Data Management

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)

LABOUR DAY PUBLIC HOLIDAY CLOSURE: THERE ARE NO POINT COOK CLASSES TONIGHT \* POINT COOK CLASSES WILL BE BACK ON MONDAY 16TH MARCH 2026

**NOTE: Meeting location change from 6 pm till finish will be entirely at [Fonda Mexican restaurant, 248 Swan Street, Richmond](https://maps.app.goo.gl/eytwnmbDGrmTY7GX7)** **This will be a scaled-down meeting (primarily discussion only) due to lack of access to the normal meeting room.** **Apologies for any disruption to everyone's plans for this evening.** **Aim** Developing A.I / Machine Learning systems ... optionally with Robots **Web-site: [https://ai-ml-robots.github.io](https://ai-ml-robots.github.io)** **Discussions: [https://tinyurl.com/ai-ml-robots-discussions](https://tinyurl.com/ai-ml-robots-discussions)** **Pre-meeting catch-up:** 6:00 pm at [Fonda Mexican restaurant, 248 Swan Street, Richmond](https://maps.app.goo.gl/eytwnmbDGrmTY7GX7) ***(our table will have orange traffic cones)*** ... great opportunity for casual discussion and especially for newcomers to get acquainted with the group **Activity:** Using [Google Colab](https://colab.google) and [Aiko Services](https://github.com/geekscape/aiko_services), we will build a project ... where the details will be provided / updated a couple of weeks prior to the meet-up date. **Agenda: 7:00 pm: Continue at [Fonda Mexican restaurant, 248 Swan Street, Richmond](https://maps.app.goo.gl/eytwnmbDGrmTY7GX7) (no access to regular meeting room)** **Please bring a laptop, as these are hands-on build sessions.** Just think of a laptop as a robot without wheels or legs ! If you are a newcomer to Machine Learning or robotics, you are still very welcome. If you do have a robot, please bring it along !

Meetup Event organizers wanted. If you have something to help people in this group that you want to invite them to step up as event organizer. Contact me via meetup and let me know what you have in mind organizing how often and where.

Have you been interested in woodworking, 3D printing, CNC, cosplay or Electronics? Come visit Maker Community to get a tour of our space, learn about our memberships, have a chat with our members and discuss your dream projects.

**PLEASE NOTE THE FOLLOWING DETAILS:** This group is suitable for an intermediate type player. You need to be able to play a good level of tennis to participate. Beginners should participate in the Monday program. **YOU WILL NEED TO REGISTER AND PAY VIA THE ATTACHED LINK TO SECURE YOUR SPOT:** https://play.tennis.com.au/RoyalParkTennisClub/Coaching **Players who just register their interest on Meetup, do not have their spots secured and may miss out.** **Registration Opens:** 6 Days in advance at 9am **Registration Closes:** Close 6pm the day *before* the event. This is to finalise player numbers and organise a playing roster. **Social Tennis Structure:** * Location: Royal Park Tennis Club (333 The Avenue, Parkville, Melbourne) * Day: Tuesday * Time: 10.00am-12.00noon Cost: $10 for Non-Members, $0 for Members. * Participants will play 3 sets of tennis: emphasis on having a good hit of tennis, getting some exercise and making friends. * After each set, participants will rotate around. * Balls are provided each week. * Racquets are available for hire if required. * Some refreshments are available for purchase. * Please remember to wear shoes suitable for tennis! * Maximum of 12 spots for each session.

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

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

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

EVERY FRIDAY! FREE dance classes & social dancing and Reggaeton every week with Obsesión Latina - Salsa & Bachata & OYE Latino at The Albion Rooftop - South Melbourne! Main room: 6:45pm Doors open. Come in for a drink! 7:00pm 2 levels of Salsa classes 8:00pm 2 levels of Bachata classes 9:00pm Non-stop Bachata & Salsa 11:00pm Reggaeton all night! Rooftop: 11:00pm After the Bachata & Salsa in the main room, we can head upstairs to the rooftop for some more Bachata & Salsa until late. FREE entry all night every Friday! Book your class spots to helps us manage the class ratios and also because we may need to start capping numbers as we sometimes have over 140 students! First-timers welcome! No need to bring a partner, but the more the merrier! Dress as you would usually going to a bar or club. Guys smart casual, no trackies! https://www.eventbrite.com.au/e/free-salsa-bachata-classes-social-every-friday-in-south-melbourne-tickets-1978557074471?aff=oddtdtcreator

This is not another portfolio build. The aim is to teach you actual lighting techniques to elevate your photography to award wining levels over an intense 3.5 hours of creative lighting techniques. • half hour group chat about finding your own creative style. (3.00pm to 3.30pm) • 3 hours Art Nude Lighting setups Time: 3pm to 6,30pm (3.5 hours) Date: Saturday 14, March 2026 Price: $240 per person ( limited spaces up to 8 attendees) Location: TDA Studio. Factory 4, 200 Chesterville Road, Moorabbin Enquiries: Instagram via either @ni.ck5374 or @humanart_1 or email to [nick@ncpdesign.com.au](mailto:nick@ncpdesign.com.au) Things to bring: Your own camera WITH camera card and spare batteries. Model will be @[sailor__moonika2.0](https://www.instagram.com/?hl=en#) ##

