Data Mining

**Aim:** Create A.I / Machine Learning projects ... 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 **[Grill'd Burgers, 127-133 Swan St, Richmond](https://maps.app.goo.gl/N6QBydEVo1JW6ctn9)** ... great opportunity for casual discussion and especially for newcomers to get acquainted with the group ***(our table will have orange traffic cones)*** **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 sharp at 415 Church Street, Richmond** \- 7:00 pm ML software "guided" build session using Google Colab \- 9:30 pm Projects show and tell: ad\-hoc for anyone to contribute \- 9:45 pm Tidy up room \- 10:00 pm Hard stop \! **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 !

**POINT COOK CUBAN SALSA & BACHATA** **DANCE CLASSES 2026** **🎉 - NOW OPEN -** **EVERY MONDAY** *(except on Public Holidays we are closed)* *\* No experience necessary* *\* No partner required* \* No dance experience necessary *\* Open to all adult ages* At: **POINT COOK COMMUNITY LEARNING CENTRE** 1-21 Cheetham Street Point Cook \* Same building as the Point Cook Library Building \* We are in Main Room 1 - opposite the Reception Desk as you walk in. **2026 MONDAY - POINT COOK** **CUBAN SALSA, BACHATA** **& RUEDA DE CASINO** **PROGRAM:** **6.30PM** **BACHATA** (Main class) \* Absolute Beginner to Improver level \* No dance experience or partner required \- All welcome **7.30PM - 8.45PM** **BEGINNER CUBAN SALSA** **\- INTRODUCTION TO SALSA BASICS** An extra 15 minutes have been added to assist new beginners with a slower, easy to follow breakdown of the main basics steps \- Beginners of all levels should attend this class This leads into the main **CUBAN SALSA BEGINNER** lesson. *\* Total Beginner Salsa class time: 1 hour & 30 minutes* **8.45PM - 9.45PM** **CUBAN SALSA & RUEDA INTERMEDIATE** (Main class) \* Beginners who are confident with their steps and turns can do this class. (Cuban Salsa/Rueda De Casino) **COST:** \* CASUAL/DROP-IN RATE: $20 for any 1 main class \* DO 2 CLASSES on the night: $30 \* DO ALL 3 CLASSES ON THE NIGHT - Only $35 **PAYMENT OPTIONS:** *\** **CASH** *is the preferred payment on the night and* *recommended for students to avoid paying the* *extra eftpos surcharge fees.* ***\* EFTPOS*** *facility with Mastercard or Visa credit card available* \- Please note: There is a 1\.9% surcharge when using Mastercard or Visa cards\. \* Please note: We do not accept American Express & Diner cards. **BOTTLED WATER & HAND TOWEL:** \* We recommend students bring a bottle of water and a hand towel as some nights are quite hot and some lessons can be abit of a workout! ((-: **CENTRE PROTOCOLS:** \* Masks are recommended \* If feeling unwell or have any flu like symptoms, please do not attend any classes \* If you are a close contact, as a precautionary measure, we ask you not to attend any classes until after 7 days of negative results \* We recommend sanitizing hands frequently **What To Wear:** \* Best shoes - low or flat shoes with smooth sole shoes, such as leather sole shoes. \* Avoid runners or sneakers as these are made to grip the floor and can impede your movement and turns. \* Clothing - comfortable, casual clothing is fine **MEDICAL:** Please consult your doctor before taking any classes if you have breathing problems, heart conditions, knee, back or shoulder injuries or are taking prescribed medication that may effect your health **PRIVATE LESSONS:** We offer private lessons on a one-to-one basis at our private studio setup in Werribee. Available for one to one or with your dance partner or for small private groups at a time that suits you. Large private groups or functions, we can come to you or your event. Private salsa lessons are a great way to fast track and accelerate your salsa dancing skills by focusing on your salsa dancing in more detail with individual attention.

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

$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.

🤠 Monday nights — Boot Scootin’ Hustle (Line Dancing) Line dancing is an absolute blast — upbeat, energetic, and surprisingly addictive! Wonderfully warm, welcoming vibe — the kind of people you’ll want to dance with every week. Whether you’re a total beginner or just looking for somewhere fun to move, you’d fit right in! Brighton Beach Bowls Club 2B South Rd Brighton 6:00 pm – 6:45 pm $15 CASH or PAYID May Madness Sale = 4 x line dancing classes for $40

\*\* Important RSVP [here](https://www.aicamp.ai/event/eventdetails/W2026051322) (Due to room capacity and venue security, it's required to pre-register at the link for admission). RSVP on Meetup is turned off. **Description:** Join us for a community-led developer event focused on AI-assisted coding with GitHub Copilot. This event brings together developers to explore practical workflows, real-world use cases, and hands-on experiences using GitHub Copilot. Whether you are new to GitHub Copilot or already using it, this event will help you better understand how to apply AI-assisted coding techniques in everyday development. **Tech Talk: GitHub Copilot in Practice** **Speaker:** Scott Holden (Microsoft) **Tech Talk: LLMs, GitHub, and Copilot: Concepts, Capabilities, and Practical Use** **Speaker:** Shehr Yar (G42) **Speakers/Topics:** Stay tuned as we are updating speakers and schedules. 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 AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 5,000+ AI developers in Melbourne and 500K+ worldwide.

