Ontology

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-03-12](https://konfhub.com/ksug-au-2026-03-12) **<=** **Latest promotions** discovered by our community! * Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! * **20%** off [KubeCon Europe](https://ksug.ai/events/?ref=meet) 2026 using code **KSAI20** * Up to **30%** off popular [Books](https://ksug.ai/books/?ref=meet) and [Events](https://ksug.ai/events/?ref=meet) We're excited to welcome you to the upcoming Hands-on workshop — happening in-person at at Amazon ! 🎉 We're actively seeking more awesome AI topic speakers! 👉 [https://speaker.ksug.ai](https://speaker.ksug.ai) **About the event** Learn how to deploy and scale AI applications using Amazon EKS (Elastic Kubernetes Service). This hands-on workshop demonstrates how to build a complete generative AI platform with automated cluster management, hybrid infrastructure, and enterprise-grade observability. **What You'll Learn:** * Leverage EKS Auto Mode for automated Kubernetes cluster management * Architect hybrid node pools for optimal performance and cost efficiency * Implement end-to-end observability and LLM serving with vLLM **Hands-on Lab Experience:** Learn directly from AWS experts who have helped organizations successfully deploy and manage large-scale GenAI infrastructure. Through hands-on labs and real-world examples, you'll learn to master: * EKS cluster setup optimized for NVIDIA GPU workloads * Efficient model serving and scaling using vLLM * Distributed inference architecture implementation with Ray * Comprehensive monitoring and observability using Prometheus and Grafana * Best practices for production GenAI deployments on Kubernetes. **Who Should Attend:** Whether you're looking to deploy your first language model or scale existing GenAI workloads, this workshop will provide you with best practices and hands-on experience using industry-leading tools and frameworks. **Requirements:** * Bring your laptop and power adapter * AWS account access will be provided * Basic familiarity with cloud infrastructure concepts * Basic Kubernetes concepts Through guided exercises, you'll gain practical experience deploying and managing enterprise AI applications on AWS infrastructure. **Full Agenda** **Introduction - AI Platform on Kubernetes** 09:30 - 09:45 GMT+11 Nikola Cuca & Hantzley Tauckoor Explore the fundamentals of running AI/ML workloads on Kubernetes and understand why container orchestration is crucial for GenAI deployments. Learn key concepts and benefits of running AI platforms on Amazon EKS. **Hosting inference workloads on Amazon EKS** 09:45 - 10:30 GMT+11 Frank Fan Deep dive into designing scalable AI architectures that combine cloud and on-premises resources using Amazon EKS, focusing on inferencing. **Hands-on: Explore environment, vLLM model loading, scaling vLLM** 10:30 - 12:00 GMT+11 Frank, Don & Parikshit Hand-on labs on inferencing on EKS using vLLM **Lunch Break** 12:00 - 13:00 GMT+11 **Voice of customers & panel discussion** 13:00 - 14:00 GMT+11 Panel Hear from existing customers who implemented similar architectures in their production environment. **Introduction to monitoring and observability** 14:00 - 14:15 GMT+11 Melchi & Parikshit Explore observsability stack for AI on EKS **Hands-on: Observing LLM Inference workloads** 14:15 - 15:45 GMT+11 Don, Frank & Melchi Hand-on labs on observsability stack for AI on EKS **Quiz & Wrap-up** 15:45 - 16:00 GMT+11 Nikola & Hantzley Interactive knowledge check covering key concepts learned throughout the workshop. Review of best practices, Q&A session, and discussion of next steps for implementing GenAI workloads on EKS. **[Register here](https://konfhub.com/ksug-au-2026-03-12) to secure your spot!** See you all there! **Location:** Amazon MEL12, Level 13.304 [555 Collins St, Melbourne VIC 3000](https://maps.app.goo.gl/Kbi13GZqj2zDqDz2A) 👉 Join our [Discord](https://discord.com/invite/Rp9WzYyKua) and [WhatsApp](https://chat.whatsapp.com/D9a9IDiCS7U4cqQ0Sh60cz?mode=gi_t) for latest update! 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG** ☸ 37% OFF **[KodeKloud](https://ksug.ai/kk/?ref=meet)** Plans - Code: **K8SUGKK** 𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬: ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

