Immutable Infrastructure

🚀 **Build Your Own CNCF Observability Stack: Hands-On Workshop** Join us for a practical, end-to-end workshop where you’ll build a modern observability stack from the ground up using industry-standard CNCF tooling. In this session, you will learn to set up metrics with Prometheus, visualize and analyze data with Grafana, instrument your application using OpenTelemetry, and implement distributed tracing with Jaeger. You’ll also apply best practices for collecting, managing, and interpreting telemetry data. This is a fully hands-on session, so come ready to build, break, and learn. By the end, you’ll have a working observability stack and a clear understanding of how to instrument and monitor your own applications in real-world environments. 🛠️ No prior observability experience required, but basic familiarity with containers or cloud-native concepts will help. **A laptop is required to participate.**

🌟 **Unlock Your Full Potential with CPA Toastmasters!** 🌟 Are you ready to become a more confident speaker and a stronger leader? CPA Toastmasters is here to help you *grow* both personally and professionally! Whether you're looking to improve your public speaking skills, enhance your leadership abilities, or build self-confidence, Toastmasters provides a supportive and encouraging environment for you to thrive. 🚀 **Why CPA Toastmasters?** * **Improve Public Speaking**: Learn how to communicate clearly and confidently in front of any audience. * **Build Leadership Skills**: Develop the tools and techniques to become a stronger leader in your personal and professional life. * **Friendly, Supportive Community**: Join a group of like-minded individuals who are all working toward their personal growth and success. * **Real-Time Feedback**: Get constructive feedback in every meeting to help you continually improve. * **CPD Hours**: As our member, you are eligible to claim CPD hours under CPA for attending our meetings! 📈 **What to Expect at a Toastmasters Meeting:** * **Prepared Speeches**: Deliver speeches on topics you’re passionate about (Members only) * **Impromptu Speaking**: Practice thinking on your feet with quick, fun exercises. * **Constructive Feedback**: Receive valuable tips to help you improve, delivered in a positive, encouraging way. * **Leadership Roles**: Take turns leading the meeting, which helps you refine your organizational and leadership abilities. Come visit us in our next meeting and learn how our club can support your public speaking journey!

Welcome to Elixir Melbourne's monthly meetup. Where we go over Elixir ecosystem news, listen to great talks, and socialise with other Elixir developers of all levels. We’re rebooting the meetup after a hiatus with new (and old) organisers, a new venue and emphasis on more time to socialise. There are still speaking spots open. If you want to talk about anything Elixir related, get in touch. **Agenda** * 6:00pm - Arrive, socialise * 6:30pm - Welcome; introduction; “who’s hiring” pitches. * 6:45pm - Talk 1 (speaking spot open!) * 7:15pm - Food, socialise * 7:45pm - Maybe another talk (speaking spot open!) * 8:15pm - Finish up and head to Saint & Rogue (down the street from SuperAPI at 582 Little Collins St, Melbourne) **Sponsor** Huge thanks to [SuperAPI](https://superapi.com.au/) for catering and venue.

Manningham Toastmasters is a public speaking group that helps people improve their confidence, communication, and leadership skills Join us at Manningham Toastmasters for an engaging and supportive meeting designed to help you grow your public speaking and leadership skills in a friendly, encouraging environment. Whether you’re looking to build confidence, improve presentation skills, enhance communication at work, or simply challenge yourself in a safe space, our meetings provide practical, hands-on experience. ### What to Expect When You Attend 🔹 **Prepared Speeches** Members deliver speeches they’ve been working on as part of the Toastmasters educational program. These range from icebreaker introductions to persuasive speeches, storytelling, leadership presentations, and more. 🔹 **Impromptu Speaking (Table Topics)** Guests and members are invited to participate in short, fun, impromptu speaking exercises. You’ll be given a surprise topic and 1–2 minutes to respond a great way to think on your feet in a low-pressure setting. 🔹 **Constructive Feedback** Every speaker receives supportive and structured feedback. Our evaluation process highlights strengths and provides practical suggestions for improvement, helping members grow with each speech. 🔹 **Leadership Opportunities** Meetings are run by members, giving everyone the chance to develop leadership, organization, and facilitation skills in real time. 🔹 **Welcoming Environment** We pride ourselves on being warm, inclusive, and encouraging. Guests are never pressured to speak, though you’re welcome to participate as much as you feel comfortable. ### Who Should Attend? * Professionals wanting to sharpen presentation skills * Students preparing for interviews or academic presentations * Business owners and leaders developing communication confidence * Anyone looking to overcome fear of public speaking * Individuals wanting personal growth in a supportive community ### Why Attend? By attending Manningham Toastmasters, you’ll gain: * Greater confidence when speaking in front of groups * Improved clarity and structure in your communication * Enhanced listening and feedback skills * A network of motivated, growth-focused individuals Guests are always welcome to attend and observe a meeting before deciding to join. We’d love to see you and support you on your communication journey.