**In-person event!** ## **The Reality Check** 90% of organisations are seeing some value from AI, but there is a massive gap between the “experimenters” and the “performers.” Most are stuck in Pilot Purgatory—burning through budgets while boards demand proof of return. *** ## **The Session** We’ve bought out from the United States, **Laks Srinivasan** (CEO, Return on AI Institute) to share with our market the global research the Institute has undertaken and published in Harvard Business Review along with the great AI Native offering for Enterprises from AI-Native by Scaled Agile. 1. **The Research:** Laks Srinivasan (CEO, Return on AI Institute) breaks down a global study of 1,000+ executives. He’ll share the “Value Gap” data—revealing exactly what distinguishes organizations winning with AI from those just spending money. 2. **The Blueprint:** We’ll dive into the Scaled Agile AI-Native system. This isn’t just about tools; it’s about the [AI-Native Foundations](https://prettyagile.com.au/course/ai-native-foundations) and [Change Agent](https://prettyagile.com.au/course/ai-native-change-agent) and [Leading the AI-Native Organisation](https://prettyagile.com.au/course/ai-native-leader). Frameworks that rewire how teams work, from prompt fluency to enterprise-scale workflows and how Executives lead AI Native Enterprises. *** ## **The Mix** **5:00 pm Welcome drinks + nibbles** **5:30 pm Data & Strategy:** * Laks presents the Harvard Business Review global research featured findings and the AI Money Map. **6:00 pm Group Jam** * A facilitated “unfiltered” discussion. We’ll explore how to move from scattered AI insights to an executable, AI-Native strategy. **6:30 pm Mingle with drinks + nibbles** *** ## **What’s in it for you?** * **Executives:** Get the metrics and “Board-ready” data to justify AI spend. * **Leads/Agilists:** See the AI-Native Change Agent roadmap to scale AI beyond small pilots. * **Engineers/PMs & Teams:** Learn how to redesign workflows to be “AI-First” without losing agility with AI-Native Foundations.

## **The Reality Check** 90% of organisations are seeing some value from AI, but there is a massive gap between the “experimenters” and the “performers.” Most are stuck in Pilot Purgatory—burning through budgets while boards demand proof of return. *** ## **The Session** We’ve bought out from the United States, **Laks Srinivasan** (CEO, Return on AI Institute) to share with our market the global research the Institute has undertaken and published in Harvard Business Review along with the great AI Native offering for Enterprises from AI-Native by Scaled Agile. 1. **The Research:** Laks Srinivasan (CEO, Return on AI Institute) breaks down a global study of 1,000+ executives. He’ll share the “Value Gap” data—revealing exactly what distinguishes organizations winning with AI from those just spending money. 2. **The Blueprint:** We’ll dive into the Scaled Agile AI-Native system. This isn’t just about tools; it’s about the [AI-Native Foundations](https://prettyagile.com.au/course/ai-native-foundations) and [Change Agent](https://prettyagile.com.au/course/ai-native-change-agent) and [Leading the AI-Native Organisation](https://prettyagile.com.au/course/ai-native-leader). Frameworks that rewire how teams work, from prompt fluency to enterprise-scale workflows and how Executives lead AI Native Enterprises. *** ## **The Mix** **5:00 pm Welcome drinks + nibbles** **5:30 pm Data & Strategy:** * Laks presents the Harvard Business Review global research featured findings and the AI Money Map. **6:00 pm Group Jam** * A facilitated “unfiltered” discussion. We’ll explore how to move from scattered AI insights to an executable, AI-Native strategy. **6:30 pm Mingle with drinks + nibbles** *** ## **What’s in it for you?** * **Executives:** Get the metrics and “Board-ready” data to justify AI spend. * **Leads/Agilists:** See the AI-Native Change Agent roadmap to scale AI beyond small pilots. * **Engineers/PMs & Teams:** Learn how to redesign workflows to be “AI-First” without losing agility with AI-Native Foundations.

**Please sign up using Luma -** https://luma.com/x9tq0e88 A series of lightening talks on the topic on **The Measurement Problem** *"Are You Measuring the Right Things? SLOs, Toil, and the Metrics That Actually Matter.* After these talks we'll open the floor for discussion and Q&A with our presenters. **SCHEDULE** **5.30pm** 🍕Doors open – food and drinks served **6:00pm** ⚡️Three talks and Q&A and discussion with speakers **7:00pm** 🍻 Networking and drinks **7:30pm** 👋 Doors close

