Neural Networks

Join us for our very first Melbourne Wellnesspreneur Club event, bringing together people who are passionate about building businesses that help others live healthier, happier lives. This relaxed social evening is designed for wellness seekers, aspiring entrepreneurs and anyone curious about the intersection of natural health and entrepreneurship. **Come along for good conversation, new connections and a welcoming community of people building meaningful work in wellness.**

Integral to the modern data scientists toolkit is understanding how to turn data into decisions. A core part of this is thinking about the end stage of your analysis pipeline, and how the communication and visualisation of your results will factor into decision making. But it's not just enough to deliver a solution. Part of successfully supporting end-user decisions comes from co-design. That means thinking about end user needs and how your end-users will engage with your solution. This talk explores both of these issues using fantasy basketball statistics. So come along if you have a love of data and data-driven decision making. Also come along if you are fan of sports analytics or forecasting.

Hello everyone! Join us for an Apache Kafka® x Apache Flink® x Apache Iceberg® meetup on **Mar 18th from 5:30PM**, hosted by intelia in Melbourne! The address, agenda, and speaker information can be found below. See you there! **Venue**: intelia L3, 31 Queen St, Melbourne 3000 IMPORTANT: Please note that for security purposes, all attendees are required to sign in at the lobby to get into the building. \*\*\* **Agenda:** * 5:30pm: Doors open * 5:30pm - 6:00pm: Pizza, Drinks, and Networking * 6:00pm - 6:30pm: Olena Kutsenko, Staff Developer Advocate, Confluent * 6:30pm - 7:00pm: Paras Sitoula, Technical Lead, Tabcorp * 7:00pm - 7:30pm: Additional Networking \*\*\* **Speaker:** Olena Kutsenko, Staff Developer Advocate, Confluent **Talk:** Keeping data private in real-time pipelines **Abstract:** We all love real-time data — clicks, payments, rides, messages — but most of it comes with a catch: it contains personal information we're not supposed to leak, such as names, emails, locations, or even small clues that can identify someone. The challenge: how do we keep streaming data useful and safe at the same time? In this talk, we'll explore practical ways to protect privacy in streaming systems using Apache Kafka, Apache Flink, and Apache Iceberg. We'll cover: - simple tricks like masking and tokenizing PII; - why "anonymous" data often isn't anonymous (the re-identification problem); - techniques like bucketing, k-anonymity, and adding noise; - how to balance privacy with data utility (too much hiding makes data useless). Along the way, we'll look at real-world stories: from public data leaks to surprising deanonymization attacks, and show live demos of pipelines that anonymize data before it's written to storage. If you've ever wondered how to build privacy-aware pipelines, this talk will give you practical patterns you can use right away. **Bio:** Olena is a Staff Developer Advocate at Confluent and a recognized expert in data streaming and analytics. With two decades of experience in software engineering, she has built mission-critical applications, led high-performing teams, and driven large-scale technology adoption at industry leaders like Nokia, HERE Technologies, AWS, and Aiven. A passionate advocate for real-time data processing and AI-driven applications, Olena empowers developers and organizations to use the power of streaming data. She is an AWS Community Builder, a dedicated mentor, and a volunteer instructor at a nonprofit tech school, helping to shape the next generation of engineers. As an international speaker and thought leader, Olena regularly presents at top global conferences, sharing deep technical insights and hands-on expertise. Whether through her talks, workshops, or content, she is committed to making complex technologies accessible and inspiring innovation in the developer community. \-\-\-\-\- **Speaker:** Paras Sitoula, Technical Lead, Tabcorp **Talk:** Building an AI Agent on Kafka — Architectural Realities Beyond the Demo **Abstract:** Large Language Models make it deceptively easy to build an “AI agent”: consume an event, call a model, produce a decision. But when this pattern is introduced into a high-throughput streaming system built on Apache Kafka, the architectural assumptions begin to shift. Kafka is optimized for predictable scaling, low latency, and deterministic event processing. LLM-based agents, by contrast, introduce seconds-level latency, per-call cost, rate limits, and non-deterministic outputs. What appears straightforward in a demo can quickly create consumer lag, cost escalation, replay inconsistencies, and new operational failure modes in production. In this session, we will: * Build a simple event-driven AI agent on Kafka * Examine the architectural tension between streaming systems and LLM workloads * Explore the impact of latency, cost-per-event, backpressure, and rate limiting * Discuss how non-determinism affects replay and auditability * Present practical design patterns to isolate and control AI workloads in streaming environments Rather than focusing on prompt engineering, this talk takes a systems-design perspective. It is aimed at engineers and architects who are experimenting with AI in real-time platforms and want to understand the production trade-offs before deploying at scale. **Bio** Paras is a seasoned software/date engineer with significant experience in developing and optimizing realtime scalable systems. At Tabcorp, Paras leads a high-performing team, developing and optimizing real-time transaction monitoring systems utilizing technologies like Apache Kafka and Neo4j. With a robust background in both real-time and batch data processing, Paras has extensive experience across various platforms and tools, including AWS, Databricks, and Spark, which he leverages to deliver high-performance data solutions. \*\*\* If you would like to speak or host our next event please let us know! community@[confluent.io](http://confluent.io/)