The leadership versus management discourse often characterises leadership as good and management as bad. But managing work is vital to protect people from burnout, ensure work is valued, and resolve problems both inside and outside the team. With the movement for self-managing, some organisations are seeking to remove the explicit Manager role, but without systems in place that can sometimes create a vacuum. We will touch on what managing actually entails and examine an example of a system that can be used with or without an explicit Manager - creating an opportunity to experiment with self-management, or simply make it easier for a Manager (or Leader) to have the right conversations with the right people. **Meet your Speaker - Mel Kendell, all about change** *Always thinking of how things could be better* Mel has had many roles in transformations, products, and projects - basically anything that smacks of change. She is also a co-host of this meetup!

**Overcome Your Fear of Public Speaking with Southbank Toastmasters!** Ready to transform nerves into confidence? Join us for a fun, interactive workshop to: ✨ Conquer your fear of speaking 💡 Learn pro tips from experienced mentors 📈 Boost your business and career through powerful communication Whether you're a newbie or a seasoned speaker, this is your chance to grow, connect, and shine! 🌟 Don’t miss out—step up to the mic and join us! 🎤

Smashing! Try something new Thursday Interactive workshop - Learn and practice secrets to improving your voice. Serious about improving your leadership - **Why mess, come to the best** Why is Smashing different to other speaking clubs? Just one member's thoughts, "The fun/laughs factor is definitely a point of difference. We keep it moving with high standards so it’s a nice balance. Too strict makes it tense and boring, too loose and we can lose the energy/commercial feel. SmashSpeak's vibe's in the sweet spot." **Free parking** close: O'Connell and Cobden streets **IMPORTANT: Be on time, as doors close when the show starts** “Proudly Australian" – Free-flowing teamwork, greater good focus, sharing the stage, etc Multicultural Hub, 506 Elizabeth St (Opposite Queen Vic Market) Level 1, Purple Room (End of corridor) More to come...

