Data Management

**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)**

## **💖🖤 THE LUX AFFAIR – Bachata Saturday! 🖤💖** **Bachateros! Get ready for The Lux Affair—a night of premium vibes, sleek style, and an incredible community atmosphere.** ### **📍 THE QUICK DETAILS** * **📅 Date: Saturday, May 16th** * **📍 Location: Sokol Melbourne (497 Queensberry St, North Melbourne)** * **👗 Dress Code: Pink & Black 💖🖤** * **🎶 Music: 70% Bachata \| 30% Salsa \| Kizomba & Zouk** *** ### **⏰ THE SCHEDULE** * **8:00 PM: Bachata Workshop (Open Level) – Sharpen your style!** * **9:00 PM: Social Dancing begins 💃🕺** * **10:30 PM: 🔥 SPECIAL PERFORMANCE! 🔥 Don't miss the heat on stage!** * **1:00 AM: Close** *** ### **💰 PRICING (Save $$ Online)** * **Workshop + Social: $18 Online / $22 Door** * **Social Only: $14 Online / $18 Door** **👉 [https://www.trybooking.com/DLMAO](https://www.trybooking.com/DLMAO?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExcUJINVNVWW9QVUtVbm5VZnNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR7tH9bhScA-7T3ZFJplIu7eWqoJrHaSbol1wQFGgvaNjbVd6nlmHqBOGIbapA_aem_mVBiSROGBP066WqoUicS5A)** *** **Everyone is welcome! Whether you’re a total beginner or a pro, come experience the best connection in Melbourne.** **✨ RSVP now—let’s turn the floor Pink & Black! ✨** **✨ OUR CONEXION & COMMUNITY We pride ourselves on a welcoming, safe, and inclusive environment. To keep the energy positive for everyone, we follow a Code of Conduct and reserve the right to ensure all guests contribute to a respectful dance floor.** **See you in Pink & Black! 💃✨**

**—— Details ——** We will meet at the starting point, take round trip around the Tan and a short stroll inside the botanical garden. BYO coffee/ water bottle. Dress for outdoor walk. Come along & simply say, "Hi, it's my first time joining the group event." or ask the organiser to introduce you. You can take it slow and start from there. If you enjoy the conversations, take the initative to invite others to hang out over a bite/ drink after. **\-\-\- Running Late \-\-\-** If you are running late, please message at least 30 mins in advance. We will wait up to 15 mins before heading off. We won't be able to keep track of messages once we start. **\-\-\- RSVP / Change of Plan \-\-\-** Change of plan or decide not to attend is absolutely okay. Please do update your RSVP to "NO", so others can have the opportunity to attend. **\-\-\- Intro \-\-\-** Kudos 2 Friends is a Melbourne based community created for individuals who are looking to expand their social circle and form long term friendship overtime. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, hiking, sporting, chilling, etc. Above all, we’d like to celebrate the importance of friendships. So if you are looking to expand your social circle and explore new adventures and venues in Melbourne, come join us! **\-\-\- Heylo App \-\-\-** We use Heylo App for more fluid communication, including ideas, interest groups, questions etc. Please download the Heylo app from the App store and let the organizer know if you would like to be added to the Heylo Group at the event. We will send an invite to attendees to the group. (give us some time) **\-\-\- Rules \-\-\-** Admin will only add members to the group with a clear profile picture. (No hidden behind sunglasses, masks, drawings) **You might be removed from the group in the case of…** * no show * without a clear profile picture * anti-social behaviour (i.e. acts rude / disrespectful regularly) * take advantage of individuals for personal gain(s) **\-\-\- Privacy \-\-\-** Do not disclose your contact number in this post comment. We will delete your comment/info as soon as we see it to protect your privacy.

Latin Vibes Salsa & Bachata classes & 4 hour social in St Kilda SATURDAY 16TH MAY 2026 Get set for LATIN VIBES at our awesome new venue on 79-81 Fitzroy St, St.Kilda! Whether you're a complete beginner or a seasoned dancer, our doors are open to everyone looking to further their learning, have a good time & make friends. We will run 2 classes on opposite ends of the floor at the same time. After classes we have four hours social dancing with Ducey Love & guests playing their favourite Bachata & Salsa. 7pm Salsa classes levels 1 & 2 8pm Bachata classes levels 1 & 2 9pm -1am Social dancing Bachata:Salsa 9pm 3:2 10pm 4:2 11pm3:1 If you love your Salsa make sure you're there from the start! We may also adjust according to the crowd on the night. Get set for a night of fun, laughter, and unforgettable moments at Latin Vibes! Limited early bird discounts available now! ONLINE PRICES: Earlybird specials 1 or 2 classes & social $25 Early bird social $20 Limited availability! Group, Girls' Night, Date night, Birthday group, Full-time uni student discounts available! DOOR PRICES: 1 or 2 classes & social $30 Social $25 ($20 after 11:00pm) Uni students need to show valid ID to claim discount SPECIAL 2 FOR 1 DISCOUNT FOR LADIES JOINING US FOR THE BEGINNER CLASSES! Nobody seems to click on meetups. This event is listed on Eventbrite, Facebook, and promoted on our Instagram. Our events usually attract 100-300 dancers. https://www.eventbrite.com.au/e/1988025052448?aff=oddtdtcreator

