CIO / CTO

Join us at Preston Library and boost your public speaking skills! ## Speak with Confidence at Northern Exposure Toastmasters Join us in person at Preston Library for a fun and friendly Toastmasters meeting! Whether you're looking to sharpen your public speaking skills or just want to meet like-minded folks, this is the place to be. Share your stories, get useful feedback, and boost your confidence in a supportive atmosphere. ### **Set Your 2026 Challenge** Maybe this is the year you want to: * Improve your public speaking and presentation skills * Build confidence in meetings or high-pressure situations * Become a more influential leader * Sharpen your thinking on your feet * Strengthen your communication for career advancement * Expand your personal and professional network Whatever your 2026 challenge looks like, Toastmasters meets you where you are, and helps you grow from there. There is so much to learn from presenting speeches to become a Leader in the Club. * 1\. Personal & professional development * 2\. Improved communication & listening skills * 3\. Increased confidence * 4\. Develop & enhance leadership skills * 5\. Affiliation with an internationally renowned organisation Don't miss out on this chance to speak up and stand out!

Want to be able to articulate your thoughts with clarity and precision? Want to overcome your public speaking anxiety and become a confident presenter? Want to develop leadership skills and become a better communicator? Join Chadstone Oaks ToastMasters Club! Toastermasters is a not-for-profit organisation that is run by volunteers. We provide a supportive and positive learning experience in which members are empowered to develop communication and leadership skills, resulting in greater self-confidence and personal growth. We have meetings regularly, each meeting has a range of activities for you to participate in, such as impromptu speaking, prepared speech, etc. You will also receive constructive feedback which helps you improve your performance. Guests are welcome! We offer three meetings for free to our guests before joining as a member, so you can get a taste of how ToastMasters works and decide if it's right for you. When: 1st and 3rd Wednesday, 7.30pm-9.30pm Where: 22 Rob Roy Rd, Malvern East, VIC 3145 Visit our website to find out more: https://chadstoneoaks.org.au/ Send us a contact form through our website to reserve your spot if you'd like to attend our meeting as a guest.

We’re excited to announce our next **Melbourne MLOps Community Meetup** of the year! This one is right out of a sci-fi blockbuster. We are going to explore the AI landscape from **humanoid robotics** in Aged Care, something the team at Andromeda is actively trying to achieve, to the rise of agentic AI **as a teammate** in Software Delivery. DO NOT miss this chance to see how the world is changing right before your eyes. **🎤 Speakers** We’re thrilled to introduce: **\- Jason Chan**, Head of Machine Learning *at* Andromeda. Jason is a jack of all trades in the ML/Software engineering domain. He’s a rare talent who seamlessly pivots from leading elite defense autonomy teams at BAE Systems to architecting **enterprise MLOps** and teaching Deep Generative Models for **Stanford Online**. In his talk, *Making a Machine Feel Like a Character, and Other Hard Problems at Andromeda Robotics* Jason will explain how they are building a companion robot for aged care. A character that a resident is happy to see. **\- Farzad Khodadadi**, Principal Engineer *at* Catapult Sports. Farzad is a seasoned engineer with over 15 years of experience delivering enterprise-scale, cloud-native technology solutions. Specialising in the design and architecture of enterprise IoT platforms, he leads high-performing engineering teams while shaping long-term technical strategy. He will share his wisdom on utilising **Agentic AI** in Software Delivery in his talk: *From Tool to Teammate: Agentic AI in Software Delivery*. **Networking** The Melbourne MLOps Community is committed to fostering a space where AI/ML engineers and practitioners can connect, exchange ideas, and build meaningful relationships. Come ready to discuss: * The tools you’re experimenting with * Trends you’re seeing in ML and MLOps * Challenges you’re tackling * Ways to find peer support We’ll have food, drinks, and the perfect space for great conversations — so feel free to bring along anyone interested in ML, MLOps, or AI more broadly. **Agenda** 🍕 **5:30pm** – Networking, drinks & food 🙋 **6:00pm** – Welcome 🎤 **6:10pm** – Presentation by Jason ❓ **6:30pm** – Questions for Jason 🎤 **6:40pm** – Presentation by Farzad ❓ **7:00pm** – Questions for Farzad 🍻 **7:10pm onwards** – Networking, drinks & food We’re looking forward to seeing you there! **P.S.** If you can’t make it in person, we’ll be streaming the event via Google Meet. Google Meet link: [https://meet.google.com/fxh-hpsg-ryt](https://meet.google.com/fxh-hpsg-ryt)

