Data Mining

**Danidu Weerasinghe - What's new in Azure and GitHub** A fast, practical tour of the newest innovations across Azure and GitHub. We’ll break down the latest cloud capabilities, AI‑powered developer tools, security enhancements, and DevOps integrations that are transforming how teams build and ship software. **Randi Ratnayake - Turning Raw Content into Intelligence with Azure Content Understanding** Azure Content Understanding brings together multiple Azure AI services to analyze, extract, classify, and structure information from unstructured content such as text, images, audio, video, and documents. It abstracts much of the complexity involved in building AI-powered content solutions, while still giving teams the flexibility to shape models, workflows, and integrations to fit their needs. This talk shows how Content Understanding helps turn raw content into meaningful insights and enables scalable automation and decision-making across enterprise data. **Hajra Akhtar - VNet Integration with Power Platform** How to achieve integration and communication between Dynamics CRM and Azure, including advantages of having VNet integration and steps to achieve it. **Kaushaya Ganguly - Supercharge App Migrations to Azure using GitHub Copilot App Mod** Learn how GitHub Copilot App Mod can dramatically speed up and simplify your application migration journey to Microsoft Azure. This session walks through real‑world modernization workflows, code insights, dependency analysis, and AI‑assisted refactoring that help teams move from legacy architectures to cloud‑ready solutions with confidence. Perfect for developers, architects, and anyone looking to modernize apps without the usual friction, completing Apps migrations in days as opposed to months.

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)

**🌹 Melbourne, Victoria, Australia Zoom Speed Dating – Matched by Age & Personality** Real conversations with real locals — all from your couch. Short, hosted rounds on Zoom with Melbourne, Victoria, Australia singles matched to your age group and personality. No awkward silences — just easy conversation. **Pick your age group and register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=381.0&productType=onlineSpeedDating&city=Melbourne%2C%20Victoria%2C%20Australia&groupurlname=catalyst-core-empowered-singles&ar=18-32&face_v=12.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=381.0&productType=onlineSpeedDating&city=Melbourne%2C%20Victoria%2C%20Australia&groupurlname=catalyst-core-empowered-singles&ar=30-46&face_v=12.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=381.0&productType=onlineSpeedDating&city=Melbourne%2C%20Victoria%2C%20Australia&groupurlname=catalyst-core-empowered-singles&ar=40-58&face_v=12.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=381.0&productType=onlineSpeedDating&city=Melbourne%2C%20Victoria%2C%20Australia&groupurlname=catalyst-core-empowered-singles&ar=55+&face_v=12.0) **⚠️ Important: RSVP ≠ registration.** To attend, pick your age group below, sign up, and finish the personality quiz. Places are limited. --- 🎯 **Perfect for:** - Anyone who prefers connecting online before meeting in person - Busy professionals who value their time - Singles in Melbourne, Victoria, Australia who want to meet locals from home **How It Works** 1. **Choose your age group** – Register through your link above. 2. **Complete the quiz** – Quick personality quiz so we can pair you well. 3. **Get on Zoom** – Join the call and your host will guide you through. 4. **Meet your matches** – Rotate through quick chats with compatible Melbourne, Victoria, Australia singles. 5. **Get matches** – Mutual matches revealed after the event. **Event Details** - **Format:** Live on Zoom – guided rounds from home - **Location:** Your place – couch, desk, wherever works - **Host:** Professional host keeping things smooth and relaxed - **Vibe:** Friendly and low-pressure – just real chats with Melbourne, Victoria, Australia locals - **Duration:** Around 90 minutes - **Rounds:** Several short one-on-one rounds - **Matching:** Based on personality quiz results - **Tech:** Zoom, webcam, and decent Wi-Fi --- ✨ Meet Melbourne, Victoria, Australia singles from home. Register and we'll handle the rest. ❤️‍🔥 ✨

A mix of dance classes, connections & laughter! We love offering a diverse range of moves to keep things fresh and exciting, and it’s always amazing to see our dance community connecting on and off the dance floor. It’s all about coming together, learning, and having fun! Brighton Beach Bowls Club 2B South Rd Brighton 7:00 pm - 9:30 pm Beginner & Intermediate levels $25 CASH or PAYID

