AI landscape, Anil constantly explores the latest tools and methodologies to bridge the gap be…
Jeff Price - Red Hat (Senior Technical DevOps Manager)
Jeff Price is a Senior Technical DevOps Manager at Red Hat, and leads a technical team responsible for Enterprise Resource Planning systems and software delivery pipelines for Go to Market systems. He has a background in IT Infrastructure, Public and Private Cloud, and DevOps.
Host
Olga Scrivner - Scrivner Solution Inc. (President)
Olga is an Assistant Computer Science and Software Engineering Professor at Rose-Hulman Institute of Technology. She is also a President and Co-Founder of Scrivner Solution Inc. Olga’s passion is upskilling and mentoring women in STEM. She is a Women TechMakers Ambassador and a member of the Executive Committee for the IEEE Women in Engineering (Central Indiana) chapter. Olga’s current researc…
Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-cloud-indy-presents-build-real-world-ai-apps-with-google-antigravity/.
Walk & Talk About Life's Big Questions
[The Board Walks](http://www.theboardwalks.com/) are for curious people who love deep conversations.
If that sounds like you, **bring a thoughtful topic** and join us for a 5-mile walk (10,000+ steps!).
**HOW IT WORKS**
**Step 1: Bring a topic**
Before you arrive, think of **one** topic you want to explore. A question. A thought that's been on your mind. An obsession you want to geek out on. This is your ticket to the event.
**Step 2: Circle up & share**
We gather in a circle. Your friendly walk host gives a speech to set the tone. Everyone shares: your name, what you're grateful for, and your topic. That's it. 60 seconds.
**Step 3: Walk, talk & float**
We walk 5 miles. You naturally drift into conversation with 2-3 people at a time, pulled by topics that spark your curiosity. When you're ready to move on, just say: "I'm going to float!"
**Step 4: Feel more alive**
Two hours flies by. You're back where you started — but you feel different. More alive. More energized. More connected to yourself and others. That's why regulars join 20+ times.
*For more details, read our [Orientation Guide.](https://www.theboardwalks.com/orientation)*
**HOW TO BRING A GREAT TOPIC**
A great topic = something you're genuinely curious about.
Recent topics include:
* "What are you passionate about right now?"
* "What makes a good friend?"
* "What's a belief you used to hold that you've completely changed?"
* "How do you want to be remembered?"
* "What would you do if money wasn't a factor?"
Think of your topic like the dish you're bringing to our conversational potluck. If everyone brings an A+ dish (i.e. energizing, uplifting, expansive), we'll all walk away feeling lighter and brighter.
**WHAT TO EXPECT**
This isn't a fitness event with casual chitchat. It's a walking think tank where we explore life's big questions together, beyond small talk. *If you're looking for light banter or a standard networking event, this probably isn't the right fit.*
But if you crave depth, genuine connection, and conversations that make you feel alive? You'll love it here.
**FAQ**
* Wear casual athletic attire and sneakers. It's a long walk!
* We have multiple first-timers at each event. We work hard to create a welcoming, inclusive, clique-free space.
* We welcome people of **all** ages, backgrounds, and industries who align with the [intention](https://www.theboardwalks.com/ground-rules) of this space.
* Rain or shine, we've been out here nearly every week since July 2022. If the event is cancelled, we'll let you know.
* Dogs, babies in strollers, parents, and friends are welcome — please text/email them the event link so they can RSVP and prepare a topic!
**LOGISTICS**
* If you'll arrive over 10 minutes late, we suggest skipping the event. It's hard to find us once we start walking, and your host can't answer messages during the event.
* This walk is designed for everyone to *move together at the same steady pace* (about 20 min/mile). This format works best when the whole group moves in unison. If you have mobility limitations, we kindly encourage you to find an event better suited to your needs.
* Read our [Orientation Guide](https://www.theboardwalks.com/orientation) for full details.
* If you enjoy the event, send **[this](http://www.theboardwalks.com/)** to a friend or sign up for our **[newsletter](https://theboardwalks.beehiiv.com/)**. We're in multiple cities with more on the way. 🤠👋
**IF YOU WANT TO GO DEEPER...**
[The Board](https://stan.store/ellebeecher/p/the-board) is the next step: a high-trust collective for renaissance people devoted to creating, connecting, and building lives that light us up.
* This is a global HQ for people who crave big talk, deep connection, and dream collaborations with people across industries. If the walks feel like a spark... The Board is the fire. Apply [here](https://stan.store/ellebeecher/p/the-board).
NFT AI ART Columbus
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.
Pop-up Book Club 2 : The Tenth of December, by George Saunders
Let’s meet and discuss this fun but moving collection of wildly creative short stories.
(Photo credit: TimesNowNews.com)











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