Cognos

Every team has that "Manual Drag" - those repetitive, low-gear loops that keep you stuck in the pits while the competition is flying. It’s time to break the rhythm and find your flow. Join us for a high-octane session on Atlassian Rovo, the AI power unit built to eliminate the manual grind and get you to the podium. We’re going to show you how to: Tune the Frequency (Search): Stop the static. Cut through the noise and find exactly what you need across your entire stack in one smooth motion. No more hunting for the beat. Riff with the Pit Wall (Chat): Turn fragmented data into instant insights. Don’t just read the spec—ask the engine to remix it, summarize it, and serve it up so you stay in the flow. Hand Off the Loops (Agents): Put Rovo Agents on the repetitive, manual chores that stall your engine. Let them handle the grind while you focus on the high-speed moves that actually win the race. The grid is forming. Stop idling in the manual lane and start playing the high-speed tracks. Are you ready to take the lead? Agenda --- Hosted By Michelle Letho, Account Executive & Networking Junkie Michelle (Miche) Letho is the Melbourne Atlassian Community Event (ACE) Champion and an Account Executive at Willyama Togetha, Australia’s only Indigenous-owned Atlassian Platinum Partner. She helps organisations imagine, build, and scale better ways of working through Atlassian solutions that boost collaboration, visibility, and impact. A member of the Transformers Unite leadership team, Miche supports national change and transformation events that bring practitioners together to learn and share. With a career spanning tech, FMCG, a Startup founder and consulting, she blends commercial know-how with curiosity and heart. If she's not at networking events, outside work, she keeps busy ubering teens at calisthenics and netball. and recharges through yoga, Pilates and hiking. Abbas Heidari, Engineer With an IT career spanning over 30 years, I have always been passionate about bridging the gap between technical architecture and human collaboration. My journey began in 1995 in software engineering, and after completing my Master of Information Systems at the University of Melbourne, I transitioned my focus to the Atlassian ecosystem in 2015. Currently, I serve as the Atlassian SME at Woolworths Group. Working within a high-impact team, I focus on delivering enterprise-grade solution consulting and sustainable governance to support thousands of users across a complex, large-scale environment. I am particularly dedicated to: ■ Enterprise Solution Consulting Architecting the Atlassian product lifecycle to meet the intricate, scalable needs of the Woolworths Group. ■ Community Leadership Since last year, I have led the Atlassian CUG (Company User Group) within Woolworths, fostering a culture of knowledge-sharing and cross-functional best practices. ■ Product Influence Active participation in Atlassian’s Early Access Programmes (EAPs), providing direct feedback to help shape the future of the tools we use every day. ■ Governance & Enablement Establishing frameworks that balance operational efficiency with internal security while empowering teams through specialised training. I believe the strength of the Atlassian suite lies in the community behind it. I’m always keen to exchange ideas on governance, scalability, and how to build a thriving internal user community. Bonnie Emmerson, Atlassian Community Champion Andy Fleming, Atlassian Community Champion Mit Tolia, Atlassian Community Champion --- Global Partner Atlassian (http://atlassian.com) Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality. For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries. --- Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-melbourne-presents-the-rovo-grand-prix-winning-the-race-for-productivity/.

The Umbraco HQ team in Melbourne have finalised the agenda for Umbraco 360° on Tuesday, 3 March. This is a chance for the local community, developers, practitioners, and partners alike, to get together, talk shop, and hear the latest directly from the source. This is a free in-person event, but space is limited. Please make sure to register so we can get the catering right! Register here: [https://umbraco.com/umbraco-anz-community-360-melbourne/](https://umbraco.com/umbraco-anz-community-360-melbourne/) **Why come along?** 🛠️ The Inside Track: Get a first look at the global roadmap and the future of the Umbraco ecosystem directly from CEO Mats Persson. 💻 Technical Deep Dives: Callum Whyte, joined by guest stars Mario Lopez and Nathan Woulfe, will present "Engaging Engage." Expect a practical look at personalization and analytics without the fluff. ⚡ Community Lightning Talks: Rapid-fire innovation showcases from local legends Alexander Jacobsen, Peter Gregory, and Daniel Walker. 🍻 Socialize & Connect: This isn't just a series of slides. We've carved out plenty of time for food, drinks, and honest chats with the HQ team and your fellow ANZ developers. **Event Details** 📅 Date: Tuesday, 3 March 🕔 Time: 5:00 PM – 8:30 PM AEDT 📍 Location: The Commons, 55 Collins Street, Melbourne Tickets are moving fast. Grab your spot to catch up with the community and see where the platform is headed next. Secure your place: [https://umbraco.com/umbraco-anz-community-360-melbourne/](https://umbraco.com/umbraco-anz-community-360-melbourne/)