**💗 East Melbourne, Victoria, Australia Speed Dating – Personality Matched, Hosted on Zoom** A simple, fun way to meet local singles without leaving the house. You'll rotate through short one-on-one video chats with East Melbourne, Victoria, Australia locals who've been matched to you by age and personality. A host keeps everything running smoothly. **Register for your age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=381.0&productType=onlineSpeedDating&city=East%20Melbourne%2C%20Victoria%2C%20Australia&groupurlname=catalyst-core-empowered-singles&ar=18-32&face_v=12.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=381.0&productType=onlineSpeedDating&city=East%20Melbourne%2C%20Victoria%2C%20Australia&groupurlname=catalyst-core-empowered-singles&ar=30-46&face_v=12.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=381.0&productType=onlineSpeedDating&city=East%20Melbourne%2C%20Victoria%2C%20Australia&groupurlname=catalyst-core-empowered-singles&ar=40-58&face_v=12.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=381.0&productType=onlineSpeedDating&city=East%20Melbourne%2C%20Victoria%2C%20Australia&groupurlname=catalyst-core-empowered-singles&ar=55+&face_v=12.0) **⚠️ RSVP alone doesn't secure your spot.** You must register through your age group link below and complete the personality quiz. Places are limited. --- 🎯 **Perfect for:** - Introverts who do better in one-on-one chats - Singles in East Melbourne, Victoria, Australia who want to meet locals from home - First-time speed daters - Singles who want a hosted, organised experience - People getting back into dating after a break ⭐ *"Perfect for introverts. Felt comfortable the whole time."* – East Melbourne, Victoria, Australia attendee **How It Works** 1. **Choose your age group** – Register through your link above. 2. **Do the matching quiz** – Helps us find your best matches for the night. 3. **Join on Zoom** – Click the link, hop on, and the host takes it from there. 4. **Speed date** – One-on-one rounds with personality-matched East Melbourne, Victoria, Australia locals. 5. **Get matches** – Mutual matches revealed after the event. **Event Details** - **Format:** Hosted on Zoom – one-on-one video rounds - **Location:** Anywhere you're comfortable – no venue, no commute - **Host:** Experienced host running the evening - **Vibe:** Friendly and low-pressure – just real chats with East Melbourne, Victoria, Australia locals 💡 **Tip:** Test your Zoom and find a quiet, well-lit spot beforehand. --- ✨ Register, take the quiz, and meet East Melbourne, Victoria, Australia locals tonight. 💖 ✨

$29 per person for 2 hours of training (includes table hire) ## 🏓 MELBOURNE TABLE TENNIS COACHING @ MSAC Ready to seriously improve your table tennis — or finally start the right way? Join our **ongoing in-person group coaching sessions at MSAC**, where you’ll train in a structured but fun environment with players who come regularly, as well as new faces every week. Our sessions are designed for **both total beginners and advanced players.** You don’t need experience — and you won’t be bored if you already have it. ### What to expect * ✅ **10–15 players per session** * ✅ **2 experienced coaches on court** * ✅ **Structured drills + match play** * ✅ **Individual feedback based on your level and goals** * ✅ **A welcoming group that trains regularly** You’ll work on **technique, footwork, consistency, tactics, and real match situations** — not just hit balls randomly. We organise the group so everyone is challenged at the right level. ### Why people love these sessions * Ongoing training with a real community * Fast improvement, not just social play * A great way to **move, learn, and make friends** * Fun, supportive atmosphere with serious coaching behind it Whether your goal is to **learn from scratch, get fitter, sharpen your skills, or start competing**, this is a perfect place to train. ### What to bring * 🏓 **Bat/paddle** (if you have one — if not, we’ll provide it) * 👟 **Sports shoes (runners)** * 👕 **Comfortable sports clothes** * 💧 **Water bottle** * 🧴 **Small towel** Grab your paddle, bring your energy, and come hit with us at MSAC. Please send me an email to: p.tretinik@gmail.com to confirm attendance. This helps me to book enough table for a smooth session. NOTE: If this is not your first time coming to this meet up, the cost is $36 for the whole 2 hours.