**Tickets ($10):** [https://www.eventbrite.com.au/e/gay-singles-mix-mingle-tickets-1987800071524](https://www.eventbrite.com.au/e/gay-singles-mix-mingle-tickets-1987800071524) We’re heading to **The 86** in Fitzroy for a fresh take on helping you connect with **men seeking men** (all ages 18+). Instead of intense one-on-one chats, you’ll connect in relaxed groups of four - making it easier to find your rhythm, bounce off others, and let conversation flow naturally. Every 15 minutes, we’ll reshuffle the groups at random to keep the energy fresh and the dynamics interesting. After a couple of hours, the structure will drop and anyone who’d like to stay can continue connecting organically. This format is ideal for men who: • Prefer something social and low-pressure • Enjoy group dynamics • Want something structured, but not rigid The event is facilitated by a mental health professional and is designed to feel welcoming and safe. Discrimination and harassment will not be tolerated. If you have accessibility needs, questions, or are experiencing financial hardship, please reach out - we’re happy to chat.

📚 #InPursuit is a book club for entrepreneurs, creatives, and curious minds who know personal growth fuels business growth. See a lot of RSPVPs and wonder how it works? We'll break up into groups of 6-8 to share our insights, then swap groups after 30-45min so you can maximise learning from everybody! Note: this even is not organised by or affiliated with The State Library of Victoria That's what #InPursuit is all about It’s not a traditional book club, it’s a space for people who are actively designing a better life through the pursuit of business, creativity, and personal growth. This event is for anyone #InPursuit of better business, life and relationships. Instead of reading the same book, we each come prepared to share one powerful insight from something we’ve read in the past 3-months. Anything non-fiction that’s moved us forward. Whether it’s a mindset shift, a productivity system, a new philosophy, or just a truth that punched us in the gut. This is a place to unpack it together and hear what others are learning too. We’re not just here to read. We’re here to integrate. Because when we grow, our business and our lives grow too. 🔍 Why Join? You'll leave with: *- 5–10 fresh insights from books you may never have picked up* *• Deeper awareness of how others think, lead, and evolve* New connections with people walking a similar path toward purpose, results, and impact This isn’t a lecture. It’s a room full of people building themselves while they build the thing. 📖 How It Works First time? No pressure to share, just come curious. We'll break up into groups of 6-8 and share our insights, then swap groups so you can maximise the learning! Returning? Bring one idea you’ve read about in the last 3-months and be ready to speak on: 1. What did you learn? 2. How did it shift your perspective about the world or yourself? 3. How has it changed the way you show up or behave? We keep it structured, but flexible. After sharing, we open up to Q&A, personal stories, challenges, and deep dives. Some of the best insights come from the conversations *after* the share. 🧠 Who This Is For • Entrepreneurs or side-hustlers finding their footing *Business owners, and doers building toward better* *• Curious minds who love ideas but care more about action* People tired of shallow conversations and hungry for growth If you’re working on something—or becoming someone—this space is for you. It’s a practice ground for people who want to grow forward. We’re all #InPursuit of mastery, momentum, and the kind of success that starts from within. Map on how to get there We're in the Create Quarter on the ground level (back right of the Quad as you enter from Swanson St). We'll likely be on a long table together. [https://www.slv.vic.gov.au/sites/default/files/SLV-EnglishMap_Jan25.pdf](https://www.slv.vic.gov.au/sites/default/files/SLV-EnglishMap_Jan25.pdf)