### ☕ Common Grounds Melbourne *Come for the coffee, stay for the connections.* **Common Grounds Melbourne** has become a true home for connection, and we’re thrilled to keep the coffee and conversations flowing at, **Mr Sister Café in Malvern East**. With its warm, welcoming vibe, consistently great coffee, and an incredibly supportive team, Mr Sister Café is the perfect setting for our community to gather, connect, and thrive. If you’ve joined us before, you already know the magic. If not, consider this your official invitation. Co-hosted by the fabulous **Sandra and Eva**, our **FREE monthly morning meetups** are your go-to mid-month energy boost — a chance to step away from the hustle and reconnect with women who truly *get it*. ### What to Expect ✨ Relaxed, genuine conversations with like-minded women ✨ No pitches, no pressure — just real connection ✨ Inspiring stories and shared experiences ✨ A supportive space to network, share, and grow together We believe the most powerful connections are made over coffee, not in boardrooms. Our meetups are about celebrating the journey, not just the milestones. You’ll leave feeling energised, supported, and part of something truly special. ⏰ *Event time is **9:30am start (Melbourne local time)** — please allow for time zone differences in the Meetup App.* If you would like to book this event in your Calendar - [Click Here](https://calendar.google.com/calendar/u/2?cid=Y184NWQ5YmM4NGVmZjlhNWRiNGE0YjgxOWY5NjMxOTgwN2I4NGNkZGY2NjRlMWRiZmRhZGExZDYyZDcyNTc1OWYzQGdyb3VwLmNhbGVuZGFyLmdvb2dsZS5jb20)

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. We’ll be updating throughout the month with more speakers and our speakers so far this month include: * **Andrew Goifeld, Co-founder, Resilera** **“Truly Well-Architected Reliability, the agentic way”** What is the boundary between effort and cost of reliability? Andrew will discuss how in the future, using chatbot with LLM inference will be too expensive. We will demonstrate current and future approaches to reliability on AWS. * **Saurabh jain, TOTHENEW** **Driving Cloud Cost Efficiency with a Phased FinOps Approach** This session explores how organizations can systematically reduce cloud waste and improve cost efficiency. It highlights common cost pitfalls, actionable optimization strategies, and real-world case studies demonstrating how architectural improvements and governance can deliver significant cloud savings. * **Mystery Speaker** **From hype to disappointment to light at the end of the tunnel; An Agentic AI Journey** In this case study talk, we'll go through all the highs and lows of architecting and building AI Agents using all your favourite tools and what we discovered along the way. 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 :-)

**Details - Coding Night!** Bring your laptop and your iOS, visionOS, macOS, tvOS or watchOS project to the combined CocoaHeads & Android GDG coding night. Everyone is welcome to our all-ages alcohol-free event. Hosted in a professional environment to allow you to work on your project. Get help from industry experts who are on hand to help you out. • What we'll do: We'll help you setup up Xcode and start your first project. We'll help answer your questions re how to get to the next phase of your project. • What to bring: Your laptop, a copy of Xcode, a project you'd like to hack on. Before arrival, make sure you're grabbing a fresh copy of Xcode from the Mac App Store (Apple Menu then App Store then search for Xcode, Install. Link: https://itunes.apple.com/au/app/xcode/id497799835?mt=12) Doors open at 5:45 PM at our host the Mantel Group, Level 2/452 Flinders St Melbourne. Message via Meetup or Slack if you are arriving after 6:00 as the lifts won't let you up. The hack night will wrap up at 8:30.