**Important:** Register at the [external event website](https://www.aicamp.ai/event/eventdetails/W2026012623)[ ](https://www.aicamp.ai/event/eventdetails/W2025120823)is required for admission. **Description:** Welcome to the AI meetup in Melbourne, in collaboration with AI Innovation Centre. Join us for deep dive tech talks on AI, GenAI, LLMs and Agentic AI, hands-on experiences with code labs and workshops, and networking with speakers and fellow AI developers, builders, startup founders. **Agenda:** * 5:30pm\~6:00pm: Checkin and networking * 6:00pm\~7:30pm: Tech talks and Q&A * 7:30pm: Open discussion & Mixer **Topics/Speakers:** Check the [event website](https://www.aicamp.ai/event/eventdetails/W2026012623) for Speakers and Topics. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support our community. Whether it is by offering venue spaces, providing food/drink, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, and but also exposure to our extensive membership base of 5,000+ AI developers in Melbourne and 500K+ worldwide.

## ✨ KISMETRIX \| True Connection [Ticked Event](https://www.kismetrix.com.au/all-events/?event=26306) ### The Valhalla \| Elegant Singles Night Hosted by **KISMETRIX \| True Connection** 📍 **Valhalla Bar (Basement, Olderfleet Building)** 477 Collins Street, Melbourne VIC 📅 **Saturday, 14 March** 🕖 **7:00 PM – 10:00 PM (Hosted)** (Venue open late) ### AN ELEGANT SATURDAY NIGHT FOR THOSE WHO PREFER DEPTH OVER NOISE Hidden beneath the iconic Olderfleet Building lies **Valhalla** — a Scandinavian-inspired underground bar where atmosphere, design and conversation take centre stage. This is our **Elegant Singles Night** — a refined Saturday social for those who want real conversation, good energy, and connection that unfolds naturally. No swiping. No forced rotations. No loud, chaotic party crowd. Just confident adults showing up — in real life. ### 👥 AGE GROUPS [(TICKETED)](https://www.kismetrix.com.au/all-events/?event=26306) To create a balanced, comfortable room, tickets are released across two overlapping age groups: • **30–48** • **38–60** Guests receive coloured name tags on arrival to help our hosts support thoughtful introductions early in the evening. As the night progresses, the room naturally opens into relaxed, free-flowing mingling. This structure keeps the atmosphere elegant, social and effortless — without pressure. ### 💫 ABOUT THE EVENT Tired of dating apps that go nowhere? Over speed dating that feels like an interview? So were we. KISMETRIX \| True Connection was created for singles who want something more human — real presence\, real conversation\, and genuine chemistry\. 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. ### 🎯 WHO THIS NIGHT IS FOR This event is for singles who: * Prefer substance over surface * Enjoy meaningful conversation and elegant social settings * Are emotionally mature and socially aware * Want a great Saturday night — regardless of outcomes Come solo or with friends — many do. ### 🍷 THE VIBE Expect: * A moody, intimate underground bar setting * Nordic-inspired design and refined ambience * Hosted support early, free flow later * An elegant, socially aware crowd * **Happy Hour drink specials available at the bar** Think less “dating event” — more **a Collins Street Saturday night done properly**. ### 🎟 TICKETS & INCLUSIONS Get your ticket [HERE](https://www.kismetrix.com.au/all-events/?event=26306) Your ticket includes: * Entry to the curated **KISMETRIX Elegant Singles Night** * Hosted support throughout the evening * A thoughtfully balanced social experience Drinks and small plates are available for purchase directly from Valhalla, with **Happy Hour specials** offered during the event. 🎫 Tickets are limited to maintain quality, balance and atmosphere. Early booking is strongly 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 ### 🔔 [BOOK NOW](https://www.kismetrix.com.au/all-events/?event=26306) Spaces are limited to maintain the energy and quality of the room. **Refund Policy:** Tickets are non-refundable. If you can no longer attend, you’re welcome to transfer your ticket to someone else in the same age group. ## **🔗 Stay Connected with Kismetrix \| True Connection** Love this event? We run a variety of experiences to help people meet and connect in meaningful ways. 📧 **social@kismetrix.com.au** 🌐 **[www.kismetrix.com.au](http://www.kismetrix.com.au "http://www.kismetrix.com.au")** 📱 Follow us on **[Instagram](https://www.instagram.com/kismetrix_/ "https://www.instagram.com/kismetrix_/"), [Facebook](https://www.facebook.com/profile.php?id=61559826808523 "https://www.facebook.com/profile.php?id=61559826808523") & [Eventbrite](https://www.eventbrite.com.au/o/kismetrix-singles-events-84848288353 "https://www.eventbrite.com.au/o/kismetrix-singles-events-84848288353")** 📄 \*\*Important Notice:\*\*By registering for this event\, you confirm that you have read and agree to Kismetrix \| True Connection’s[ Terms & Conditions](https://www.kismetrix.com.au/terms-and-conditions-2/ "https://www.kismetrix.com.au/terms-and-conditions-2/"),[ Privacy Policy](https://www.kismetrix.com.au/privacy-policy/ "https://www.kismetrix.com.au/privacy-policy/"),[ Disclaimer](https://www.kismetrix.com.au/disclaimer/ "https://www.kismetrix.com.au/disclaimer/") and [Code of Conduct](https://www.kismetrix.com.au/code-of-conduct/ "https://www.kismetrix.com.au/code-of-conduct/").Some events may be non-refundable as stated in their individual descriptions.🤝 Collaborations: **collabs@kismetrix.com.au**