**Generative AI for Developers Meetup 2026** ***Building AI Applications with Agentic AI, GenAI Workflows & Multi-Agent Systems*** Join the **genAI for Developers** community for an evening of **developer-first learning**, demos, and networking - focused on what it actually takes to build and ship with GenAI and agentic workflows. Each month we push deeper into practical patterns for **Agentic AI**, **RAG**, **tool-using agents, evaluation/observability, and workflow engineering** \- with real code\, real trade\-offs\, and real lessons learned from production\-minded builds\. **What we’ll cover (typical themes)** \* Agentic workflows: planners, routers, tool use, memory, and guardrails \* RAG done properly: retrieval, chunking, reranking, citations, and grounding \* Multi-agent systems: roles, coordination, failure modes, and cost control \* Model ecosystem updates: OpenAI, Anthropic, Gemini, DeepSeek (and what’s actually useful) \* Demos + notebooks: follow along with Jupyter + GitHub style examples \* New developments: OpenClaw, Hermes, TurboQuant and more \-\-\- **📅 AGENDA — March 31, 2026** **6:00 – 6:20 PM** \| Arrival\, socialising & networking **6:20 – 6:40 PM** \| Community updates \+ latest GenAI & Agentic AI news **6:40 – 7:10 PM** \| 📊 **Anthropic's 2026 Agentic Coding Trends Report** A deep dive into 8 trends reshaping how software gets built in 2026: * Where engineering teams are seeing the greatest productivity gains today * Why effective AI collaboration still requires active human judgment * How non-technical teams are building tools without engineering support * Eight trends reshaping how software gets built in 2026 **7:10 – 7:25 PM** \| 📊 **OpenClaw Walkthrough with Gaurav Caprihan** Learning about this new craze sweeping the agentic world. **7:25 – 7:45 PM** \| 🎵 **Creative GenAI: Song to Music Video — Instructor-Led Walkthrough** An end-to-end creative AI session: song idea → lyrics → full track → music video using modern generative AI tools. * Prompting & iteration in **Suno** (structure, hooks, tone, vocal style) * Building a consistent visual narrative in **VidMuse** (storyboard, scenes, pacing) * 🎥 Watch the final clip we'll unpack: https://youtu.be/bAbIiy6jE6I?si=D_rVhtp775HsnCLF **7:45 – 8:00 PM** \| Q&A \+ closing networking **8:00 PM** \| 🍻 Optional: head to a nearby pub for dinner *** 🌍 **Live-streamed globally** — YouTube link shared on the day (EU + US welcome!) \-\-\- **Why attend?** If you’re building (or about to build) agentic AI systems, this is the room where you’ll pick up reusable patterns, avoid common traps, and meet others shipping in the same space - developers, data folks, founders, and technical leaders. RSVP here: https://www.meetup.com/genai-for-developers/

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-04-01](https://konfhub.com/ksug-au-2026-04-01) **<=** **Latest promotions** discovered by our community! * Request [60% OFF Kubestronaut](https://forms.gle/tpAizfSUy94SMAW9A) bundle code * **20%** OFF **[FinOps](https://ksug.ai/finops)** Certs Code: **KSAI_20** * 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:** Future of **SRE** with AI by **[Jay Desai](https://www.linkedin.com/in/jaydesai83/)**, Senior SE @**[Datadog](https://www.datadoghq.com/)** * **Topic 2:** Revealing **Data** Achitect Technics and how to Containerize a ELT solution by **[Rodrigues Lopes](https://www.linkedin.com/in/rodrigueslopesdataarchiect/)**, Data Architect, @D2i Consulting * **Topic 3:** **DGX** Spark Live: Nemotron 3 Super running **OpenClaw** for free by **[Thiago S S Ramos](https://www.linkedin.com/in/thiago4go/)**, Cloud Engineer, DNX Solutions * **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-2026-04-01) 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.

