Clustering

**Important:** Register at the [external event website](https://www.aicamp.ai/event/eventdetails/W2026012623)[ ](https://www.aicamp.ai/event/eventdetails/W2025120823)is required for admission. **Description:** Welcome to the AI meetup in Melbourne, in collaboration with AI Innovation Centre. Join us for deep dive tech talks on AI, GenAI, LLMs and Agentic AI, hands-on experiences with code labs and workshops, and networking with speakers and fellow AI developers, builders, startup founders. **Agenda:** * 5:30pm\~6:00pm: Checkin and networking * 6:00pm\~7:30pm: Tech talks and Q&A * 7:30pm: Open discussion & Mixer **Topics/Speakers:** Check the [event website](https://www.aicamp.ai/event/eventdetails/W2026012623) for Speakers and Topics. 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 our community. Whether it is by offering venue spaces, providing food/drink, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, and but also exposure to our extensive membership base of 5,000+ AI developers in Melbourne and 500K+ worldwide.

**\*\*\*This is a pre-booking event. Please visit [artmasterclass.com.au](https://www.artmasterclass.com.au/) choose your lamp, use the MEETAMC10 coupon code, and make a reservation.\*\*\*** Join us for a hands-on workshop where families can learn the art of creating beautiful Turkish lamps together. This unique and engaging class will guide parents and kids through crafting intricate and colorful lamps. No prior experience is required, as our expert instructors will provide step-by-step instructions on design, assembly, and decorating techniques. This workshop is perfect for families and friends to bond, unleash their creativity, and take home a stunning handmade craft that can brighten any room. Come discover Turkish lamp-making's magic with your little ones in a fun and supportive environment. In this 2.5-hour workshop, you'll lose track of time and end up with a beautiful lamp to take home!

**Chasing Unicorns**: When Job Ads Demand Superhuman Skills, with Gaurav K In this talk, Gaurav will reveal why the “perfect candidate” is a myth and how both employers and job seekers can benefit from a more realistic approach to tech stack and domain knowledge demands in hiring instead of searching for a “unicorn” who fits every requirement. We will also be having a panel discussion after Gaurav's talk **Venue:** Hosted at Inspire9 Coworking Space Richmond https://www.inspire9.com/ **Gaurav Kathuria** is the Founder and Principal Trainer at **Business Analysis Upskill.** Gaurav offers professional training and coaching in Business Analysis, Data Analysis, Business Intelligence, Business Analysis certifications (ECBA, CCBA, CBAP), BABOK, Agile, Scrum, Process Automation, and Product Management. **Jade Bennett** is the Founder of **Middleton Executive**, an embedded hiring and executive search partner to product and technology companies. Jade is also the creator and host of The Product Edge podcast and a career strategist, known for her HIRED framework. **Jodie Marron** is a Senior Principal Consultant at **Frazer Tremble**, specialising in recruiting high-performing PMO, project, transformation, and tech teams across Australia in financial services, professional services, and utilities. She loves bringing people together through industry events and panels. **Andy Kelk** is a Fractional CTO and strategic advisor with over 25 years guiding scale-ups through technical growing pains. In senior roles at REA Group, Marketplacer, Australia Post, Wesfarmers, and others, he has architected platforms handling billions in transactions, scaled engineering teams from 15 to 100+. **John Parshotamdas** is a Lead Business Analyst at the **University of Melbourne**, where he oversees a team of more than 20 Business Analysts within the Digital Products Portfolio. +++ If you would like to volunteer to lead one or several sessions in 2026, please get in touch.

**\*\*\*This is a pre-booking event. Please visit [artmasterclass.com.au](https://www.artmasterclass.com.au/) choose your ceramic, use the MEETAMC10 coupon code, and make a reservation.\*\*\*** **Ceramic Paint & Sip Workshop - Melbourne** **Hosted by Art Masterclass** Unleash your creativity at our fun and relaxing Ceramic Paint & Sip Workshop! Whether you're a seasoned artist or have never touched a paintbrush before, this workshop is perfect for all skill levels—no prior knowledge is required. Join us for different sessions every day, where you can personalize your ceramic masterpiece while enjoying a glass of wine in the heart of Melbourne. Book your session today and experience the joy of art in a fun and social setting!