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

**Google Analytics Alternatives** Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday. Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”. Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process. We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

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

Drake Lundstrom is presenting: Code Anywhere by Talking to your Phone Abstract: Have you heard the trend of people deploying code anywhere from checkout lines to doctors' offices? In this talk, you will learn how to talk to your phone and have an app on Azure to show your friend 5 minutes later. The basic DevOps tools you already know, plus a little bit of AI magic, are all you need! If you want to follow along, the demo will be in Azure with GitHub Actions and GitHub Copilot, and you can have it set up on your phone by the end of the session. Just come in with an Azure account and a GitHub repo. Join us for pizza, drinks, and networking @ Improving's office. Doors open at 5:45.

**Details:** This talk reviews the fundamental academic research literature in financial economics, distilling key findings with rigor while debunking suboptimal investing decisions. It draws on decades of empirical research and statistical analysis with the aim of guiding how to think about sound investing. **Audience Takeaway:** Attendees will gain a practical, research-based approach to assessing investments, interpreting risk, and making choices that support long-term financial independence, informed by decades of published financial studies. **Zoom: This is a *hybrid* event. To attend online, join us on Zoom here at 6pm:** https://iit-edu.zoom.us/j/87434065239?pwd=mK8gkDO6FTL2NBCXrgnViDwVJU14YT.1 Meeting ID: 874 3406 5239 Passcode: 826532 **Sponsor:** **[Tegus by AlphaSense](https://www.tegus.com) will provide the meeting site, as well as pizza and soft drinks for the onsite participants.** * **Address:** 200 N. LaSalle Street. Suite 1100. Chicago, IL 60601 * **Tegus by AlphaSense's Overview:** Tegus by AlphaSense is the leading market intelligence platform for key decision makers. We power some of the world’s most well-respected institutional investors, corporations, and consultancies through the largest and most comprehensive database of primary and market information. Our products and services enable clients to discover unmatched insights and answers to the most challenging questions they face to help them make better informed decisions. We are an end-to-end investment intelligence and research platform that modernizes the research processes. With an ecosystem that combines at-cost, on-demand expert calls with a 55K+ transcript library; quantitative financial workflows that streamline research across company disclosures, management presentations, earnings calls and filings; and 4K+ fully-drivable financial models and company benchmarking data, including every KPI and comparison that matters, Tegus by AlphaSense enables investors to move faster, gather deep research and surface high-quality insights to drive better decisions. The company serves customers worldwide, including investment analysts, portfolio managers and key decision makers across public and private businesses in markets of all sizes. * **Logistics**: To access the Tegus by AlphaSense building, we require **first and last names** of those who RSVP'd by Mar 18. Attendees will then present their **IDs** when they arrive at the front desk (right when they enter the building). They will be sent up in the elevator to the 11th floor where we will be.

One of the most valuable parts of this community is the opportunity to think out loud with other product professionals. This session is built for exactly that. As we wrap up the quarter, it’s a great time to pause and reflect. What’s on track? What needs adjustment? Where could a small shift create bigger impact? Join fellow product professionals for a focused, interactive conversation designed to help you recalibrate for the next quarter. You’ll have the opportunity to share where you are, hear how others are thinking through similar challenges, and gain fresh perspective you can bring back to your team and organization. We’ll gather at 8:00AM, with discussion starting promptly at 8:15AM. 📍 First Watch - 7227 N High St Located in: The Shops at Worthington Ample parking is available. Food and beverages will be available for purchase. Start your morning with clarity and connection — we hope to see you there! ☀️

Is your business taking more of your time than you would like? [Rob Young](https://www.linkedin.com/in/cinci-robyoung/) principal at [Stage 3 Group](https://www.linkedin.com/company/stage-3-group/), hosts this workshop series and is the author of Stage 3 Success. * Provides a framework and a playbook for leaders of emerging businesses * Reviews business management tools and techniques for scaling and maturing a business * How to recognize and leverage stories hidden in financial statements * How to implement financial and operational controls and use leading indicators to spot trouble before it occurs * How to manage your time for maximum effect * How to deal with nonperforming employees * How to create standard operating procedures throughout your organization Four sessions will include two hours of content and an optional 90-minute hands-on lab. Reserve your spot via this link: https://clintonvilleba.com/calendar/#!event/2026/3/20/chaos-to-clarity-to-control ($200 for non-CABA members.)