Hear 4 expert talks, take the mic for an AI / hardware demo or announcement, and connect over pizza & drinks. **Important: Please grab your** **[FREE Eventbrite ticket](https://www.eventbrite.com.au/e/physical-ai-meetup-tickets-1988533123101?aff=oddtdtcreator) here** **to attend. Registration is required, and tickets will be checked at the door.** A special thanks to the **University of Melbourne** for hosting us, in collaboration with the **Melbourne University Electrical Engineering Club (MUEEC)** — a student-run club enriching the student experience through social events, professional development, and industry networking that connects engineering students with peers and professionals. Pizza and drinks for this session are kindly provided by **Advantech** — a global leader in IoT intelligent systems and embedded platforms, with the corporate vision of **“Enabling an Intelligent Planet.”** Take the mic at our **Community Open Mic**! Bring your demo, prototype, or announcement — whether it is AI, hardware, robotics, embedded systems, sensing, or edge computing. All welcome. *** ## Agenda ### 5:30 – 6:00 pm \| Check\-in\, Welcome & Introduction Hear a short welcome from the event hosts and an introduction to the Physical AI Meetup community. *** ### 6:00 – 6:20 pm \| Talk 1 –Integrating External Conditioning into Large Pretrained Deep Learning Models **Overview:** Off-the-shelf AI models are impressively capable — until they are used in highly specific real-world domains. A model trained on broad internet-scale data may struggle with cancer biopsy analysis, flood prediction, recognising unfamiliar objects, or following complex multi-step instructions. In this talk, Dr Sachith Seneviratne argues that the answer is not simply to retrain models from scratch or add more data. Instead, he introduces the idea of **external conditioning**: injecting domain knowledge into large pretrained models at the right point, with minimal engineering overhead. Drawing on recent work across medicine, climate, safety-critical AI, and creative tools, Sachith will show how external knowledge can help pretrained models become more reliable, efficient, and useful in real applications. Attendees will leave with practical strategies for making large AI models work in their own engineering and applied AI contexts.world systems. **Speaker:** **Dr Sachith Seneviratne, University of Melbourne** **Bio:** Dr Sachith Seneviratne is a Research Fellow in AI at the University of Melbourne. He brings over a decade of AI research experience alongside four years of applied consulting work for organisations including NASA and Harvard University. His research centres on representation learning, applied AI, and the efficiency of deep learning systems. His work asks how large AI models can be made to operate reliably in specific real-world domains — from clinical pathology and flood emergency response to cybersecurity and urban design — without sacrificing the generality that makes them powerful. His research has appeared at leading venues including CVPR, ICCV, and AAAI. Sachith has developed AI tools for earthquake prediction, malware detection, wearable health monitoring, and automated urban design generation. His PhD from Monash University investigated the automation of machine learning itself, including generating parallelised inference algorithms directly from model specifications. As a consultant, he has advised global organisations on deploying machine learning in production, with a focus on building systems that are efficient, robust, and grounded in domain knowledge. *** ### 6:20 – 6:40 pm \| Talk 2 – Harnessing Intelligence from the Source: Living Biological Neurons as a Material for Physical AI **Overview:** What happens when intelligence is no longer built only in silicon? In this talk, Dr Brett J. Kagan will explore the frontier of biological computing and synthetic biological intelligence, where living neural systems are integrated with hardware and software to create new forms of adaptive computation. Drawing on Cortical Labs’ work with neurons on a chip, closed-loop learning systems, and the CL-1 platform, Brett will discuss how biological neural systems can learn, adapt, and interact with their environment — and what this could mean for the future of AI, robotics, embodied intelligence, and physical AI. **Speaker:** **Dr Brett J. Kagan, Chief Scientific Officer / Chief Operations Officer, Cortical Labs** **Bio:** Dr Brett J. Kagan is the Chief Scientific Officer and Chief Operations Officer at Cortical Labs, a multidisciplinary deep-tech startup integrating hardware, software, and synthetic biology to explore how intelligence can be harnessed from neurons on a chip. Dr Kagan has a PhD in neuroscience focusing on stem cell therapy and completed post-doctoral work in bioinformatics and regenerative medicine. His recent work includes developing the first real-time closed-loop demonstration of in-vitro intelligence in a simplified Pong-game environment, along with work to better test and understand these systems. He has led the scientific development of the first commercialisable device for harnessing the information processing capabilities of biological neurons, called the CL-1. He also explores the neurocomputational, philosophical, and ethical implications of this emerging technology. ### 6:40 – 7:00 pm \| Pizza & Networking Enjoy pizza, drinks, and time to connect with other attendees. *** ### 7:00 – 7:20 pm \| Talk 3 – Physical AI in Practice: Connecting Edge Intelligence to Industrial Outcomes **Overview:** Physical AI becomes truly valuable when intelligence can be deployed close to machines, sensors, factories, and real industrial operations. In this talk, Susie Chen will share how edge AI, industrial IoT, and data-driven decision-making are being applied in real manufacturing and industrial environments. She will discuss how organisations can connect intelligent edge systems to practical outcomes, including operational efficiency, automation, smarter monitoring, and improved decision-making. The session will provide an industry perspective on how Physical AI moves from concept to deployment — and how edge intelligence can help bridge the gap between AI innovation and measurable business value. **Speaker:** **Chen Susie** **Bio:** Susie Chen is the EIoT Head of Sales at Advantech Australia, specialising in edge AI and smart manufacturing. With global experience across Taiwan, Brazil, and Australia, she helps organisations transform industrial operations through AI-driven IoT and data-powered decision-making. ### 7:20 – 7:40 pm \| Talk 4 – Why AGI Needs a Body: The Case for Proprioceptive Data in Embodied Intelligence **Overview:** Vision-based AI has transformed perception, but real-world intelligence requires more than seeing. For robots and embodied systems to operate reliably in the physical world, they need access to ground-truth data about movement, force, position, and physical interaction. In this talk, Anantyash Dixit will argue that proprioceptive data — the body’s sense of movement and position — is a missing ingredient in the path toward embodied intelligence. He will discuss why specialised sensing hardware is needed to capture this data, how human movement datasets can support robotic deployment, and why physical AI may require a deeper connection between hardware, biomechanics, and intelligence. Drawing from Melbourne Bionics’ work across wearable sensing, athlete performance analytics, and robotics datasets, this talk will explore how real-world proprioceptive data could shape the next generation of embodied AI systems. **Speaker:** **Anantyash Dixit, Founding Engineer, Melbourne Bionics** **Bio:** Anantyash Dixit is a Founding Engineer at Melbourne Bionics, a medtech startup where he leads the full hardware pipeline, including electronics design, embedded systems, and sensor integration. Melbourne Bionics is developing three connected products: **Ares**, a calf sensor sleeve that captures real-time proprioceptive data from elite athletes; **Athena**, an analytics platform that turns that data into actionable insights for coaches and medical staff; and **Richter**, a robotics platform that uses the same dataset as a proprietary benchmark for humanoid robot locomotion. Anantyash’s background spans FPGA and RTL design, embedded firmware, PCB layout, EMI/EMC verification, wearable biosignals, and medical device development. He holds a degree in Electrical and Computer Systems Engineering from Monash University, where he was awarded the International Excellence Scholarship and served as President of the Society of Monash Electrical Engineers. Beyond hardware, he thinks deeply about the ethics of AI, the implications of physical intelligence, and what embodied systems mean for humanity’s long-term trajectory. *** ### 7:40 – 8:00 pm \| Community Open Mic Take the mic and share with the group — from hardware demos and embedded prototypes to quick AI-at-the-edge announcements, project showcases, calls for collaboration, and more. *** ### Wrap-up & Social Any further Q&As and chats will happen here. **Last reminder:** Please make sure to register on Eventbrite for your free ticket — it is required for entry.