Hello everyone ,let me start by giving you one of my favorite quotes, "Success is an organised activity". Today we are going to be talking about Business Management . Business management at its core involves the actions of planning, organizing , leadership and understanding the difference between good and bad control . We are going to be taking a look at these aspects and see how they fit in to your business. An understanding and mastery of the concepts will give you an edge over others in your industry and set you up on the road to success. If for any reason you can not make it ,contact us on 0449 970 191 and will organize a Free one on one briefing with you I hope to see you there ! Cheers

Speaking in public is not easy for most people, nor is running a workshop, writing a speech, thinking on your feet, or even speaking up amongst friends. At POWERtalk you will learn how to gain the confidence to step up to speak up. We've seen it many times over. We help you with simple techniques to look confident as a speaker even when you feel like crumbling. **You'll be giving presentations before you know it and loving it!!!** **\>\>\>** We believe there is no one-size-fits-all when it comes to growing as a person and can tailor a plan to help you grow as an individual. **<<<** **Join us at a meeting soon to learn how to build your confidence as a speaker, effectively communicate, get creative, and have lots of fun doing so.** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- POWERtalk Australia is a not-for-profit organisation training in public speaking and leadership skills. Guests are free of charge for the first 3 meetings. Full membership is surprisingly very affordable. Please ask if you would like more information or become a member. We look forward to meeting you for a night of POWERtalk (1st and 3rd Wednesday of every month) *PS. If you have symptoms of cough, runny nose, fever or are unwell, we wish you a speedy recovery and please ask that you stay away until you are well again. Thanks :)* We meet every 1st & 3rd Tuesday. Address: Power Neighbourhood House - 54 Power Avenue Ashwood Vic 7.45 pm start. 2-hour duration. Come along and enjoy the fun. We look forward to meeting you.

Hi Radiant Ladies, Isn’t it lovely to enjoy lunch by the water at Southbank? Teatro is close to St Kilda Road and easy to find. See you! Lyn 💓💛

If you have been diagnosed with an Anxiety Disorder join us at 10 Yarra Street, South Yarra for the Mental Health Foundation Australia Face to Face Anxiety Support Group. Introducing John as our current facilitator, he is an experienced facilitator in many diagnoses including Anxiety. John is passionate about mental health and offering support to consumers. John is non judgmental and takes a compassionate approach to addressing mental health issues and engages participants to share in a positive and safe environment. **This support group is for those affected with a diagnosed anxiety disorder.** To register your attendance please see: [https://supportgroup.mhfa.org.au/anxiety-support-group](https://supportgroup.mhfa.org.au/anxiety-support-group) For other MHFA support groups please see: [https://supportgroup.mhfa.org.au/](https://supportgroup.mhfa.org.au/) If you need any further information feel free to contact us at supportgroup@mhfa.org.au

For our March meetup we are excited to host Darryl Wright who will demonstrate how you really can deliver 3 yr projects in 3 months using Value Stream Mapping and Flow Efficiency. Find out what other organisations are doing to slash the time it takes them to deliver value, and how you can do it too. This talk explores: 1\. What is Value Stream Mapping \(VSM\)\, and Flow Efficiency ? 2\. What does VSM reveal about how most organisations deliver value today ? 3\. The big lightbulb moment: can 3 yr projects really be delivered in 3 months? \(hint: yes\!\) 4\. Where to from here ? \(and can I use AI to help with all of this ?\) And then, as we always highly encourage participation to embed what we learnt, we'll give the method a go ourselves with Darryl's expert guidance. **Meet your Speaker - Darryl Wright, Value Delivery Advisor and Trainer at Organa** *The only constant in life is change.* Darryl comes from a strong commercial and delivery background borne from two decades of experience in traditional IT project and program management and running IT businesses. This led him on a journey to find more successful and humane ways of working, becoming an Enterprise Agile coach and trainer. He is now a passionate champion of changing the way the world works. His guiding vision is to assist organisations to become great places to work that have happy, effective staff who create brilliant products and services that their customers love.

