Data Management
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Frequently Asked Questions
Yes! Check out data management events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the data management events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Data Management Events Today
Join in-person Data Management events happening right now
Struggling with study or learning? You’re not alone.
**Struggling with study or learning? You’re not alone.**
This meetup suits people at all levels of study skill.
Too many children, teenagers, and adults find studying difficult—not because they lack ability, but because they were never taught **how to learn**.
This meetup introduces the basics of **Study Technology**—a practical, proven approach that shows how learning really works and how to overcome common study barriers. It applies to children, teens (and parents), teachers, and adults alike.
You’ll discover simple, effective methods to improve understanding, confidence, and performance—whether at school, work, or online. Teachers and parents often see rapid improvements in both behaviour and results.
Yes, it *is* possible to improve study performance—in just **five easy steps**.
If you can’t attend in person, online options are available.
**Join us and learn how to study effectively—once and for all.**
See you at the meetup,
**Pam**
When learning clicks, confidence follows.
POINT COOK CUBAN SALSA, BACHATA & RUEDA CLASSES - EVERY MONDAY
**POINT COOK CUBAN SALSA & BACHATA**
**DANCE CLASSES 2026**
**🎉 - NOW OPEN -**
**EVERY MONDAY**
*(except on Public Holidays we are closed)*
*\* No experience necessary*
*\* No partner required*
\* No dance experience necessary
*\* Open to all adult ages*
At:
**POINT COOK COMMUNITY LEARNING CENTRE**
1-21 Cheetham Street
Point Cook
\* Same building as the Point Cook Library Building
\* We are in Main Room 1 - opposite the Reception Desk as you walk in.
**2026 MONDAY - POINT COOK**
**CUBAN SALSA, BACHATA**
**& RUEDA DE CASINO**
**PROGRAM:**
**6.30PM**
**BACHATA** (Main class)
\* Absolute Beginner to Improver level
\* No dance experience or partner required
\- All welcome
**7.30PM - 8.45PM**
**BEGINNER CUBAN SALSA**
**\- INTRODUCTION TO SALSA BASICS**
An extra 15 minutes have been added to assist new beginners
with a slower, easy to follow breakdown of the main basics steps
\- Beginners of all levels should attend this class
This leads into the main **CUBAN SALSA BEGINNER** lesson.
*\* Total Beginner Salsa class time: 1 hour & 30 minutes*
**8.45PM - 9.45PM**
**CUBAN SALSA & RUEDA INTERMEDIATE** (Main class)
\* Beginners who are confident with their steps and turns
can do this class.
(Cuban Salsa/Rueda De Casino)
**COST:**
\* CASUAL/DROP-IN RATE: $20 for any 1 main class
\* DO 2 CLASSES on the night: $30
\* DO ALL 3 CLASSES ON THE NIGHT - Only $35
**PAYMENT OPTIONS:**
*\** **CASH** *is the preferred payment on the night and*
*recommended for students to avoid paying the*
*extra eftpos surcharge fees.*
***\* EFTPOS*** *facility with Mastercard or Visa credit card available*
\- Please note: There is a 1\.9% surcharge when using Mastercard or Visa cards\.
\* Please note: We do not accept American Express & Diner cards.
**BOTTLED WATER & HAND TOWEL:**
\* We recommend students bring a bottle of water and a hand towel as some nights are quite hot and some lessons can be abit of a workout! ((-:
**CENTRE PROTOCOLS:**
\* Masks are recommended
\* If feeling unwell or have any flu like symptoms, please
do not attend any classes
\* If you are a close contact, as a precautionary measure,
we ask you not to attend any classes until after 7 days of
negative results
\* We recommend sanitizing hands frequently
**What To Wear:**
\* Best shoes - low or flat shoes with smooth sole shoes,
such as leather sole shoes.
\* Avoid runners or sneakers as these are made to grip
the floor and can impede your movement and turns.
\* Clothing - comfortable, casual clothing is fine
**MEDICAL:**
Please consult your doctor before taking any classes if you
have breathing problems, heart conditions, knee, back or shoulder injuries or are taking prescribed medication that may effect your health
**PRIVATE LESSONS:**
We offer private lessons on a one-to-one basis at our private studio setup in Werribee. Available for one to one or with your dance partner or for small private groups at a time that suits you. Large private groups or functions, we can come to you or your event.
Private salsa lessons are a great way to fast track and accelerate your salsa dancing skills by focusing on your salsa dancing in more detail with individual attention.