2026 is here and we are excited to announce Nosh Darbari, Human Centred Service Designer giving our first talk on "Hidden drivers behind good Design work." This talk will explore how Cognitive Load is a precursor to mental health and well-being. Nosh leads with his heart. Innovates with Purpose and Consciousness. He's an internationally experienced product and service designer working at the intersection of technology and human centred experience. Most recently he has worked within the vast and often tangled landscape of a federal government organisation. He thrives in complexity, despite the frustrations. Every challenge is a chance to design better systems or services with more human experiences. Beyond the 9-to-5, Nosh is a seeker of stillness. He chases sunrises and sunsets, not just for their beauty, but for the quiet lessons they offer — presence, perspective, and peace. Nosh also helps people recognise the early signals of stress before burnout takes hold. He helps them to rediscover their point of stability and offers simple, practical tools to navigate the noise of modern life with clarity and care. Event will start at 5:30pm with Pizza, Drinks and networking with the talk starting at 6pm. We are in the Jenny Florence Room on Level 3 at The Ross House Association. **Please enter code #219851 and come up to level 3 where you will need to enter the code again to gain access.** This event is sponsored by [askable](https://www.askable.com/) ([https://www.askable.com/](https://www.askable.com/)) and Experience Design "UX" Agency [blueegg](http://www.blueegg.com.au/) ([http://www.blueegg.com.au/](http://www.blueegg.com.au/))

RSVP on https://www.meetup.com/gdg-melbourne/events/313154207/ We at GDG Melbourne and Women Techmakers Melbourne are holding a night of talks, food and networking for International Women's Day! All genders and all levels of technical expertise welcome! Codeword: IWD Our friends at Block are hosting us at their office, make sure you check the address - it is different to our usual venue! We have two great sessions lined up: Thao Tran: When Tech Turns Personal: A Human Story of Digital Safety, Resilience and Recovery" Thao is the founder of Ditox, a digital health and wellness company that helps organizations, families and individuals to reduce digital behavioral and mental health issues and improve social connection in a hyper-connected digital world. Leadership & Career discussion panel Hosted by Katie Barnett (Engineering Manager at Bilue, GDE Android, WTM Ambassador) Agenda *** Hosted By Katie Barnett, GDE Android / GDG Organiser Katie is passionate about all things Android. She has taken on a wide variety of challenging projects including in the live event, media and travel space. Her favourite thing is to see someone having a delightful experience using something she has worked on. Katie is very active in the development community, she is a Google Developer Expert for Android, one of the organisers of GDG Melbourne and is a Women Techmakers Ambassador. She frequently runs events, speaks on technical and non-technical topics and enjoys writing blog posts to share her experience with others. Katie is based in Melbourne, Australia but loves to travel the world and outside of tech she enjoys boardgaming and attempting to finish many craft projects. Suesi Tran, Senior Flutter Developer Google Developer Expert in Dart, Flutter & Firebase, Women Techmaker Melbourne ambassador, GDG Melbourne & Flutter Melbourne co-organiser. In short: Flutter is love, and mobile is life. Poornima Sivakumar, GDG Organiser Lovee Jain, GDG Organiser Lovee is a Software Engineer at Prezzee, a GDG Melbourne Organiser and also a Women Techmakers Ambassador. A tech inquisitive philomath, she loves problem solving and solution design. She has worked at a city council where she developed a lot of useful system integrations and while at Prezzee she develops and works on multiple gift card solutions to cater the B2B2C market. Zach Jensz, GDG Organiser Passionate about the web, seamless UX and accessibility. I love attending meetups, find me and come say hi! Ujjawal Raj, GDG Organiser Bramley Turner-Jones, GDG Organiser Yuba Raj (UV) Panta, GDG Cloud Organiser Kartik Arora, Android Engineer Google Developer Expert in Android Android Engineer @ Bilue Carolyn Ai Chi Wong, *** Partner Block (https://block.xyz) *** Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-melbourne-presents-international-womens-day/.

This course, facilitated by Wendy Dixon, explores the concepts and exercises in Wallace Slater’s book *A Simplified Course of Raja Yoga*, which follows the Yoga Sutras or Aphorisms of Patanjali. We meet online every Wednesday night and follow the 10-lesson structure created by Slater, allowing a month for each lesson. We will thoroughly explore each step, with time for discussion and practice. Each session contains material on one or more of the eight limbs of yoga, so named by Patanjali - self-restraint (yama), self-discipline (niyama), posture (āsana), control of breath (prānayāma), control of the sense (pratyāhāra), concentration (dhāranā), meditation (dhyāna) and contemplation (samādhi). Additional material is sourced from I. K. Taimni, Swami Vivekananda, H. P. Blavatsky and contemporary Raja Yoga books. We begin and close each session with sitting meditations. **This is an ongoing course that you can join at any time.** **COURSE LINK** Please click on this link to join: [https://us06web.zoom.us/j/86376822389](https://us06web.zoom.us/j/86376822389) Meeting ID: 863 7682 2389 Passcode: 251130 **Admission by Donation:** A suggested donation of $5 or more per session assists Blavatsky Lodge to continue to offer online Theosophical courses. Please donate via PayPal here: [https://tinyurl.com/blavatskylodgedonation](https://tinyurl.com/blavatskylodgedonation) or email info@tssydney.org.au for other payment options. The course is run by **Wendy Dixon**, a National Lecturer for the Theosophical Society in Australia. She has been a member of the Theosophical Society for over 53 years, attending the youth group for at least 4 years prior to joining the TS at the age of 16 years. The works of Blavatsky, Hodson, Krishnamurti, Taimni, Besant, Leadbeater and the Dalai Lama are the cornerstone of her ever-continuing studies.