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-03-04](https://konfhub.com/ksug-au-2026-03-04) **<=** **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 **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 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:** Beyond Patching: Why Distroless is Your Last Line of Defense Against 0-Days by **[Andrew Dean](https://www.linkedin.com/in/ad7/)**, Enterprise SE @**[Chainguard](https://www.chainguard.dev/)** * **Topic 2:** Managing Kubernetes at scale with ClusterAPI, GitOps, and NKP by **[Chris Porter](https://www.linkedin.com/in/mrchrisporter/)**, Principal SA @**[Nutanix](https://www.nutanix.com/)** * **Topic 3:** Era of Resource Efficient AI Models by **[Om Subrato Dey](https://www.linkedin.com/in/om-subrato-dey/)**, Incoming Master of IT with AI @**UoM** * **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/)**, @**[KodeKloud](https://ksug.ai/kk/?ref=meet)**, **[Nutanix](https://www.nutanix.com/)** and **[Chainguard](https://www.chainguard.dev/)**! **[Register here](https://konfhub.com/ksug-au-2026-03-04) 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 💪 𝟏𝟖𝟎,𝟎𝟎𝟎+ 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.

Practice speaking/leadership at SmashSpeak. Less formalities and technicalities, just speaking! Suits beginners to confident Multicultural Hub, 506 Elizabeth St (Opposite Queen Vic Market) Level 1, **Purple Room** (End of corridor) More to come...

To celebrate ***International Women’s Day***, we’re bringing our community together for a special evening featuring two inspiring women in tech. This event is all about sharing experiences, learning from real journeys, and creating space for honest conversations about building a career in cloud and technology. Whether you’re just starting out, making a transition, or already deep in the industry, you’ll find stories, insights, and perspectives that resonate. **And some exciting news** — thanks to our friends from [Programmable](https://www.programmable.tech/), attendees on the day will get a chance to win a ticket to the Programmable conference (valued at $449!). Expect practical lessons, personal reflections, and the kind of discussions that remind us why community matters. See you then! **Topics** **1\. One Platform\, Infinite Connections** An API Platform is not simply a layer for routing traffic; it is an operating model for how organisations design, secure, and monetise digital capabilities. This session opens by defining what an enterprise API Platform looks like in practical terms and why it’s becoming a core part of modern engineering and business strategy. Using a real implementation as context, the discussion examines how Apigee enables structured governance, streamlined developer onboarding, intelligent traffic control, and deep observability. It also addresses how the platform supports emerging AI, LLM, and MCP patterns, outlining its security architecture in production environments and demonstrating how APIs can be bundled into consumable products to create commercial value. Particular attention is given to advanced protection strategies for managing both conventional API workloads and AI-driven traffic. Attendees will leave with a concrete, experience-backed framework for turning an API platform into a measurable driver of innovation, resilience, and revenue. **About the speaker** Neha is an Engineering Manager at MYOB, leading the API Platform capability. With nearly two decades of experience in the IT industry, she has built deep expertise across cloud infrastructure, platform engineering, and large-scale technology transformations. **2\. Stateful Secrets in a Stateless World: Navigating the Azure Serverless Landscape** Serverless is more than just a buzzword; it represents a fundamental shift from managing infrastructure to focusing entirely on code. In this session, we’ll begin by comparing serverless with traditional server-based models to unpack the true differences in cost, maintenance, and scalability. From there, we’ll walk through a real-world application architecture to see how Azure Functions can be used to solve practical engineering problems that conventional servers often struggle to handle efficiently. Drawing on lessons learned from hands-on experience, we’ll also explore common pitfalls, optimisation strategies, and cost-saving techniques. Whether you’re new to serverless or already working with cloud-native systems, this talk will leave you with a clearer, more practical blueprint for designing and building modern applications. **About the speaker** Archana is a Master’s in Data Science candidate with a foundation in Computer Science and Engineering. She brings hands-on experience from her background as a Full Stack Developer, where she focused on building web applications powered by Azure serverless backends. By blending her software engineering roots with her current work in data science, Archana designs cloud-native solutions that are both scalable and data-driven. She is passionate about sharing practical lessons and helping the community understand how to effectively bridge the gap between web development and serverless technology. **Agenda** 5:30pm – Food and networking 6:00pm – Presentation 1 6:40pm – Presentation 2 7:20pm – Networking Thanks to our sponsors: [HAL systems](https://www.halsystems.com.au/), [Mantel](https://mantelgroup.com.au/) and [REA group](https://www.rea-group.com/)! Join us for an evening of learning, conversations, and great company!