**At Happy Hour Toastmasters - We make public speaking** **FUN!** **Do you want to get better at speaking in front of people?** Maybe for that important presentation at work, or that big wedding speech you've been asked to give? Do you want to have fun and make a bunch of great new friends while doing it? Then **our club is the place for you!** Our club is a diverse and supportive group of people, from beginners to world championship finalist-level speakers, who meet regularly to practice and improve our public speaking skills. **You'll also** **learn:** * **leadership skills** * **networking and 'soft skills'** * **how to provide constructive feedback** * **how to control your 'ums' and 'ahs'** * **how to think quickly and creatively while speaking on your feet** * **and much more!** **Guests are welcome** to come to any of our meetings, and we are also to chat with you about questions you might have, so please get in touch! **Please note - Bookings are essential**, as we need to let you into the building when you arrive!

Come along and mingle with other developers, hear about GitHub, and get excited for all the amazing things happening this year. Food will be provided, and there will be SWAG (including some limited edition lunar new year merch), so get excited! Agenda: 5.30pm - Arrival 6pm - Welcome 6:10pm - Talk: Agentic Workflows The Next Evolution of CI/CD with AJ 7pm onwards - Food, networking, drinks, and SWAG There will be a door prize for this event, so make sure you come along. Talk abstract: Agentic workflows are reshaping how engineering teams build, test and ship software. Traditional CI/CD pipelines gave us automation and consistency, but they were never designed for a world where AI can reason, adapt and act with context. This session explores how continuous AI represents the natural evolution of CI/CD, moving from static pipelines to intelligent systems that can analyse code, make decisions and orchestrate complex tasks across the development lifecycle including a fun star wars twist. Thank you to our generous sponsor Versent (venue).

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-05-06](https://konfhub.com/ksug-au-2026-05-06) **<=** **Latest promotions** discovered by our community! * **40%** OFF **[Linux Foundation](https://mf1.ksug.ai)** bundles Code: **FOURTH26AI** * **25%** OFF **[FinOps X Day](https://ksug.ai/discount/?tab=events&ref=meetup)** Code: **KSAIX26899** * Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! We're excited to welcome you to the upcoming **KSUG.AI Australia Meetup** — happening both in-person at at Amazon and online via [Zoom](https://linktr.ee/ksug.ai)! 🎉 We're actively seeking more awesome K8s and AI topic speakers! 👉 [https://speaker.ksug.ai](https://speaker.ksug.ai) **Agenda and topics preview:** * Food, drinks and Socializing * Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)** * **Topic 1:** Unlock GenAI inference anywhere with Amazon EKS Hybrid Nodes and Nvidia DGX by **[Frank Fan](https://www.linkedin.com/in/frankfan7/)**, Principal Container Specialist SA @**[AWS](https://aws.amazon.com/)** * **Topic 2:** I Came for the Kubernetes. The AI Did the Kubernetes by **[Olga Mirensky](https://www.linkedin.com/in/olgamirensky/),** Sr. SRE @**Ping** Identify * **Lighting Talk:** From Zero to Episode 1: Building a Content Pipeline With Claude Code by **[Eva Ng](https://www.linkedin.com/in/evang2/)**, Founder @**GMIG** * **Quiz time:** nice swags giveaways Food and drinks will be provided between **5.30 and 6 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our sponsors @**[Amazon](https://aws.com/)**! **[Register here](https://konfhub.com/ksug-au-2026-05-06) 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** ☸ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20** 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.