### **🚣‍♂️ Saturday Kayaking at Albert Park Lake! 🌅** Get ready for a **kayaking adventure** right in the heart of the city at the **Sunset & Golden Hour!** 🚣‍♀️✨ Join us this **Saturday** for a fun-filled paddle session, complete with **good vibes, great company, music, and a stunning sunset** over the water. 🌇🎶 \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ### **🎟️ Package Includes – Only $39 PP!** ✅ **Kayaks & gears** 🚣‍♂️ ✅ **Soft drinks & snacks** 🥤🍏 ✅ **Hot tea & coffee** 🍵☕ ✅ **Music & a relaxed social atmosphere** 🎶 \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ### **📍 Meeting Point & Details:** 📅 **Day:** Saturday 📍 **Location:** Albert Park Lake 💲 **Price:** $39 per person 🌊 **Kayaks available – Let’s make some waves!** 🌊 \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ### **💳 How to Book:** 📩 **RSVP with a $39 transfer** to secure your spot! **Please note:** An RSVP alone does not secure your spot — only a transfer confirms your place on the trip. Thanks for understanding! 🔹 **PayID:** 0414 661 458 🔹 **Bank Transfer:** **NAME:** KARAPETIAN G **BSB:** 013233 **ACCOUNT:** 226325836 **Ref:** Alb 🌟 **Limited spots available—RSVP now!** S*pots are only confirmed once payment is received !!!* \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Credited or refunded only if the event is canceled/moved. Non-refundable in any other cases \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ### **🛶 What to Bring:** ✔️ Waterproof/water-repellent clothing 🌊 ✔️ Or spare clothes & shoes (just in case!) 👕👟 ✔️ A positive mindset & excitement for an awesome time! 😃 \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ### **📢 Important!** 📺 **Before attending, please watch these short videos on kayaking safety & techniques:** https://youtu.be/TAEkR13ChPs https://youtu.be/Calmsh4zI5U \-\-\-\-\-\-\-\-\-\-\-\-\- ### **📲 Have Questions?** Feel free to **DM or call me** ! 📞💬 📌 **Follow & Stay Updated:** 🌍 **Facebook Group:** https://www.facebook.com/groups/812911556223655/?ref=share 📸 **Instagram:** @nogeography.hike.kayak \-\-\-\-\-\-\-\-\-\-\-\- 🚣‍♂️💙 **Get ready for an unforgettable kayaking experience – see you on the water!** 🌊✨ \-\-\-\-\-\-\-\-\-\-\-\-\- \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **LIABILITY WAIVER** The organizer of this group cannot accept any liability for any loss, damage, injury, or accident to participants or their property at this event. By participating in this event, you're taking responsibility for your own safety and well-being. By joining this event you agree to these terms. ## **COVID-19 Safety Measures** * The event host is instituting the above safety measures for this event. * Please do not attend if you are experiencing any flu-like symptoms, such as fever, cough, or sore throat. * If you have recently tested positive for COVID-19 or have been in close contact with someone who has, we kindly ask that you refrain from attending. * Thank you for your understanding and cooperation in keeping our community safe!

**With 1000s of spontaneous cases with children** investigated and documented over the past 60+ years, the team at DOPS has accumulated a formidable body of evidence suggestive of reincarnation. The types of evidence include detailed memories of verified past lives, personal traits, skills, interests and phobias, etc. and among these the most compelling aspect is cases of birthmarks and birth defects that align with injuries sustained in the previous life, often at the time of death. **In this session, Russ Townsend** will lead a discussion around spontaneous past-life memories in children, how they are investigated and verified, common objections and refutations, and then a number of detailed case studies related to birthmarks and birth defects. At the conclusion, he will walk through the interpretations and theories about this phenomenon. **About Russ:** * Meetup Organiser * Lifelong enthusiast for science, philosophy, and spirituality * Member of AIPR * Trainer / Facilitator * radio show host * Author **Post-Event Social Lunch Hangout (12.45 - 1.45pm)** NOTE: TRYING OUT NEW LUNCH VENUE... Afterwards, you are invited to lunch with everyone at **Gopal's Restaurant** (5min walk from the venue) **PLEASE NOTE:** * **11AM Start -** Please be considerate and arrive early. * **$10 Cover Charge:** Room hire, facilities, and running costs.

Hello and welcome back to all our past members and welcome to our new members! This is going to be our **last meetup on Meetup.com**, as some of you know we are moving away from the platform. It has become quite expensive **(around $600 per year!)**, and we’ve also had issues with the software with members being removed, which made it hard to stay in touch with everyone, which is why for most of you this would be first time in a while that you've heard from us. Nevertheless, 12 years of minimalist meetups are not going to come to stop - we will still keep going but via the simple and free email list! So if you are still interested in Melbourne Minimalist Meetups please reply with your best email address or email me on **nyamkab@protonmail.com** *(Sorry for those who I have already messaged about this, we've been having some issues with this platform).* So for one last time this month we'll come together to discuss minimalism, with a focus on **frugal winter hobbies** given the increase in costs and decrease in temperature. It would be great to share and learn from each other about what gives us joy and meaning during fall and winter. As usual we will also have a **swap & declutter,** so bring anything you no longer need/want that is still in good condition. Anything that is not wanted will be donated at the opshop at the end of the event. Looking forward to seeing you! Nyamka & Aidan

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

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)

**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: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. 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

**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

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

This meetup is a beginner-friendly session introducing version control for Unity projects, with a look at three common tools: Git, Perforce, and Unity Version Control. The goal is to help you understand what version control is, why it matters for Unity development, and what options are out there. The format will likely be presentation-style, with live demos and time for questions throughout. You'll see each tool in action and learn how they fit into a Unity workflow. What to Expect: * An introduction to version control and why it's essential for Unity projects * An overview of Git, Perforce, and Unity Version Control * Demos of each tool in a Unity workflow * Tips for getting started * No prior version control experience required * Resources for continued learning All experience levels are welcome. Whether you're new to version control or already using one of these tools, this session will help you understand what each one offers. Food and drinks provided. Join us to learn more about version control options for Unity.

We'll get in around 4 miles at Three Creeks Metro Parks, primarily natural trails. 17-18 minute miles, no one left behind, and faster walkers are free to lead out. Optional lunch after! If you're joining for hiking all the metro parks, this is the sixth one!