It's DDD but \***lightning**\*. The evening will be a hybrid event hosted by the DDD Melbourne crew and consist of short & sharp presentations of fifteen minutes in length on a dev related subject. Venue space is limited, we cannot accommodate more than **90 people**. First come first served! **ONLINE ATTENDANCE** You can join us online, we'll aim to get the call started somewhere around 6pm before we have our introductions and first speaker. Remote audience link --> **TBA** You can ask questions of our speakers via Slido. We'll try to ask your questions as they come through on Slido, but we may not get to all of them. **TALKS** **Elmer Rokerick Niem Bool** neurUL: Duplicateless Databases Using Biomimicry In this talk, Elmer will present neurUL (neurUL Universal Language), a new neurobiological programming language, inspired by computer science, neuroscience, cognitive science, linguistics, and philosophy, that can enable a highly efficient and flexible method for data storage. Using neurUL, developers will be able to solve the ""unavoidable redundancies"" problem, wherein, despite the introduction of database normalization more than half a century ago, relational databases with their current limitations, are still plagued by costly, ever-growing redundancies across columns, rows, tables, as well as in schema definitions **Suyogya Taneja** CQRS in Modern .NET: Clean Architecture, Vertical Slice, Microservices, and AI-Assisted Development with Claude Code The talk will explore implementing CQRS in modern .NET applications across Clean Architecture, Vertical Slice Architecture, and Microservices, along with demonstrating how AI-assisted development using Claude Code can help accelerate building CQRS-based features such as commands, handlers, and tests. **Anderson Santos** Automate Work and Build Tools with No-Code Repetitive tasks are everywhere, copying data between systems, updating records, processing documents, and managing manual workflows. In this talk, Anderson will show how no-code automation platforms like Make allow anyone to connect systems, eliminate boring work, and build powerful workflows without writing code. He will also briefly explore how the same approach can be used to create internal tools and even launch small SaaS products. **Ben Taylor** Building MCP Servers is Surprisingly Easy The Model Context Protocol (MCP) is changing what is possible with LLMs and enabling general purpose agents. It turns out building MCP servers is super easy. Ben will talk about what an MCP is, some background around the security considerations involved, how to build one, and what you could use it for. **SCHEDULE** **5.45pm** Open doors, food served **6.10pm** Intro and three talks **7.30pm** Break for networking and drinks **8.00pm** Two more talks **8.45pm** Close **CODE OF CONDUCT** All DDD events are subject to the DDD Code of Conduct available at https://www.dddmelbourne.com/code-of-conduct/ **VENUE AND FOOD SPONSOR** [Luminary](https://www.luminary.com/) **FUTURE EVENTS** Are you interested in speaking at a future DDD by Night? That's awesome, we'd love to have you! We take speakers of all experience levels and offer training too. [Fill out this form](https://forms.office.com/r/12c0CvLwQk) and we'll be in touch. **FEEDBACK** Feedback, whether it's good or constructive, helps us grow and improve these events and so we'd love for you to fill out the form here --> https://forms.office.com/r/MB8WGKv9Bi

[REGISTER HERE] ( https://luma.com/seab43vn ) Australia is entering a new era of AI, one where sovereignty, infrastructure, and local capability matter more than ever. ​Join our Foundational Models Meetup, where for our first event in the series, we’re excited to host **[Simon Kriss](https://www.linkedin.com/in/simonkriss/), CEO of Sovereign Australia AI**, for a short talk on what it actually takes to build foundational models here in Australia. ​ While much of the global AI conversation is dominated by US and Chinese players, Sovereign Australia AI is working to develop foundational models locally, contributing to Australia’s capability in this rapidly evolving space. ​**Live demonstrations** We’ll also feature 2–3 short live demonstrations from local builders working directly with foundational models. ​These will be practical walk-throughs of what teams are actually building. Each demo will be concise, technical where relevant, and focused on real-world insight. ​ **What you'll learn:** * ​Why AI sovereignty is becoming a strategic priority * ​What it really takes to build foundational models * ​The challenges of infrastructure, capital, and talent in Australia * ​Lessons learned from building at the frontier * ​Where Australia fits in the global AI landscape ​This event is designed for engineers, researchers, founders, and builders who want a grounded perspective on what’s happening beneath the surface of the AI boom. ​Join us at Melbourne Connect for an evening of practical insights, honest reflections, and thoughtful discussion on the future of foundational AI in Australia. ​ **Who should attend:** * ​AI engineers and researchers * ​technically minded founders * ​people working on model infra, tooling or data * ​students and academics curious about foundational models ​**About SMEC AI** ​SMEC AI is an initiative of Boab AI in partnership with Artesian, Cremorne Digital Hub, University of Melbourne, RMIT, La Trobe University, Victorian Medtech Skills And Devices Hub, TNG and Rockwell. ​SMEC AI focuses on the agriculture, clean energy, medical and enabling capabilities industries as defined by the National Reconstruction Fund priority areas. ​ The SMEC AI project and activities has been funded by the Australian Government Department of Industry Science and Resources AI Adopt program and is aimed at enhancing the adoption of artificial intelligence by small to medium enterprises in Australia.