**The Telepathy Tapes podcast** brought the ESP abilities of autistic children to the world’s attention, with several studies exploring this association more closely. However, the neurological effects of autism can affect other abilities as well – like present-life memory and even past-life memories. **Jim Matlock and his team are pioneers** in this new cutting-edge field of study - now exploring it more systematically than ever before, with new findings still coming to light. **Some autistic people have outstanding memory** capabilities, while also struggling in other areas. But other autistic people are unable to form the basic episodic memories that underlie autobiographical recall. And research is revealing that the same factors impacting present-life memory can impact past-life memory as well. **In this session, Jim Matlock will discuss** several case studies of autistic children and adults to describe how autobiographical past-life memories can either be suppressed or enhanced under autism. **About Jim Matlock PhD:** * Anthropologist and world-class reincarnation researcher * Creator of the 'Processual Soul Theory' through his comprehensive, multicultural and interdisciplinary approach * 45+ years involvement in parapsychology and reincarnation studies * Editorial Board member of the *Journal of Scientific Exploration* * Editorial Board member of the Journal of Near-Death Studies * Research Fellow with the Parapsychology Foundation, Inc. * Winner of 2021 Parapsychological Association Book Award for Signs of Reincarnation: Exploring Beliefs, Cases, and Theory (2019) * Author of a multitude of academic publications on reincarnation * Curator of top-notch FB group "Signs of Reincarnation" **Online Option:** While this is billed as an in-person event, there will be online access as well. Just reach out to me via Meetup or russ.parapsych@gmail.com Here are the Teams meeting details: [Autism and Past-Life Memories - Parapsychology Meetup Melbourne | Meeting-Join | Microsoft Teams](https://teams.live.com/meet/9353411450149?p=fHMKtHIjiSKrh9ZeA6) Meeting ID: 935 341 145 014 9 / Passcode: 5fj6Cq **Post-Event Social Lunch Hangout (12.45 - 1.45pm)** Afterwards, you are invited to lunch with everyone at Flora Restaurant (5min walk from the venue) **PLEASE NOTE:** * **11AM Start -** Please be considerate and arrive early. * **$10 Cover Charge:** Room hire, facilities, and running costs.

**ATHEIST SOCIETY** \- Melbourne\, Australia\. ***"Morals, Metaphysics and Naturalism."*** **Les Allan** (**[Rational Realm](https://www.rationalrealm.com/)**) will present the topic and lead the discussion. **Venue**: Unitarian Hall, 110 Grey Street East Melbourne. (Adjacent to the Epworth Freemasons Hospital). **Zoom** Meeting ID: 852 9852 4260 Passcode: 249550 These hybrid meetings are on the 2nd Thursday of the month, 8pm. Convenor: John Perkins - Tel: 0411 143 744 - **[jlperkins@tpg.com.au](http://jlperkins@tpg.com.au/)** Atheist Society: **[Website](https://reason101.tech/Atheist/Society.htm) \- \- \- [Facebook](https://www.facebook.com/atheist.society.australia)**

Our regular monthly presentation night on the second Thursday of the month from 6:30pm! Thanks to Mantel Group for hosting us again this month. If you're coming in person we're there with food and drinks from 6pm. We will be live streaming the presentations as usual from 6:30pm at [http://www.melbournecocoaheads.com/live](http://www.melbournecocoaheads.com/live) \-\-\- **Agenda** \| 6:00pm \| Food \+ Networking \| \| 6:30pm \| Event begins\. Introductions \| \| 6:40pm \| April Staines and Nabila Herzegovina — SheHacksSwift\, the Swift Student Challenge and opportunities for others to get involved in the pipeline of Swift Developer Talent \| \| 7:15pm \| Luke Howard — An embedded audio product built with Swift \| \| 7:55pm \| Wrap up \+ social time at a nearby venue \| \* All times are approximate. Presentation order will be confirmed on the night. \-\-\-\- We are always looking for speakers and believe everyone has an interesting talk hiding inside themselves. If you are interested in letting that talk out at a future event you can get in touch on the website [https://www.melbournecocoaheads.com/talks](https://www.melbournecocoaheads.com/talks) or on Slack.