Melbourne Gay Men 40+ Support Group
Welcome to the Melbourne 40+ gay men support group!
My name is Steven Cabral and I am a trained group facilitator and counsellor. The idea for this support group was born out of a gap in community service that I observed where mature aged gay men could share and relate to each other in midlife. I found that most of the services seem geared towards the younger generation and rightly so, but I feel there is a particular experience in middle age and onwards that needs to be honoured, supported, and acknowledged.
As we transition into a different phase of life, we are faced with a different set of challenges. It is my belief, from my own experience, that some of these are directly, but not exclusively, tied to our sexuality and that can influence self-actualisation later in life in various ways.
Some of us may be carrying trauma from a time where we weren't as readily accepted. This may be seeping through other areas of our life and affecting our beliefs of self-worth and love, completely unbeknownst to us. Some of us may be feeling alone at this phase in our lives because we didn't follow the well worn societal map followed by the majority; such as having kids and partners. As a result, we may feel alone in a peer groups or especially within our own families. Some of us may simply be struggling to navigate this new phase and all that it entails ranging from dating in middle age to bigger questions of how to find meaning and purpose in our lives. Some of us may be dealing with grief.
If any of this resonates with you, then I want you to know that you are not alone. My hope for the group is that you feel a sense of belonging and shared experience. That, in of itself, can be extremely healing.
The group is not a substitute for therapy, but a safe space to share and connect with others on a similar journey and to find and give inspiration.
The group is specifically targeted to gay men who are aged 40+ due to the topics covered. Due to the limitations of the space and the need to keep it intimate, there is a maximum of 10 attendees.
Venue:
Sussex Neighbourhood House Inc.
7 Prospect St, Pascoe Vale VIC 3044
Date/Times:
Once a month on Mondays 7:30pm - 9:00pm
\*\* Door will be closed 5 mins after group starts so as not to disrupt the group.
Booking a spot in group:
If it is fully booked, please ALWAYS go on Wait List - the app automatically gives you a spot as soon as someone drops out. I will reminding RSVP'd attendees to change their RSVPs to *Not Going* if they are no longer going, so that those on the Wait List get their place.
If you regularly don't show up and don't let me know - I will be in contact to see if there are any issues.
Fees:
$10.00
This purely to cover the cost of the venue where group is held as well as Meetup subscription.
Guidelines:
An opening creed will be read at the beginning of each group session. It is paramount though that ALL attendees feel safe, welcomed and respected at ALL times.
The group acknowledges the traditional owners of the land and I'd also like to extend that acknowledgement to those with lived experience of mental health challenges.
Thank you so much for reading this far - I look forward to meeting you in person. Remember, it only takes a baby step to start change.
Please message me directly with any questions.
Steven Cabral.
Meetup Event Organizers wanted!
Meetup Event organizers wanted.
If you have something to help people in this group that you want to invite them to step up as event organizer.
Contact me via meetup and let me know what you have in mind organizing how often and where.
Volleyball Openplay (BB/A) - Advanced (NMCC)
Welcome to Melbourne Volleyball Academy. 🤗
**[[WHAT]]**
This session is specifically for games only (no training). There will be a cap of 18 players, allowing for 3 teams of 6. Games will be played to 15 points, with a cap at 18 points.
These games are intended to be played at a high-intermediate(BB)/advanced(A) level.
Please see an explanation of skill levels on our website here: https://melbournevolleyballacademy.com.au/skill-levels-explained
**[[WHO]]**
The session is intended for Intermediate players.
Players should be able to:
* Have strong fundamentals for all volleyball techniques
* Serve receive a majority of serves well & serve over the net consistently
* Basic understanding of 5-1, and 6-2 systems (we do not play a pass middle 4-2 system in this session)
* Have an understanding of base defense
* Know all/most volleyball rules
Players that are not of the intermediate(BB)/advanced(A) level will be asked to leave as we want to ensure that all players have an enjoyable time playing.
**[[HOW MUCH $$]]**
$14 card payment will be processed on the day via square reader (EFTPOS).
**[[WHEN]]**
The stadium is booked from 7 PM-9 PM weekly, every Monday. However, feel free to come early and stretch as the Community Centre is open earlier.
Last minute dropouts and no shows will have a zero-tolerance policy going forward.
All players are expected to update their RSVP at least 24 hours in advanced if they are unable to attend.
This applies to players on the going list and the waitlist.
**[[OTHER DETAILS]]**
Only those on the “going” list are permitted to play. If you are on the waitlist, or not registered at all, you will not be permitted into the gymnasium.