The Pet Store Agent Quest is an introductory AWS GameDay challenge focused on Agentic AI development using Amazon Bedrock AgentCore and the Strands framework. This Quest is designed to give attendees hands-on experience building and working with AI agents, utilizing prompt engineering and Amazon Q Developer Pro to assist in solving a series of challenges. Participants will build AI agents for a new Virtual Pet Store, creating specialized agents for pet recommendations, care advice, and customer service while implementing appropriate guardrails for responsible AI responses. AWS GameDay is an interactive, team-based learning opportunity where participants use and expand their AWS skills in a realistic, gamified, risk-free environment. Participants are given an AWS account to share with pre-provisioned infrastructure that they will evolve in response to realistic business and technical requirements designed to challenge them. Teams will be given 1.5 hours to play through the GameDay and there will be an awards ceremony at the end of the event. **A laptop is required to participate.**

Tuesday's Volleyball Games are on. Games start on Tuesday 7 pm at Ashburton Recreational Centre. All Levels Welcome. NO bookings required. Come and play volleyball with friends. #international #volleyball #club #melbourne

**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.

🌟 **A new one-on-one, personality-based connection experience** Many of you have been asking about structured events and if I’d ever bring them back. Well… here it is - a new version, more intentional, and built around something I care about : **matching people based on personality.** Over the years, I’ve seen how hard it can be to find people you truly click with as adults. Small talk goes nowhere, and most events don’t give you the space for real conversation. 💫 **What to Expect** This is not speed dating, and it’s not a big mixer. It’s a curated, one-on-one connection experience where you’ll meet a few people who’ve been matched to you based on personality and vibe. Expect: * A cosy, comfortable venue * A hosted structure so you’re never left awkwardly standing around * A series of guided one-on-one conversations * A relaxed atmosphere where you can genuinely be yourself * This is not dating focused event, there will be a seperate one for dating Each conversation is designed to feel natural — because the match is based on compatibility Get your tickets here - https://www.eventbrite.com.au/e/1984161364052?aff=oddtdtcreator 🧭 **Before the Event** Once you get your Eventbrite ticket, you’ll receive a **short personality test (If you have already taken the test at a previous event you don't need to do it again)**. It takes only a few minutes but helps us understand your communication style, energy, and compatibility factors. This is how we curate meaningful one-on-one pairings for the event. 🌿 **Come Join Us** If you’re tired of small talk and ready to meet people who truly fit your personality, this is for you. A warm, intentional space created for deeper conversations and genuine chemistry - whether it becomes friendship, something romantic, or just a surprisingly great chat. RSVP now — spots are kept limited to ensure quality one-on-one time.

Join us for a relaxed, no‑pressure networking evening designed to bring Melbourne’s business community together with purpose. There’s no formal agenda—just quality conversations and genuine connections, hosted by the team at [PropertySensor](https://www.propertysensor.com). **What to expect** A connection‑first environment (no sales pitches) Opportunities to expand your professional network Potential client introductions and new business leads - without the hard sell **Good to know** Cost: Free to attend (limited places — please register early) Food & drink: Available for purchase at venue restaurant / bar prices Bring: Your business cards and an open, collaborative mindset All Melbourne business professionals are welcome. Come to connect, share ideas and discover opportunities.