Applied Scholastics Study Technology is able to improve anyone's ability to study. Millions of people are already using this technology and whole countries are now adopting it. - You can learn Faster with less stress - You don't forget the information - You stay interested in the subject - Your marks increase English literacy rates routinely improve by 25 to 35 percent. Likewise, student test scores improve dramatically with students routinely meeting or exceeding grade level expectations in EVERY ACADEMIC SUBJECT. Our workshop will be focusing on how students learn. Study Technology can easily be incorporated into any educational activity—from classroom instruction and curriculum design to employee training or homeschooling. It provides a stable foundation enhancing all educational efforts. Study Technology is what teachers, tutors, trainers, parents and students can use to improve the quality of teaching and learning. No matter the curriculum in your current academic setting, Study Technology offers proven teaching strategies and resources that can help resolve classroom issues and improve student achievement. No matter if you are a teacher yourself or a good students or bad student we can all do better at study once we have this technology under our belt. Teachers who use this technology report amazing turn around with once troubled students. The application of Study Technology has quite literally changed millions of lives. You are most welcome to bring along a friend or those that struggle with study. (any topic) If you are unable to attend this meetup then let me know, We can arrange for you to meetup at a different time and date. Light refreshments will be provided.

🌟 **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!

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!

🚀 **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.**

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.

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...

**Welcome to Startup Oasis!** If you are a startup founder, investor, developer, marketer, or anyone else in the tech ecosystem looking to start, join, or help a tech startup, this event is for you! Entrepreneurs pitch their startups to the attendees; then, you can join a breakout room/area (that we curate) to talk to the founders, join their team, ask questions, and/or give feedback. People have been able to start a business as a result of this process. You are welcome to just watch as well. After the last pitch, the audience will be able to vote on a winner who will become eligible to pitch during the championship round at the end of the year to win the grand prize! The official registration page is [here](https://luma.com/wmcdrbnq). **Schedule:** ​5:30 PM - Doors open for networking. 6:00 PM - Sign up at the check-in table if you want to pitch your startup 6:15 PM - Startup Oasis Begins, founders pitch 6:45 PM onward - Founders break off into break-out rooms/areas, and attendees can move around and help one another for the remainder of the time, similar to a hackathon **Startup Oasis was created to pierce the illusion of accessibility of startups and tech by creating a grassroots forum for early-stage founders to pitch to those in the tech ecosystem to get real-time feedback for their idea or business.** Use this [link](https://www.startupoasis.org/contact-10 "https://www.startupoasis.org/contact-10") to: * Follow us on LinkedIn * Join our community * Donate to our cause * Visit our website * Sign up for our newsletter **Nearby Transit:** * Tram: Waterfront City Station (Trams 35, 70, 86) * Car Parking: parking garage nearby

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.

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.

While some are still meeting online, this is an in person event. Please note that we have attendees of all levels of speaking, including some native speakers. All are welcome! Also, as we meet at the same time and place each week, many don’t RSVP on the app, so we will likely have more attendees than noted here. Note: if you are asked to pay and upgrade the Meetup app, this is not necessary. You can ignore this and still attend our meetings. Find us on our [Facebook group](https://www.facebook.com/share/g/1EKw86WJCp/?mibextid=wwXIfr).

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

At Unity of Columbus, our Youth and Family Ministry nurtures the spiritual growth of children and families through love, joy, and practical spiritual teachings. Each Sunday, children explore timeless spiritual principles through stories, creative activities, music, and group sharing in a safe and welcoming environment. Our program encourages children to discover their own inner light, express kindness, and develop a personal connection with God. Together, we celebrate diversity, cultivate understanding, and inspire each child to live with purpose and compassion. Parents and families are invited to join in this uplifting journey of learning, laughter, and spiritual connection.

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

**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.

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.