**IMPORTANT - Note Date Change.** **Bitcoin Basics - Bitcoin x AI** This is a Melbourne based, live event. Limited seating, booking required. Hosted by Craig A Guest Speaker: TBA **What You’ll Learn:** * The Bitcoin Basics related to; * Bitcoin and how it works. * The problem Bitcoin solves. * The rapidly evolving AI space. * How Bitcoin and AI are working together. * Questions and answers. At the upcoming live Bitcoin event, attendees will gain a understanding of Bitcoin Basics, focusing on how it works and the problem it solves. The event will delve into the rapidly evolving space of AI and how AI & Bitcoin impact each other and work together. The event will show case real world examples of AI implementation using Bitcoin and the contrast to frictions in the traditional banking system. A dedicated Q&A segment will allow participants to ask questions and engage directly with knowledgeable speakers. This is a free community event designed to promote education around Bitcoin and support the growth of the local Bitcoin community. With limited seats available, early booking is highly recommended to secure your spot. Don’t miss this opportunity to deepen your understanding of Bitcoin in a practical, hands-on setting. **IMPORTANT** please arrive by 5:45pm to ensure we can let you in at ground level and to access the lifts. Thereafter, we may not have someone available to let you in the building. **Location: Melbourne Connect - Level 7 Manhari Room 7212.** **Address: 700 Swanston St, Carlton VIC 3053** How to get there? Take the tram from Melbourne Central Station, there are multiple bus options or paid parking is available at Ace Parking, Cardigan House. Detailed Directions: [Directions Link](https://drive.google.com/file/d/1-KL-V_FoEyLkfWzGtFXMNOzSfTI_8K6e/view?usp=sharing) The event will be catered. There'll be some finger food/snacks and drinks available. Please register early so we can allow for everyone. If there is something in particular you would like to learn about, send us a message and we will do our best to include it in the presentation. *\*Final details are subject to change.*

**☕ Coffee Catch-Up with AWS Cloud Club @ UniMelb** Join us for a relaxed and welcoming coffee catch-up hosted by the AWS Cloud Club at the University of Melbourne. Whether you're completely new to cloud or already exploring AWS, this session is designed for everyone. This is not just another event — it's your starting point. **What's in it for you?** This will be an excellent opportunity to discover how to make your university life truly worthwhile, understand the AWS learning roadmap with step-by-step guidance, get clarity on career paths in cloud, AI, and tech, improve your resume and skills, ask real questions with no pressure and no judgment, and connect with like-minded students and mentors. **FREE Coffee Included ☕** Yes — coffee is on us! Everyone who signs up for a session will receive free coffee while we chat, learn, and plan your journey together. **Who can join?** Absolutely anyone — beginners with zero cloud knowledge, students exploring tech careers, or anyone curious about AWS, AI, or industry pathways. All are welcome. **Event Details** Date: 31st March 2026 Time: 11 AM onwards Location: Standing Room Café, Glyn Davis Building **Book Your Spot** Spots are limited — secure yours here: [https://docs.google.com/spreadsheets/d/1rUcWBagg5zcXY8Z4QnJ3LLDiWFDFZ_DPGXU457UB4tc/edit?usp=sharing](https://docs.google.com/spreadsheets/d/1rUcWBagg5zcXY8Z4QnJ3LLDiWFDFZ_DPGXU457UB4tc/edit?usp=sharing) You don't need to have everything figured out. Just show up, grab a coffee, and let's figure it out together.

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.

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.

**The Data-Driven Brand: Using Analytics to Shape Perception** Can you use analytics to improve tacos? This being CBUSDAW, we think the answer is probably “yes”, but we’re not sure how to implement or test this theory. For our April meetup we’ve got Sara Kear, CMO of Condado Tacos, to investigate this delicious question. Sara will explore how she blends quantitative data and qualitative customer feedback to shape brand positioning and drive business decisions. We all know that marketing and analytics go way beyond attribution. Sara will show how Condado uses customer insights to inform product and pricing strategy. She’ll also highlight how Condado leverages customer feedback at scale to influence operational priorities, positioning marketing as the voice of the customer across the organization. In the last 12 years Condado has gone from one location in Columbus to 52 locations across 10 states, so we’re guessing there’s more to that growth than really good guac (though the guac probably helps). Ultimately, this talk focuses on the intersection of art and science—using data to inform creativity and build a brand that resonates with customers in a measurable way. **About Our Speaker** Sara Kear is Chief Marketing Officer at Condado Tacos, where she oversees brand, restaurant design, menu and pricing strategy, off-premise including catering, and customer data strategy. Since joining in 2021, she has helped grow the brand from 19 to 52 locations while building a data-driven marketing organization focused on loyalty and customer insights. Condado has since been named to the Inc. 5000, recognized as Breakout Retailer by Chain Store Age, and consistently ranked among FastCasual’s Top 100 Movers & Shakers. 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)

