Data Management

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.

\*\* Important RSVP [here](https://www.aicamp.ai/event/eventdetails/W2026061523) (Due to room capacity and venue security, it's required to pre-register at the link for admission). RSVP on Meetup is turned off. We are hosting an immersive, expert-led workshop designed to help participants move beyond theory into real-world implementation. The session will provide a clear understanding of the latest Google AI technologies while enabling attendees to actively build, experiment, and deploy solutions in a guided environment. Whether you are beginning your AI journey or looking to strengthen your applied knowledge, Build with AI 2026 offers a structured and impactful hands-on learning experience. Come join us for a hands-on workshop curated for you! **Agenda:** \* 5:00pm\~5:30pm: Checkin, Food and Networking \* 5:30pm\~7:30pm: Tech talks, Code Labs \* 7:00pm: Open discussion & Closing **Workshop: Getting started with MCP, ADK and A2A** **Speaker:** Lovee Jain (Prezzee, Googler Developer Experts) **Abstract:** AI agents are rapidly growing in popularity, revolutionizing task automation and decision-making. This workshop will help you get started by showing you how to build a currency agent that can convert between different countries' currencies. With the goal of walking through the latest technologies to help you understand those acronyms that you may have seen floating around the internet (MCP, ADK, A2A). Participants will learn how to: \- Build intelligent\, task\-oriented agents using the ADK framework \- Extend agent capabilities with the MCP server for secure\, live data context integration \- Enable dynamic agent\-to\-agent communication and orchestration with the A2A protocol \- Develop and deploy multi\-agent solutions on Google Cloud **Prerequisites:** \- A Laptop – Because AI isn’t \(yet\) trained to work on telepathy\. \- Bring your curiosity\, and we’ll bring the tools to make it happen\! \- GCP Credits will be provided for the workshop\. **Speakers/Topics:** 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 5,000+ AI developers in Melbourne and 500K+ worldwide.

**Welcome to our Linguas Tuesday Social + Language Exchange Meetup 🌍** We meet weekly at **Fathers Office QV, 249 Little Lonsdale st (Melbourne CBD).** We ask that you **purchase a drink at the bar** or **pay $3.5 at entry**. *** ### 💬 Find your people (New!) Looking to practice a specific language? Post in the discussion using: * **#LearnSpanish** * **#LearnEnglish** * **#TeachEnglish** * **#LearnJapanese** * etc. 👉 This helps others find you faster and makes it easier to connect. *** ### 📲 Join our WhatsApp Community Stay connected before and after the event, meet people, and find language partners: 👉 **Join here:** [https://chat.whatsapp.com/Bi7FlhHP91e0eP7MfdeWcZ](https://chat.whatsapp.com/Bi7FlhHP91e0eP7MfdeWcZ) *** ### ⏰ What to expect We consistently have **100–120 attendees** every Thursday (across multiple Meetup groups). People arrive at different times — **best time to come is between 6PM and 9PM.** Come solo or with friends — most people come alone and join conversations naturally. *** ### 🌏 Who attends? A mix of: * Native & non-native English speakers * International students * Backpackers & working holiday travellers * Professionals & expats * Local Australians You’ll meet people from: Europe, China, Japan, Korea, Latin America, and more. *** ### 🗣️ Why join? 👉 A relaxed, social way to practice English 👉 Meet people from around the world 👉 No pressure, no structure — just conversations *** ### 🍕 FREE DRINKS & FOOD FOR FRIENDLY VOLUNTEERS! We’re looking for **friendly volunteers** to help welcome newcomers and keep the vibe social. 👉 You’ll get: * Free drinks (beer/soft drink) * Food (pizza, wedges, etc.) * A fun team to hang out with No experience needed — many of our volunteers are **first-timers too**. Interested? 👉 [www.Linguas.au/Volunteer](www.Linguas.au/Volunteer) *** 📲 **More info:** [https://instagram.com/Linguas.AU](https://instagram.com/Linguas.AU) or **@Linguas.AU**

Join the Melbourne TED Talk Community for an engaging session and meet people who like being an ideator, who want to bring their voice to a larger community. In contrast to a typical public speaking training event, where you receive feedback on your amms and aas and the way you present, this goes beyond that. **The objective of this community is to get inspired by some of the best ideas serving humanity, find your own calling and voice, be an ideator, and share your ideas clearly and persuasively.** The talk we will play is one of the amazing talks from the TED Library. In this session, we will delve deeper into the topic and gain perspective, and learn from each other. Be prepared to network, engage in meaningful conversations, and embark on a journey of professional development and leadership growth. **Mark your calendars and don't miss this opportunity to refine your public speaking abilities with the Melbourne TED Talk Community!** **TED Talk link to watch together:** **TBA** **Agenda (as a guide)** 6.00 PM Registration 6.10 PM Introduction by Attendees 6.20 PM 10 min talk on screen (optional) 6.30 PM Breakout session (Group / Individual) based on topic 6.45 PM Individual / Group shares their takeaways 7.00 PM Practice the Art of Public Speaking - 2-3 talks of 2.5 minutes 7.10 PM Feedback to the Presenters and overall session 7.20 PM Event Concludes & floor opens for Networking **Fees: The event has a $5 contribution towards hiring the hall and Audiovisual. This can be paid through PayPal at the time of registration.** Looking forward to seeing you there. The Organizers Raj

Hi Radiant Ladies, Remember that lovely April lunch? Here’s to hoping Melbourne’s winter plays nice — but hey, at least there are heaters! Can’t wait to see you there. Lyn 🌸

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

**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

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.

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)

**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)**

Never been to one of our meet-ups before? Been a member for a while or just joined? Either way this is the social for you! Once a month we hold a special meet-up to welcome in new members. Regulars are encouraged to attend and help new members have a fun night out! Our monthly “newbie” social is an opportunity to learn about our groups, events held and resources to help members. More importantly it is an opportunity to meet others going through separation & divorce in a safe and friendly environment. We can all learn from each other, but the primary aim of the socials is to enjoy ourselves! Our socials are hosted by members of the Divorce Support & Social Group and the Melbourne Divorce Support Group. We pay for own food and drinks individually. On Wednesday nights the Royal Melbourne has $20 pizza and pasta specials. Great food and great company. We hope to see you!

⚡️ 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=onlineSpeedDating) (Only registration through this link guarantees your Zoom invite. Spots are limited!)

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

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)

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

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/).

## 🤝 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. ###

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com