**FromHereOn** is proud to sponsor this special event with **Women in Architecture Australia (WIA)** in Melbourne **Panel Guests & Networking Event** This event is open to everyone—women, men, and supporters of diversity. Connect with like-minded professionals, build meaningful relationships, and unlock new opportunities. Please make sure to **register on Humanitix** (RSVP on Meetup won’t secure your spot): [https://events.humanitix.com/women-in-architecture-networking-event-in-melbourne-xu49tqj2](https://events.humanitix.com/women-in-architecture-networking-event-in-melbourne-xu49tqj2) Join us for an inspiring evening of thought leadership and networking as we celebrate **International Women's Day** with some notable voices in **architecture, innovation, and leadership**. Enjoy food and drinks while connecting with peers and gaining insights from our panelists. This is a fantastic opportunity to engage in meaningful discussions, expand your network, and be part of the conversation shaping the future of Women in Architecture. **Find out more details here: [https://events.humanitix.com/women-in-architecture-networking-event-in-melbourne-xu49tqj2](https://events.humanitix.com/women-in-architecture-networking-event-in-melbourne-xu49tqj2)**

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

# **Band and caller TBA** Beginner lesson at 1:30, regular dancing begins at 2:00 pm NOTE THAT WE ARE TEMPORARILY DANCING IN THE AFTERNOON INSTEAD OF EVENING. Dance with us in the afternoon then you can still go out in the evening! **Sponsor: All Soles Contra and Square Dancing, First Unitarian Universalist Church, 93 W. Weisheimer Rd., Columbus OH 43214** WHAT IS CONTRA DANCING? Picture the Grand Ball scenes like you’ve seen in period films such as “Pride and Prejudice”, where the dancers are lined up in long lines, across from each other. That’s English Country Dancing, the predecessor of contra dancing. Now, add moves like “swing your partner” and “do-si-do,” like you’ve seen in square dancing. Set it to fabulous, high energy, live music with fiddles, guitars, percussion and more, alá “Riverdance.” Finally, set the whole scene down in the middle of Woodstock, with a hip, groovy atmosphere, a bit of tie-dye, and hints of counter-culture attitude. THAT’s Contra Dancing! Wear cool and comfortable clothes (you will get warm) and clean shoes that won't mark up our nice wood floor. Be sure to come for the beginner's lesson from 1:30 - 2:00, followed by dancing 2:00 - 430. All dances are taught; we will help you learn! Beginners always welcome, no need to bring a partner. Cost is $10.00 adults, $5.00 ages 12-26. Under 12 free. Free parking in church lot. Please bring your own refillable water bottle.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 **Abstract** TBD **YouTube Link** TBA

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Have you ever suffered from a traumatic experience, a deep loss or been through a painful breakup? Has your ability to communicate suffered as a result? And after that, even though you "moved on" did you find that things were never quite the same? Have you ever looked at childhood photos, or reminisced your early life and wondered where that happiness and spark went? Are your emotions out of your own control? Have you ever felt, even if you aren’t aware of it, that possibly you are getting in your own way of your happiness and success? How does this affect your self-confidence? Find out what is at the root of all stress, anxiety, depression and self-doubt. Find out how and why you hold yourself back from achieving your goals and having the life you have dreamed of. As soon as you learn what is at the root of these unwanted conditions, you’ll see it is something you can DO something about. You will not be labeled or categorized at this MeetUp.

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.

Feeling down? Sometimes depressed? Can't focus? Negativity & stress? Recent losses? Creativity in career and personal life hindered by mental blocks? Sometimes we never fully recover from traumatic experiences. Whether it was yesterday, last week or a year ago, traumatic experiences - a loss of a loved one, losing a job, a breakup - can leave you scarred. You talk about it and feel a little better, but it never goes away. After you hang up the phone, it's still there; the sadness, the cloud, the over-thinking, the worry, the guilt. You try to focus, but you're blocked. You try to look forward into new experiences, new relationships but a cloud is hanging over you, casting a shadow on what you once considered a bright, cheerful future. What happened to your courage? Your strength of character? You're 'why not' attitude? Whoever said 'time heals' must have had a special time machine, because after weeks, months, years, you're wondering - when exactly does that kick in? Sometimes it seems like drinking or drugs are the way to go. But they wear off, and now the problem is still there with added side effects from the drugs. At this free local Meetup event we will talk about: * What causes grief, anxiety and depression to become chronic. * Is it possible to regain your joy and happiness even after traumatic experiences? * How to break away from negativity and focus on the future * What are the steps to take to get control of your mind and your emotions? Learn about a safe, gentle, do-it-yourself counseling that can be done in the comfort of your own home. Let's explore safe, effective solutions for healing from traumatic experiences. Be sure to click on the red "Attend" button below to come to the event. We look forward to seeing you there. This group is sponsored by the Dianetics & Scientology Life Improvement Center.

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.