**Event Confirmation Form (NEW LOCATION)!** ➡️ We kindly request you fill out this **event confirmation form** to confirm your attendance for the event and your dietary requirements - [https://forms.gle/3KHTRMddqW2RXvig9](https://forms.gle/3KHTRMddqW2RXvig9) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ## **What's On? 👀** **Speaker:** Paul McCarty **Title:** Rise of the AI Anti-Patterns **Abstract:** AI full-stack “vibe coding” platforms repeatedly converge on the same default stacks and the same failure modes. When your agent encounters an obstacle, it chooses the easiest path to get around it, which often means doing the bad security thing. If you know where to look, these "bad things" coalesce into several standard "AI anti-patterns". This talk will dive into these anti-patterns and underscore why you need consistent security tooling, because the agent can (and will) make insecure choices to satisfy the prompt. ## **Location** 📍(NEW!) Origin Melbourne M01, Ground Floor 321 Exhibition St Melbourne VIC 3000 ## **Agenda ⏰** * 5:30 - Food is served * 6:15 - Session start * 7:30 - Post-event networking \-\-\- Note: Please complete the event confirmation form: [https://forms.gle/3KHTRMddqW2RXvig9](https://forms.gle/3KHTRMddqW2RXvig9)

**Nirvana Shatakam – Shankara's Six Verses on Freedom** Most spiritual paths tell you to become something. This teaching does the opposite. Through six ancient verses by Adi Shankara, you discover who you are by removing what you're NOT – the body, mind, and roles you play. What remains is your limitless nature that was always here. Over seven months, we'll unpack these verses line by line, transforming how you see yourself and your life. **What You'll Learn** * How you mistake yourself for body, mind, emotions, and roles * Why self-knowledge differs from self-improvement * Why you've never actually been bound – and what keeps that recognition hidden * What it means to recognise yourself as the sought, not the seeker **About the Teacher** Andre Vas teaches Vedanta full-time under the Swami Dayananda (Arsha Vidya) lineage. As a former business owner, he relates deeply to householders juggling work, family, and inner growth. Known for making knowledge stick through lived experience, not just concepts. **Who This Is For** No prior background needed. For anyone noticing that acquiring more, achieving more, or becoming better doesn't stick. For those with burning curiosity and a hunger to know, understand, and live this wisdom. **I'll set up group discussions also to help us make new friends.** **When & Where** 📅 2:00-4:00pm Melbourne time 📍 3 Anjaya Court, Blackburn, Melbourne **More info: [YesVedanta.com/nirvana](https://YesVedanta.com/nirvana)**

Hi Architects, Welcome to our next AWS Melbourne Well-Architected User Group Meetup for 2026, including more exceptional speakers and topics! :-D At each meetup we covered off various pillars in detail, best-practices and insights from industry leaders that specialise in the Well-Architected Framework. And giving away drones, of course. Lots of drones. **Please also note that AWS Security now requests a company name and company email where it is available. If you are a student, please list your institution and your student email address at that institution 👍** We’ll be updating throughout the month with more speakers and our speakers so far this month include: * **Zé Mané, Cybersecurity Specialist** **Well-Architecting and Scaling my Life: How AI Helped Me Optimise and Thrive as a Digital Nomad in Oceania** A talk about balancing a demanding tech career, building a startup fully hosted on Amazon Web Services, and living as a digital nomad across New Zealand and Australia. * **Mystery Speaker** **Well-Architected Agents** In this talk we will go into the detail of not only the launch of the first Well-Architected agents from both AWS and other AWS partners (and what they can and can't do) but will also go through best-practice agentic architecture as verified by AWS senior architects. This month's menu will include: * Pizzas * Beer: Nastro Azzurro * Wine: Big and red 🤤 NB: Please check in up the stairs from the ground floor to the Mezzanine Level. So come join us at 5:30 for a 6pm **SHARP** start, followed by beer, wine, pizza and friendly networking after our talks :-)

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

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

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

**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. **Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron You can download documents, or clone/fork the repository. **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/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377 Passcode: 940392 **If you can't get in, please call me at: 734 223-3307** **The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

**Abstract:** This is a practical playbook for building a production-grade data lakehouse. It walks through foundational principles — naming conventions, least-privilege access, automated CI/CD testing — before diving into medallion architecture. Furthermore, metadata-driven design patterns show how configuration tables and dynamic notebook orchestration eliminates hard-coded pipelines. The deck covers star schema modeling, guidance on choosing between Spark, Pandas, and SQL, and data quality enforcement using DQX with YAML data contracts. Finally, we dive into security best practices and performance optimizations. **Host:** Justin Shea, Mehdi Jeddi, Erik Pak, and Sou-Cheng Choi **Talk Format:** This is a hybrid event. To attend online, join us on Zoom here at 6pm: https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1 Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor:** Adyen, UIC College of Business, and PyData Chicago co-host this event. UIC will provide the meeting site. Adyen will sponsor pizza and soft drinks for the onsite participants. **Address:** University of Illinois - Chicago, Douglass Hall, Room 220, 705 S Morgan St, Chicago, IL 60607 **Logistics:** “UIC Douglass Hall” is recognized on Google Maps, which can guide you through campus. Once you arrive, proceed to the second floor, room number 220

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.