Your ability to work and live with others is crucial to your survival. To survive well one needs ability. Today meetup topic: Creating and Improving Ability And if you think you already have all the ability one needs to survive well then it is important for you to learn how to KEEP IT FROM GOING AWAY. Attend our Free Meetup! Definition for Ability: One's power to observe, to make decisions and to act. A man is as free, as well-off, as he is able. A family is as happy as it has ability. A business is as well-off as it has able people in it. A country is as well-off as it has able workers, foremen and executives. At today's meetup learn what constitutes ability and more importantly how to develop and improve it so that it does not go away. Fact's are that one's ability is never the same. It either goes up or it will go down. Your natural as well as learned abilities are constantly subject to many of life's pressures. One can therefore simply not rest on one's laurels regarding your current abilities and simply assume they will always be available for use. The time to protect and enhance ability is when you are still able. Any loss of ability will result in less confidence followed by problems resulting in unhappiness. This is called the dwindling spiral. Not just for you, it will impact all others you associate with as well. Today's topic applies to all aspects of life but will focus on how your abilities or lack of abilities or a sudden or gradual lowering of ability relates to work and family life. On your arrival you will be asked to complete a Oxford Personality Test. From this you will learn what ability it is that needs attention and improving. Whilst at our meetup you will also learn about some of the different technologies are that you find here which actively create, protect or enhance ability in key areas of life. The world cries out for better people (More Able People) that will lead happier life's with better better jobs, stronger families as well as community and businesses groups. Get The Know-How for life, attend our meetup or ask me for a time that is better suited to your schedule.