* Join us for an evening of professional networking and valuable insights at our Entrepreneur & **Small Business Networking Mixer**. Connect with fellow small business owners, entrepreneurs, and like-minded professionals to share business strategies and exchange ideas for startup success with a drink. * * We have carved a deal with the restaurant of 10% Discount of all Menu items & drinks if you mention the staff "**Friday Business Meetup Deal**" * * We will delve into the power of integrating feminine wisdom with masculine energy for enhanced business strategies and entrepreneurial success. Discover the importance of positive human collisions in fostering innovation and growth, while expanding your network in a dynamic and supportive environment. * * Don't miss this opportunity to meet new contacts, exchange knowledge, and take yourself to the next level! * * **About Host:** Host of the event Sash (Sachin) is qualified accountant in practice. Mostly he is present in the event but it is subject to his prior commitment. However everybody is still invited to chat & socialise whether he is present or not. The place is a platform for everyone to gather,meet & help each other. * * **Address & Timings :** from **6-8 PM** at **500 Victoria Street, North Melbourne VIC 3051 (This event will be on every Friday same time same day unless otherwise advised)** * * Join us to meet new friends, hang out and have some laughs. New people are always welcome 😊🍺🍺 * * Come along to meet new people and see the familiar faces of the regular members. This is a regular weekly group for socialising and unwinding for the weekend. * * **Liability Waiver:** The organizer of this group cannot accept any liability for any loss, damage, injury, or accident to participants or their property at this event. By participating in this event, you're taking responsibility for your safety and well-being.

We’re hosting our Melbourne Influencer and Creator Network event at Treasury Gardens. This meetup is all about bringing together like minded models, influencers and creators within the industry to connect, share experiences and learn from each other. Whether you are just starting out or have been creating for years there is a place for everyone to benefit from being part of a strong creative community. To keep the event comfortable and high quality we are limiting attendance to 50 spots making it easier for everyone to connect. Please register and If you can no longer attend, please let us know so we can offer your place to someone else. On the day we will also have conversation prompts and simple networking activities to help keep conversations flowing and make it easier to meet new people. If you are a model, influencer, photographer, videographer or creative in Melbourne looking to meet others in the industry, this event is for you. Looking forward to having you there. Speak soon, Kenan Seebah

NuCalm is a patented, drug-free neuroscience technology designed to rapidly reduce stress, improve sleep quality, and aid recovery by shifting the body from a "fight-or-flight" state to a deeply relaxed parasympathetic state within minutes. [https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html) It uses neuroacoustic software, a biosignal processing disc, and light-blocking eye masks to guide brain waves from active beta states down to alpha/theta (relaxation/meditation) levels NuCalm uses a patented, clinically proven pitch and frequency matrix with non-linear oscillating algorithms to safely present your brain with precise signals, prompting what is known as a frequency-following response. Your brain synchronizes with the incoming NuCalm signals helping you naturally and effortlessly manage your state of mind by speeding up or slowing down your brain wave frequencies. NuCalm has mapped all of your brain wave frequency zones and created products to safely and predictably guide you to whatever mental state you desire. The amazing thing is, NuCalm is all-natural and works every time you use it within minutes. The best thing to do now is to watch the video on the website and download the NuCalm app. All you need is a headset and eye mask. This app purchase is covered with a 30-day money-back guarantee. Get started today and FEEL the difference even 15 minutes can make. WATCH THE VIDEO ON THE WEBSITE. [https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html)

Casual drinks meetup for people curious about AI and the future. Not a professional networking event — just a few people meeting at a bar to chat about AI, ideas, and what’s happening in the world. We will meet at The Oxford Scholar at 1pm. If attending please grab something at least as a courtesy for the bar. We’ll do quick introductions and then see where the conversation goes. Limit of 10 people total so please cancel early if you can't make it.