MELBOURNE TABLE TENNIS COACHING @ MSAC
$29 per person for 2 hours of training (includes table hire)
## 🏓 MELBOURNE TABLE TENNIS COACHING @ MSAC
Ready to seriously improve your table tennis — or finally start the right way?
Join our **ongoing in-person group coaching sessions at MSAC**, where you’ll train in a structured but fun environment with players who come regularly, as well as new faces every week.
Our sessions are designed for **both total beginners and advanced players.** You don’t need experience — and you won’t be bored if you already have it.
### What to expect
* ✅ **10–15 players per session**
* ✅ **2 experienced coaches on court**
* ✅ **Structured drills + match play**
* ✅ **Individual feedback based on your level and goals**
* ✅ **A welcoming group that trains regularly**
You’ll work on **technique, footwork, consistency, tactics, and real match situations** — not just hit balls randomly. We organise the group so everyone is challenged at the right level.
### Why people love these sessions
* Ongoing training with a real community
* Fast improvement, not just social play
* A great way to **move, learn, and make friends**
* Fun, supportive atmosphere with serious coaching behind it
Whether your goal is to **learn from scratch, get fitter, sharpen your skills, or start competing**, this is a perfect place to train.
### What to bring
* 🏓 **Bat/paddle** (if you have one — if not, we’ll provide it)
* 👟 **Sports shoes (runners)**
* 👕 **Comfortable sports clothes**
* 💧 **Water bottle**
* 🧴 **Small towel**
Grab your paddle, bring your energy, and come hit with us at MSAC.
Please send me an email to:
p.tretinik@gmail.com
to confirm attendance. This helps me to book enough table for a smooth session.
NOTE: If this is not your first time coming to this meet up, the cost is $36 for the whole 2 hours.
Data Management Events This Week
Discover what is happening in the next few days
Community Assembly - AI & Data Centres
Artificial intelligence and data centres are reshaping how we live, work, and use energy. Right now, the Federal Government is asking for input to influence how this important technology shapes our future.
This is a real opportunity for community voices to reach the people making decisions about our collective future. The problem is that formal consultation processes can feel inaccessible; full of technical jargon, unclear on process, and easy to scroll past.
That's exactly why we're running this community assembly.
Rather than feeling overwhelmed or just venting into the void, come and do something about it. This is a free, volunteer-run, in-person session designed to give you:
* Context — a plain-English overview of the inquiry and what's at stake for our communities, environment, and economy
* Space — a safe, welcoming environment for open discussion, whatever your background or level of expertise
* Support — practical guidance to help you formulate and submit your own perspective directly to the inquiry.
No technical expertise required. Just curiosity and a willingness to have your say.
We believe that diverse perspectives lead to richer outcomes, and on something as consequential as AI and data centres, we need as many of them as possible! Come and help shape a future we can all look forward to.
Register here for a free ticket: https://events.humanitix.com/community-assembly-ai-and-data-centres
No 87 - An Evening with the Microsoft Fabric CAT Team
**Details**
Join us for networking, drinks and a good time catching up with fellow Power BI and Microsoft Fabric enthusiasts
**Agenda:**
5:30PM - 6:00PM Welcome and Networking
6:00PM - 7:00PM Speaker Session
**Topic:** An Evening with the Microsoft Fabric CAT Team
**THE SPEAKER -** Phil Seamark -
Phil Seamark works on the Microsoft Fabric CAT team and is an accomplished database and business intelligence (BI) professional. Phil has an in-depth knowledge of the Microsoft BI stack along with extensive knowledge of data warehouse (DW) methodologies and enterprise data modelling.
Phil has expert knowledge in all facets of BI/DW including planning architecture, project management, dimensional modelling, performance tuning, ETL design, development and optimisation, report and dashboard design as well as installation and administration.
Phil has written several books DAX and Data modelling and has also blogged extensively at dax.tips
**THE SESSION**
The Microsoft Fabric CAT (Customer Advisory Team) is touring ANZ and dropping in for an evening with us. Expect demos, war stories, and straight talk about what's working (and what isn't) at the biggest Fabric customers in the world. We'll range across the stack, covering OneLake, semantic models, Spark, real-time intelligence, performance, and whatever has just shipped. Plenty of time for Q&A, plus a few hot takes from the product group. Bring your hard questions.
**Sponsors:**
**Vivanti**
A big thank you goes out to our sponsor, Vivanti, for their support of this Meetup; providing the venue as well as drinks for attendees.