✨ **KISMETRIX \| True Connection** ## **Elevated Singles Night [(Ticketed Event)](https://www.eventbrite.com.au/e/may-1-elevated-singles-night-dress-drinks-connection-her-bar-windsor-tickets-1986619054069?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl)** **Dress, Drinks & Connection** **Hosted by KISMETRIX \| True Connection** **📍 HER Bar 2 WINDSOR PLACE, WINDSOR, VIC, 3181** **(Laneway behind 64 Chapel St)** **📅 Friday, 8 May 2026** **🕖 7:00 PM – 10:00 PM (Hosted)(Venue open late)** **🎟 Includes one standard drink** ## A REFINED FRIDAY NIGHT FOR THOSE WHO VALUE QUALITY OVER CHAOS Some nights feel different. The space. The people. The conversations that unfold naturally. This is **Elevated Singles Night** — a refined Friday social for those who want real connection, good energy, and a more intentional atmosphere. No swiping. No forced rotations. No chaotic party crowd. Just confident adults showing up — in real life. ## 👥 AGE & FLOW This experience is designed for guests aged **30+**, creating a more aligned and intentional atmosphere. There are no separated areas or rigid groupings — the evening is designed to flow naturally, with a curated crowd and hosted support early on. This keeps the energy: ✨ social ✨ relaxed ✨ effortless ## 💫 ABOUT THE EVENT Tired of dating apps that go nowhere? Over environments that feel loud, rushed, or surface-level? So were we. KISMETRIX \| True Connection was created for singles who want something more human — real presence\, real conversation\, and genuine connection\. You’ll walk into a room full of people who: • Are done with endless chatting and ghosting • Want to meet face-to-face, not behind a screen • Value depth, respect, and good energy • Care about how they show up — socially and emotionally Come for a drink. Stay for the conversation. Leave glad you came. ## ✨ DRESS THE PART This is a **dress-to-impress evening**. Think: • polished • confident • effortlessly put together Not formal — but elevated. Because how you show up shapes the energy of the room. ## 🍸 THE VIBE Expect: • A stylish, intimate bar setting in Windsor • A complimentary drink on arrival to ease into the evening • A curated crowd open to connection • Hosted support early, free-flowing interaction later • A balanced, socially aware atmosphere Think less “dating event”… more a **Friday night done properly**. ## 🎯 WHO THIS NIGHT IS FOR This event is for singles who: • Prefer substance over surface • Enjoy meaningful conversation and elevated social settings • Are emotionally mature and socially aware • Want a great Friday night — regardless of outcomes Come solo or with friends — many do. ## 🎟 TICKETS & INCLUSIONS - [BOOK HERE](https://www.eventbrite.com.au/e/may-1-elevated-singles-night-dress-drinks-connection-her-bar-windsor-tickets-1986619054069?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl) Your ticket includes: • Entry to the curated KISMETRIX Elevated Singles Night • One standard drink on arrival • Hosted support throughout the evening • A thoughtfully balanced social experience Additional drinks are available for purchase at the bar. 🎫 Tickets are limited to maintain quality, comfort, and atmosphere. Early booking is recommended. ## 💡 WHY PEOPLE LOVE KISMETRIX EVENTS • No apps. No swiping. Just real people • No scripts or awkward structures • Thoughtful curation without rigidity • A genuinely enjoyable night — even if you attend solo Many guests come “just for a drink”… and end up staying all night. ## 🔔 IMPORTANT NOTES • This is a hosted social experience — not speed dating • One standard drink is included with your ticket • Additional drinks are available for purchase • Guests are welcome to arrange food delivery (e.g. Uber Eats) if they wish to enjoy a meal during the evening • Sharing is always optional — participate at your own comfort level • Respect, boundaries, and good energy are essential • Tickets are non-refundable but transferable ## 🔗 STAY CONNECTED WITH KISMETRIX \| TRUE CONNECTION 📧 [social@kismetrix.com.au]() 🌐 [www.kismetrix.com.au](http://www.kismetrix.com.au "http://www.kismetrix.com.au") 📱 Follow us on Instagram, Facebook & Eventbrite 📄 Important Notice: By registering\, you confirm that you have read and agree to Kismetrix \| True Connection’s Terms & Conditions\, Privacy Policy\, Disclaimer and Code of Conduct\. 🤝 Collaborations: [collabs@kismetrix.com.au]()