**Register now to attend! =>** [https://linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) **<=** **Latest promotions** discovered by our community! * **75%** off [Cybersecurity Super Bundle](https://cny.ksug.ai) using code **LUNAR26SBAI** * **50%** off [KubeSmart Bundles](https://ksug.ai/bundles/?ref=meet) using code **LUNAR26BUNAI** * **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 **KSUG.AI Australia Meetup** — happening in-person! 🎉 We're actively seeking more awesome AI topic speakers! 👉 [https://speaker.ksug.ai](https://speaker.ksug.ai) Join us for Melbourne’s biggest S1 Newcomer Festival! Whether you are a brand new student, a returning senior, or just looking to meet new friends, this is the event to kick off your semester. **Event Details:** * **Date:** Sunday, March 8, 2026 * **Time:** 2:00 PM – 6:00 PM * **Location:** Drill Hall, Multicultural Hub (26 Therry St, Melbourne VIC 3000) * **Entry:** **Online Registration Required** (Strictly no walk-ins) **What to Expect:** * **5,000+ Free Gifts:** From student survival kits to brand merchandise, everyone walks away with something. Arrive early for the best selection! * **Mega Lucky Draw:** Electronic draws every 30 minutes featuring prizes like a PS5, Dyson Supersonic Hair Dryer, Stanley Tumblers, LEGO sets, Wayfarer (Gen 2) and more. * **Interactive Fun:** Booth games and a stamp collection challenge to unlock bonus lucky draw entries and exclusive gifts. * **Study & Career Advice Zone:** Mentors and industry professionals will be available to answer questions about course planning, internships, resume tips, and migration pathways. * **Networking:** Connect with trusted local brands, student organizations, and peers from different universities. **How to Maximize Your Chances:** You can earn multiple lucky draw tickets (up to 10 per person) by checking in with a group, referring friends, sharing on social media, participating in booth activities, or volunteering. **Don't miss out on this full experience!** **[Register here](https://linktr.ee/ksug.ai) to secure your spot!** See you all there! *(This event is organized by JR Academy with strong support from KSUG.AI Community and various sponsors.)* 👉 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 💪 𝟏𝟖𝟎,𝟎𝟎𝟎+ 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.

We’re excited to kick off 2026 with our first **Melbourne MLOps Community Meetup** of the year! This event is extra special! For the first time, we’re featuring a married duo, Mr. and Mrs. Badawy. And what better day to announce it than Valentine’s Day? 🚀✨ **🎤 Speakers** We’re thrilled to introduce: **\- Luke Badawy**, Generative AI Engineering Manager at Commonwealth Bank. Luke is a seasoned Software Engineer and self-proclaimed AI nerd with years of industry experience. In his talk, *Generating Games Using Only Gen AI*, Luke will explore a fascinating and often overlooked frontier in Generative AI — game generation. **\- Natalie Badawy**, Talent Acquisition Specialist *at* Andromeda. Described by Mr. Badawy as “Initiative Lord 9000,” Natalie is the co-founder of "What the Heck is Tech (?)" and co-organiser of "Melbourne Talent Meetup"*.* With deep experience in the tech recruitment landscape, she’ll share a recruiter’s-eye view of how the job market is evolving in the age of AI and ML in her talk: *How to Get Hired in the AI/ML Era*. **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 Luke ❓ **6:30pm** – Questions for Luke 🎤 **6:40pm** – Presentation by Natalie ❓ **7:00pm** – Questions for Natalie 🍻 **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)

Today's meetup is about the book Dianetics the modern science of mental health. Dianetics is the original Drug Free **mental health phenomenon** that inspired the entire self-help movement. It has been positively and **permanently transforming millions of lives** for over six decades. Dianetics is indisputably the most widely read and influential book ever written about the human mind. Learn about the previously unknown source of nightmares, unreasonable fears, anxiety, upsets, and insecurities which enslave Man. Find out what it is that commands one to act irrationally against your own wishes and goals. Dianetics helps you to set and reach your goals. Dianetics will help you reveal to you the one person you've always wanted to know - YOU Ask for Pam or Donavan .

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)

Join membersrs of the Central Ohio UX and digital design community for a casual monthly breakfast.

The March Ohio North Database Training user group meeting will be held on **March 3rd, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr**. You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/l/meetup-join/19%3ameeting_YTg3MTY3NzItODI3OS00MTRjLTgzYTItYTBlMjY5NTQ5MzU4%40thread.v2/0?context=%7b%22Tid%22%3a%22b966f302-6b93-4686-9041-c084635642c5%22%2c%22Oid%22%3a%2278c760cb-657f-46aa-bd2f-7066d9403bdb%22%7d)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Updates and announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### **Data Cleansing using Data Bricks** Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

Let's gather for lunch at Carfagna's followed by an optional stop in Carfagna's Market to check out the tastes and smells of Italy. Carfagna's address is 1440 Gemini Pl, Columbus, OH 43240

Join other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn from each other, build better relationships and experiment with new ideas