**GET AI**
A big thanks to GET AI for sponsoring the food. GET AI is a Microsoft speciliased consulting company focussed on building AI solutions in the Microsoft Ecosystem https://www.getai.com.au
Test Automation Summit | MELBOURNE
Melbourne, Are You Ready for the Next Era of Intelligent Testing?
Many teams are actively exploring AI-assisted QA workflows but are still figuring out how to apply them effectively within real delivery pipelines.
That’s where the conversations at this summit are focused.
Join the Test Automation Summit – Melbourne 2026 on 18 June 2026, where practitioners and engineering leaders discuss practical approaches to AI-enabled QA, secure delivery, test data management, and modern automation practices – with lessons drawn from real enterprise environments.
Who Should Attend
• QA & Quality Engineering Leaders
• Automation Engineers & SDETs
• DevOps & Platform Teams
• Engineering & Delivery Managers
• Software testers
• Engineers working with AI, APIs, or mobile testing
• Software Development Engineers in Test
• Teams exploring AI-enabled testing and secure delivery practices
Featured Sessions
• Renard Vardy
Principal Consultant, KJR
The Rise of Test Data Management
Exploring why test data is becoming a growing challenge for modern quality engineering and how teams are approaching governance, accessibility, and scalability.
• Aarti Suresh
Solutions Engineer, Postman
MCP and AI Agents in QA: A Strategic Implementation Framework
A practical look at how AI agents and MCP workflows can support QA teams, along with considerations for implementation and adoption.
• Vinay Madan
Technical Lead, MVSI
DevTestSecOps – Secure Shift-Left Testing
(Embedding Security Testing in CI/CD Pipelines)
How teams are integrating testing and security earlier into development pipelines to improve delivery confidence and reduce downstream issues.
Panel Discussion
Human-Centric Quality: AI-Driven, Sustainable, and Secure Testing for the Digital Era
Panel Speakers:
• Humera Khanum
Senior Delivery Manager, Lovisa Pty Ltd
Additional panel speakers will be announced soon.
Why This Event Matters
Many teams are currently balancing the following:
• Faster delivery expectations
• AI-assisted development workflows
• Increasing security considerations
• Growing complexity in test environments and data
The challenge is not just adopting new tools —
It’s understanding how to apply them effectively within real delivery environments.
This summit is designed around those practical discussions.
If you're involved in modern QA, engineering quality, automation, or secure delivery practices – this is a conversation worth being part of.
Welcome to the next 2026 AWS Melbourne Well-Architected User Group Meetup!
Hi Architects,
Welcome to our next AWS Melbourne Well-Architected User Group Meetup for 2026, including more exceptional speakers and topics! :-D
At each meetup we covered off various pillars in detail, best-practices and insights from industry leaders that specialise in the Well-Architected Framework.
And giving away drones, of course. Lots of drones.
**Please also note that AWS Security now requests a company name and company email where it is available. If you are a student, please list your institution and your student email address at that institution 👍**
We’ll be updating throughout the month with more speakers and our speakers so far this month include:
* **Mike Taylor, Solution Architect, TiDB**
**Well-Architected Data Foundations for Agentic AI: Lessons from Kimi and Manus**
As AI transitions from static prompts to autonomous, action-oriented agents, traditional data architectures often break down under the pressure of unpredictable scaling and relentless write workloads. We will explore the infrastructure of two massive-scale AI platforms, Kimi and Manus, through the lens of the well-architected framework.
* **Mystery Speaker**
**Well-Architecting AWS Marketplace**
In this talk we will dive deep into the good, the bad and the ugly of AWS Marketplace, how to maximise traction and minimise the gotchas.
This month's menu will include:
* Pizzas
* Beer: Nastro Azzurro
* Wine: Big and red 🤤
NB: Please check in up the stairs from the ground floor to the Mezzanine Level.
So come join us at 5:30 for a 6pm **SHARP** start, followed by beer, wine, pizza and friendly networking after our talks :-)
Tired of Linkedin’s "thought leadership”, spam and advertising?
Join https://well-architected.me/ , the AWS community built for architects, developers and cloud professionals.
* Connect with experienced AWS practitioners
* Preview upcoming AWS Meetups and relive past content
* Create and review beautiful AWS case studies in minutes
* Prepare for AWS certifications with curated quizzes
* Show your manager and reports you’re well-architected
(Please note that by registering to attend you agree to your details being shared as and where required with Amazon Web Services and AWS Well-Architected User Group partners)
Pure Consciousness Revealed: Nirvana Shatakam Workshop
**Nirvana Shatakam – Shankara's Six Verses on Freedom**
Most spiritual paths tell you to become something. This teaching does the opposite.