**Unlock Meaningful Connections at Our Speed Friending Event** [LINK TO BOOK](https://www.eventbrite.com.au/e/meaningful-conversations-group-speed-friending-tickets-1983191017720?aff=oddtdtcreator) Ready to step out of your comfort zone and make authentic connections? Join us at *The Bank on Collins* for an exclusive Speed Friending event with structured conversations designed for ambitious professionals and like-minded individuals who are eager to forge meaningful connections - not just small talk. This event attracts a diverse group of individuals who are serious about building friendships and expanding their network. Whether you're a professional climbing the career ladder, a creative pushing the boundaries of innovation, or an entrepreneur chasing your next big idea, you'll find yourself surrounded by like-minded go-getters who think big and dream even bigger. In a world where quality relationships are key to success, we believe that life is better with great people in it. This event is your opportunity to meet dynamic, driven individuals who are all about growth, collaboration, and real conversations. Be prepared to dive deep with thought-provoking questions that foster vulnerability and genuine connections so you can Find Your Tribe. Whether you're a seasoned event-goer or this is your first event, we're here to support you every step of the way. Push past surface-level interactions and start building the kind of relationships that truly matter. **Event Structure:** * **6:30 pm:** Arrive, grab a drink, and mingle. (Pro tip: Happy hour ends at 6:30 pm, so come early to snag a deal!) * **6:45 pm - 7:45 pm:** 3 rounds of group speed friending. You'll meet 16-20 like-minded people ready to connect on a deeper level. * **7:45 pm - 8:30 pm:** Post-speed friending social networking. This is where the magic happens—spend time with the people you vibed with most and start building real friendships. **Investment:** $10 [BOOK YOUR TICKETS HERE](https://www.eventbrite.com.au/e/meaningful-conversations-group-speed-friending-tickets-1983191017720?aff=oddtdtcreator) To support the venue, please buy a drink (alcoholic or non-alcoholic) or snack during the event. **Liability Disclaimer:** By attending this event, you acknowledge that you are participating voluntarily and are responsible for your own health, safety, and well-being during the session. *Find Your Tribe Melbourne* and its hosts are not liable for any injury, loss, or damage that may occur. Please take care, be mindful of your surroundings, and participate within your own comfort level. **Photo & Video Disclaimer:** Please note that photos and videos will be taken throughout the event and may be used on our social media channels or other platforms. If you prefer not to be photographed or filmed, kindly inform one of the hosts at the beginning of the event. **Take the leap - join us for a night of transformative connections and step into a community of movers and shakers. We can't wait to meet you!** Link to book: https://www.eventbrite.com.au/e/meaningful-conversations-group-speed-friending-tickets-1983191017720?aff=oddtdtcreator Instagram: @findyourtribemelb

**—— Details ——** We will meet at the starting point, take round trip around the Tan and a short stroll inside the botanical garden. BYO coffee/ water bottle. Dress for outdoor walk. Come along & simply say, "Hi, it's my first time joining the group event." or ask the organiser to introduce you. You can take it slow and start from there. If you enjoy the conversations, take the initative to invite others to hang out over a bite/ drink after. **\-\-\- Running Late \-\-\-** If you are running late, please message at least 30 mins in advance. We will wait up to 15 mins before heading off. We won't be able to keep track of messages once we start. **\-\-\- RSVP / Change of Plan \-\-\-** Change of plan or decide not to attend is absolutely okay. Please do update your RSVP to "NO", so others can have the opportunity to attend. **\-\-\- Intro \-\-\-** Kudos to Friends….Expand Your Social Circle Meetup group is a community of individuals who prefer to take it slow to get to know each other overtime in Melbourne. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, chilling, cultural exchange, etc. Above all, we’d like to celebrate the importance of friendships. So if you are looking to expand your social circle and explore new adventures and venues in Melbourne, come join us! **\-\-\- WhatsApp Group \-\-\-** We use WhatsApp for more fluid communication, including ideas, interest groups, questions etc. Please let the organizer know if you would like to be added to the WhatsApp Group at the event. We will send an invite to attendees to the group. (give us some time) **\-\-\- Rules \-\-\-** Admin will only add members to the group with a clear profile picture. (No hidden behind sunglasses, masks, drawings) **You might be removed from the group in the case of…** * no show * without a clear profile picture * anti-social behaviour (i.e. acts rude / disrespectful regularly) * take advantage of individuals for personal gain(s) **\-\-\- Privacy \-\-\-** Do not disclose your contact number in this post comment. We will delete your comment/info as soon as we see it to protect your privacy.

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 \| Luke Howard — An embedded audio product built with Swift \| \| 7:15pm \| TBC \| \| 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.

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.

Join the CONNECTED Westerville Mastermind Group for a dynamic afternoon of B2B networking! This event is perfect for professionals looking to expand their business connections, share insights, and foster collaboration within the community. Whether you are a seasoned entrepreneur or just starting out, this event offers a valuable opportunity to exchange ideas, build relationships, and grow your network in a supportive environment. Connect with like-minded individuals, explore potential partnerships, and discover new opportunities for professional growth. Don't miss out on this chance to enhance your business network and take your career to the next level with CONNECTED Westerville Mastermind Group! We meet the 4th Monday of every month from 11am-1pm. Welcome and general networking from 11am - 11:30am with core meeting 11;30 - 12:30 and a final round of networking from 12:30 - 1pm.

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

WQC has weekly Thursday night social nights at the Westerville Java Central. Come and grab a coffee and connect with the community: low stakes, chill environment, and tasty drinks. No registration is required; come as you are.

**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)

Connected Westerville Night of Networking flips the script on networking, with surprises and connections that'll make you say, "Who knew networking could be this much fun?!"

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/