**Melbourne Python's Meetup March 2026!** Join Melbourne’s Python community for another night of learning, sharing, and connecting. Whether you’re just starting out or you’ve been coding in Python for years, our monthly meetup is the perfect place to learn something new and connect with fellow developers. This group is for developers, data scientists, web programmers, and anyone passionate about Python. 📅 **When:** 5:30 PM, Thursday, March 19, 2026 📍 **Where:** Judo Bank, Queen and Collins Building Level 26/376-390 Collins St, Melbourne VIC 3000, Australia 👉 [https://maps.app.goo.gl/A9JQTYGrMqGn8AzAA](https://maps.app.goo.gl/A9JQTYGrMqGn8AzAA) **Note:** The entrance is next to Rustica Cafe. Press level 26 when you arrive, and you'll find us there! **Agenda for the Evening** **5:30 - 6:00 PM**: Networking **6:00–6:10 PM** : Welcome and logistics 🎉 **6:10–6:35 PM** - **Talk 1:** Ivy Fiecas - Consultant @ SoftwareOne Australia on AI‑Powered Offline Contract Analyzer. In this session, Ivy will present a Python-based proof-of-concept contract analyzer built with open-source tools that runs entirely offline, demonstrating how a local-first AI approach can help address privacy and security concerns, along with a short live demo **6:35–6:45 PM**: Break – Connect with someone new! **6:45**–**7:45 PM** - **Talk 2: Talk Writing Workshop** with **PyConAU.** Do you have a Python talk idea but you're not quite sure how to bring it to life? Perhaps you've built something cool, contributed something you're proud of, or you want to teach a topic you've been learning about! Giving a talk at MelbPy, or at PyCon AU 2026 is a great way to share your knowledge and tell your story! Bring your laptop. **Katie McLaughlin** is a developer, sysadmin, tech speaker -- and tapestry maker. **8:00 PM**: Event conclude 🌟 **Special Thanks** 🌟 A huge shoutout to our sponsors **Judo Bank** and **AWS** for making this meetup possible. Your support means the world to us! **Interested in Speaking or Sponsoring?** We’d love to hear from you! Email us at **melbournepython@gmail.com** or fill out our speaker interest form at https://forms.gle/S5T1SL4ULY5aogf47. We can't wait to celebrate Python and the incredible Melbourne community with you. See you on March 19th! 🎉

Ready to ride the vibe? Join us for **Vibe Hack** – a free workshop where you'll learn to build real, practical apps using AI-powered vibe coding tools. **No experience needed**, just curiosity and good energy. Whether you're a small business owner, creative professional, or lifelong learner, this **hands-on session** will help you turn your ideas into digital solutions. Come discover that "I can do this!" feeling in a welcoming, energetic space where everyone belongs. Bring your laptop, build something awesome, and connect with the Vibe Club community.

OpenClaw, NemoClaw, personal assistants, 24/7 agents. What does it all mean? How does it all work and what should we know about it? 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.transformlabs.com/services)

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

**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** Web Forms gave .NET developers a powerful abstraction for building reusable UI controls long before design systems were a thing. Web Components finally bring that same idea to the browser natively. This session explores how the Web Forms mindset translates into Custom Elements, Shadow DOM, and HTML templates. We’ll examine how Web Components enable design systems that work across frameworks, how they differ from server‑driven controls, and why they’re becoming a foundational layer for modern UI. Whether you’re maintaining legacy apps or building greenfield projects, you’ll leave with a practical understanding of how to apply familiar patterns in a modern, standards‑based way. **YouTube Link** TBA

**PLEASE BUY TICKETS THROUGH EVENTBRITE. RSVP THROUGH MEETUP IS NOT A TICKET PURCHASE CONFIRMATION.** Strive welcomes you to 'General Business Networking', Columbus' hottest networking event! We are set in the perfect central location in Downtown for all to join. Are you interested in business? Want to elevate your career? Meet Consultants, Analysts of all types, Bankers, Software Engineers, Entrepreneurs, and more who are active in the space or are eager to get started. **\*\*This will be a multi-vertical event\*\*** **There will be professionals with backgrounds in the arts, finance, tech, real estate, healthcare, and more. Come with an open mind, and leave with connections that wouldn't be possible otherwise!** Pack some business cards and come with an open mind! Meet your future business partners, employers, coworkers, investors, and friends. You don't want to miss this opportunity to expand your network and create a brighter future. We will have a space for our event to check-in. The event will go from 6:00 PM - 8:00 PM (feel free to come at any point in this timeframe). Name tags will be provided. Business casual dress code. Job fair attire. **Remember, it's not who you know, it's who you meet tomorrow!** We look forward to meeting you at the event! Sincerely, Strive Networking Team *Refund requests are permitted up to 24 hours after purchase, so long as we are not within 48 hours before the event start time. Refunds will be made in full and repaid to your method of payment. Note that we are unable to reimburse PayPal fees.* *Disclaimer: By attending Strive Networking events you agree to photos/videos taken during the event being used to promote future events.*

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.