Through six ancient verses by Adi Shankara, you discover who you are by removing what you're NOT – the body, mind, and roles you play. What remains is your limitless nature that was always here.
Over seven months, we'll unpack these verses line by line, transforming how you see yourself and your life.
**What You'll Learn**
* How you mistake yourself for body, mind, emotions, and roles
* Why self-knowledge differs from self-improvement
* Why you've never actually been bound – and what keeps that recognition hidden
* What it means to recognise yourself as the sought, not the seeker
**About the Teacher**
Andre Vas teaches Vedanta full-time under the Swami Dayananda (Arsha Vidya) lineage. As a former business owner, he relates deeply to householders juggling work, family, and inner growth. Known for making knowledge stick through lived experience, not just concepts.
**Who This Is For**
No prior background needed. For anyone noticing that acquiring more, achieving more, or becoming better doesn't stick. For those with burning curiosity and a hunger to know, understand, and live this wisdom. **I'll set up group discussions also to help us make new friends.**
**When & Where**
📅 2:00-4:00pm Melbourne time
📍 3 Anjaya Court, Blackburn, Melbourne
**More info: [YesVedanta.com/nirvana](https://YesVedanta.com/nirvana)**
Initial attack models for triage & Fire suppressant drop impact
The MLAI Meetup is a community for AI researchers and professionals which hosts monthly talks on exciting research. Our format is:
* 6:00 - 6:20: Socializing
* 6:20 - 6:40: Announcements and AI news
* 6:40 - 7:40: Talk(s) and Q&A
* 7:40 - 8:00 Networking
* 8:00: Head to the nearest pub for dinner
**Elena Tartaglia: "Do initial attack models work for triage?"**
**Talk description:** Initial attack refers to the first set of firefighting actions undertaken at a newly reported fire, with the aim to control the fire’s spread. When multiple fires are reported and resources constrained, decisions need to be made about triaging fires for an escalated response. We developed empirical initial attack models for grass and forest fires for the specific purpose of triaging fires. Using a recently developed dataset of spreading fires, we tested three statistical modelling techniques to estimate the probability of unsuccessful initial attack. We assessed the models' performance and how practical it would be to use them in an operational setting using statistical techniques and case studies. In this talk, we will discuss how the models have limited skill overall and are unable to distinguish fires where bottlenecks affect the initial attack suppression. We will highlight the importance of taking an application specific approach to developing and validating initial attack models. A preprint of this work can be found on [bioRxiv](https://www.biorxiv.org/content/10.1101/2025.07.31.668020v2).
**Speaker bio:** Dr Elena Tartaglia is a Principal Data Scientist at the Victorian government Department of Energy, Environment and Climate Action, where she has worked for the past three years in Bushfire and Forest Services (BFS). BFS works to keep Victorians and the things they care about safe from bushfires, through land management actions and by responding to bushfires on public land. Elena and her team use statistics and machine learning to support data-driven decision-making in BFS. Elena is also the current President of the Victorian and Tasmanian Branch of the Statistical Society of Australia.
**Ping Siriamnat: "Impact of fire suppressant drops on fire severity"**
**Talk description:** One of the common suppression methods of bushfires is aerial drops, but there is limited research on its effectiveness. Aerial drops refer to aircraft flying over a fire and droping water or fire suppressant to slow or stop the spread of the fire. Through the National Aerial Firefighting Centre, aircraft attending to bushfires in Australia are tracked, so we have data on when and where drops were done, along with what type of suppressant was used and how much. In this project, we investigated the impact of drops on fire severity by measuring the association between drops and fire severity level, as calculated by the Arthur Rylah Institute, accounting for the influence of terrain steepness and land cover characteristics.
**Speaker bio:** Ping Siriamnat is a Master of Business Analytics graduate (Monash University) and previously interned at DEECA in the DAIS Data Science team. Across his projects, he applies statistical methods and machine learning models, alongside his business acumen, to transform data into actionable insights. He has a strong interest in market analytics, business strategy, and applying data science to uncover opportunities and improve the performance of strategic decisions.
Data Management Events Near You
Connect with your local Data Management community
Columbus Online Speed Dating
⚡️ Online Speed Dating & Matching Event! ⚡️
Tired of endless swiping? Skip the small talk and connect with singles face-to-face from the comfort of your home!
📍 Where: Online via Zoom
⚠️ IMPORTANT: RSVPing on this page DOES NOT secure your spot!