The April Ohio North Database Training user group meeting will be held on **April 7th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined online by **Kayla Boor**. 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/meet/22562814501129?p=w1cSxeUXFTVeIpZiMw)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 **Accidental friends: How a DBA and an SRE worked together to optimize the system.** This session is focused on how to communicate effectively between teams to improve alert fatigue, performance, and observability. \*\*NEW SPEAKER \*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.

**First meetup of the Columbus AI Engineering group.** We’ll kick things off with a practical, beginner-friendly discussion on: **How LLMs like ChatGPT actually work — and how to build real applications with them.** We’ll cover: * what’s actually happening under the hood (at a high level) * why LLMs behave the way they do (hallucinations, prompt sensitivity, etc.) * how people are building real systems with them today * where things break in practice This will be a **short, informal talk (\~15–20 min)** followed by open discussion and Q&A. Whether you’re an engineer, builder, or just curious about how modern AI systems work, you’re welcome to join. No slides, no fluff — just real conversation about real systems. We’ll hang out afterward and get to know each other.

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: Type Annotations with John Cassidy We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

**We'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/86862937929?pwd=woa95D1r85dobjqxQ07NfBLNdTa9hc.1 Passcode: 705462 **If you can't get in, please call me at: 734 223-3307** **Document source:**

## Pickleball League \| Singles \| 20s\, 30s\, 40s \| Columbus\, OH Ditch the dating apps and meet singles in real life — on the courts for 8 weeks. This event is ALL done through Eventbrite, we must register in advance. [The link is here! ](https://www.eventbrite.com/e/pickleball-but-everyones-single-datecolumbus-tickets-1984560246119?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl) April 13th - June 1st. 6:00PM - 8:00PM. Monday Nights. Whether you’re a seasoned player or brand new, this league is all about connection. 👉 **Never played before?** No problem! For the first **three weeks**, instructors will be on-site for the first 30 minutes to teach you the basics and get you comfortable jumping in. We’ll run this as **open play** — you’ll rotate courts and partners for casual games and maximum mingling. Winners stay for one round before rotating, giving you plenty of chances to meet someone new. 📅 **Mondays\, April 13th \- June 1st \| 6:00–8:00 PM** 📍 **Paddle Taps** \| 535 Lakeview Plaza Blvd\, Worthington\, OH 43085 **⭐ May 4th — Best Dressed Night: Star Wars Edition** *May the Fourth Be With You!* Dust off your Jedi robes, break out the lightsaber, or go full Chewbacca. Come dressed up, bring your A-game, and may the force (and your dinks) be with you. Best dressed winner picked by the volunteer sqaud, Winner will receive a prize! **🍽️ May 25th — Memorial Day BBQ POST PLAY** End your Memorial Day weekend with pickleball and pickleball BBQ! Paddletaps will provide the burgers & hot dogs, you're welcome to bring your fav app or dessert to share with the crew! **What to Know** * Paddles available each week — or bring your own * Locker room on-site * Full restaurant + bar available * Play runs every Monday from 6:00–8:00 PM for 8 weeks * Eat, drink, and mingle during and after play * Tickets are **non-refundable** Ready to meet your pickleball partner (and maybe more)? 🎟[ ](https://www.eventbrite.com/e/pickleball-but-everyones-single-datecolumbus-tickets-1984560246119?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl)**[Sign up now — spots will go fast!](https://www.eventbrite.com/e/pickleball-but-everyones-single-datecolumbus-tickets-1984560246119?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl)** ### Event Guidelines 🚫 No rude or inappropriate behavior 📸 Photos may be taken for promotional use 📵 Be present — phones away, eyes up ✨ Be open, have fun, and enjoy the experience