***Vibe out with your tribe, out. (No coding experience required or expected!)*** Join us for **Vibe Code & Chill: October Edition** on Sunday, October 5th, 2025. This isn’t your average meetup: no stuffy panels, no boring lectures. We’re here to vibe, imbibe, and make progress on our *projects-de-jour*: from AI experiments to Web3 hacks, AR side projects, or just messing around with next-gen tools. ***New to the crew?*** Expect a warm welcome and friendly face to greet you before introducing you around and helping you find your people. We keep it friendly, fun, and inclusive and with free snacks and drinks, you’re covered. Bring your laptop and your best coding mojo. **What to expect:** * **Chill coding & collaboration:** Bring your laptop and your current coding project. Find a spot in our comfortable booths or at tables with fellow coders. This is a space for hands-on work, casual discussions on the latest gizmos, and helping each other out. * **Free refreshments:** Stay fueled and hydrated with non-alcoholic drinks and a selection of snacks provided by the club. The pub has a great range of meals and drinks if you're looking for something more. * **Headphone-free zone (official hours):** You can code in your own world at home! We have a no-headphone policy for the first hour of the meetup. * **Flexible timing:** You're welcome to arrive early and get started before the official event kicks off at 2PM. and you're welcome to stay and vibe on as long as you like. No sweat if you can't stay the whole time, just pop in and join the fun for as long as you can! Come ready to laugh, learn, and grow with a community that's excited by design, tech, and innovation. This is your chance to make new friends, share ideas, and be inspired by fellow driven and generous minds.

—— DETAIL —— We will meet at the starting point, take a short stroll to a cute cafe by the Yarra River. We will grab a bite/ coffee and hang there. We will head back to the starting point after. Dress for comfort. If this is your first event, 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're regular, take the opportunity to get to know others you've met before. Feel free to continue the conversation over coffee/ lunch after the walk. **\-\-\- 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 2 Friends is a Melbourne based community created for individuals who are looking to expand their social circle and form long term friendship overtime. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, hiking, sporting, chilling, 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! **— Heylo App Group —** We use Heylo App 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.

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Bring your Raspberry Pi, Arduino, microcontroller, or any other electronic project and join fellow electronics makers for a night of creativity and collaboration! This session is open forum to share your current projects—whether complete or in progress, it’s all interesting! Whether you’re deep into embedded systems, exploring new ideas, or just getting started, you’ll find a welcoming space to collaborate, share, and get inspired. **New to electronics or curious about tinkering?** You’re absolutely welcome. If you’re a beginner and want to experiment, I’ll have a couple of starter kits available so you can try things out—whether that’s blinking your first LED, putting something on a display, or experimenting with simple sensors. No pressure and no experience required—just an interest in learning and building. While we continue to pursue a more permanent venue for this Meetup, we’ll be using public library facilities based on availability. This session will be at the Worthington Park Library in the Olentangy Meeting Room.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. 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)

How to be a Better Communicator Communication is everything in life You are only as successful as your ability to communicate. \- What if you could confidently talk to anyone? \- What if you had the ability to calmly control every conversation? \- What if you could close that sale\, ask for that date\, make new friends\, repair problematic relationships\, get that raise\, or effortlessly express any idea with confidence? You can! The secret to success relies on your ability or inability to effectively communicate. Attend a free seminar and gain a better ability to communicate. Hosted by the Church of Scientology of Central Ohio 1266 Dublin Road, Columbus, OH 43215 For more information, contact Rhiannon, the Event Host at 614-221-5024

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.