To keep the gender ratio balanced and match you with the right people, you must register and complete our 3-minute personality quiz using the link below.
[👉 CLICK HERE TO REGISTER & TAKE THE MATCHING QUIZ👈](http://www.tempodating.com/product?productId=574&productType=20:00:00Z)
(Only registration through this link guarantees your Zoom invite. Spots are limited!)
Smart Search + AI: An Outcome-Driven Journey from IDP to a Suite of AI
Over a billion documents processed. Millions of Veterans impacted. Hundreds of thousands of employee hours saved. Faster decisions. Greater accuracy. More benefits in the hands of our disabled Veterans.
We created Smart Search, the world’s largest consumer of Amazon Textract, right when GenAI began reshaping what’s possible. Since then, we’ve built a suite of AI‑driven solutions that transform this data into real, measurable outcomes—accelerating benefits decisions for our Nation’s Veterans.
Join us for a focused conversation on how an outcome‑driven approach to AI is helping us boost accuracy, streamline workflows, and deliver faster results for those who have served.
This is a follow up to the AWS re:Invent 2023 "Intelligent Document Processing with Gen AI for Public Sector" presentation.
About Speaker: Cameron Williams is a Senior Technical Project Manager and cross-functional technical leader at Booz Allen Hamilton with 15+ years of experience architecting and evolving scalable, cloud-native systems, from greenfield development to complex enterprise modernization. https://www.linkedin.com/in/cameronw711/
**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
Battle of the personal agents
Join the Columbus AI community for a special event.
**Battle of the Personal Agents** is your chance to see what people are actually building with AI agents and personal automation systems. Whether you’re running OpenClaw, Hermes, or a completely custom solution, bring your agent and show the community how it works.
We’re interested in real-world implementations: the problems your agent solves, how you use it day-to-day, how it’s hosted and managed, how you built it, and why you’ve chosen to keep using it. Live demonstrations are encouraged, so be prepared to show your code, architecture, workflows, and your agent performing real tasks.
This is less about polished presentations and more about sharing practical experience, comparing approaches, and learning from one another. If you’d like to present, please contact Chris Slee (via meetup) before the event so we can allocate enough time for everyone’s demonstrations.
Come ready to show what you’ve built, discover what others are doing, and maybe find a few ideas worth taking home.
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)
AWS Columbus: Smart Search + AI: An Outcome-Driven Journey
Title: Smart Search + AI: An Outcome-Driven Journey from IDP to a Suite of AI
Register at the Columbus AWS meetup: [https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426379/](https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426379/)
Over a billion documents processed. Millions of Veterans impacted. Hundreds of thousands of employee hours saved. Faster decisions. Greater accuracy. More benefits in the hands of our disabled Veterans.
We created Smart Search, the world’s largest consumer of Amazon Textract, right when GenAI began reshaping what’s possible. Since then, we’ve built a suite of AI‑driven solutions that transform this data into real, measurable outcomes—accelerating benefits decisions for our Nation’s Veterans.
Join us for a focused conversation on how an outcome‑driven approach to AI is helping us boost accuracy, streamline workflows, and deliver faster results for those who have served.
This is a follow up to the AWS re:Invent 2023 "Intelligent Document Processing with Gen AI for Public Sector" presentation.
About Speaker: Cameron Williams is a Senior Technical Project Manager and cross-functional technical leader at Booz Allen Hamilton with 15+ years of experience architecting and evolving scalable, cloud-native systems, from greenfield development to complex enterprise modernization. https://www.linkedin.com/in/cameronw711/
**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
Microsoft Build - Columbus Edition!
We are bringing Microsoft Build sessions to Columbus Ohio!
The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us!
And yes, there will be free food.
Please RSVP via [Microsoft Build //localhost:columbus | Microsoft Reactor](https://developer.microsoft.com/en-us/reactor/events/27247/).
Stop Guessing: A Product Person's Guide to AI Adoption
## 🤝 Host Information
A co-hosted event by ProductTank Columbus & Women in Product Columbus
💡 About the Workshop
AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge.
This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow.
Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required.
🛠️ What to Bring
Laptop: Fully charged and ready to go.
AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!)
🍕 Logistics & Perks
Food & Drink: Pizza and drinks provided!
Parking: Plenty of free spaces available on-site.
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Azure CBUS June
Want to be a speaker? submit your talk to our Call for Presenters!!!
https://sessionize.com/azure-cbus-2026/






























