Apache Pig

We have joined forces with the Statistical Society of Australia to broadcast their "Di Cook Award Seminar". **When:** Wednesday 8th of April, 6:30-8:15pm **Where:** 750 Collins St, Room 853, Level 8 (Studio Room) **What:** Free food & drinks while watching the Di Cook Award Seminar! The [Statistical Computing and Visualisation](https://www.statsoc.org.au/Statistical-Computing-and-Visualisation-Section) section of the Statistical Society of Australia proudly presents the Di Cook Award webinar, promoting open-source statistical software development. This event will showcase outstanding work submitted to the [2025 Di Cook Award](https://statsocaus.github.io/dicook-award/). The award winner will present their winning project in a 30-minute talk, highlighting the motivation, methods, and key insights behind their work. Two highly commended applicants will also share their submissions, each delivering a 15-minute presentation that outlines the ideas, approaches, and contributions of their projects. Together, these talks will provide an engaging overview of innovative software development represented in this year’s award submissions, offering attendees the opportunity to learn from and discuss exemplary work in the field. For more information about the award and the event, see the [SSA website](https://www.statsoc.org.au/event-6618285).

### Your First Bachata Class on Wednesdays is FREE! 💃✨ Welcome to your new midweek rhythm at **The Third Day:** 290 Macaulay Rd, North Melbourne Whether you’re a complete beginner or a seasoned dancer looking for a friendly community, this is your new Wednesday home. ✨ **THE "ZERO-RISK" FIRST STEP** Not sure if Bachata is for you? Come and see for yourself with **no commitment**! * Your first **6:30 PM Fundamentals class is 100% FREE**. * No partner needed and no experience required. * Just show up, meet the crew, and have fun. ⭐ **THE RISING STAR MEMBERSHIP SPECIAL** If you love your first class and want to stick with dancing midweek, we have an exclusive offer for our community: * **The Deal:** Grab our Rising STAR Membership Card for just $50. * **What’s Included:** Covers your next 7 classes! * **Total Value:** Just $7.14 per class — officially the best value dance deal in Melbourne! * 📅 **WEDNESDAY SCHEDULE** * 6:30 PM: Bachata Fundamentals (Beginners) — FREE for first-timers! * 7:00 PM: Bachata Improvers * 8:00 PM: Bachata Intermediate * 9:00 PM – Late: Social dancing & community vibes 📍 **WHERE WE ARE** **The Third Day:** 290 Macaulay Rd, North Melbourne Look for our check-in table at the entrance. We’re the friendly group having a great time! Why join us? We aren’t just a dance school; we’re a **community**. Since 2018, we’ve focused on **connection, laughter, and making everyone—especially solo beginners—feel welcome** from the moment they walk in. Come as you are, bring a smile, and let’s make every Wednesday your night of dance! 🥂

**Cloud to Career** **Proudly presented by AWS Cloud Club @ University of Melbourne & Quantum Club** **Sponsored by CareerXlerate** **Turn your cloud knowledge into real-world impact—and your passion into a career.** In today’s world, knowing the cloud is just the beginning. The real question is: **How do you turn those skills into meaningful, real-world AI and industry solutions?** **Cloud to Career** is a high-impact, immersive evening designed to bridge that exact gap — bringing together students, industry leaders, and innovators into one powerful space. Whether you're exploring cloud, diving into AI, or preparing for your first role in tech, this event will give you something far more valuable than theory: **insight, exposure, and real connection with the people already doing it.** **Event Details** * **Date:** April 8th * **Time:** 6:00 PM – 8:30 PM * **Audience:** \~100 students, engineers, and aspiring tech professionals **What to Expect** Industry Panel: Real Stories, Real Insights. Kick off the evening with a high-value panel featuring leading professionals from the industry. Learn how they transitioned from learning cloud to building impactful solutions in AI, engineering, and beyond. **We’ll dive into:** * Breaking into the tech industry * Real-world applications of cloud + AI * Skills that actually matter (beyond coursework) * Mistakes, lessons, and career-defining moments **Live Q&A — Ask Anything** An open Q&A session where you drive the conversation. Ask your questions — whether you're unsure about career paths, technical skills, or industry expectations. Includes both: * In-person audience questions * Online audience participation **Networking + Buffet** Move into a relaxed networking session with food and meaningful conversations. This is your chance to: * Speak directly with industry professionals * Build genuine connections * Explore opportunities, mentorship, and ideas **Live Case Challenge (Student × Industry Collaboration)** This is where things get exciting. During networking, 2 students and 2 industry professionals will be randomly selected to take part in a live architecture challenge. **What happens:** * A real-world case scenario is presented * Collaborate for 40 minutes * They design and discuss a solution architecture * Present their thinking to a panel of judges **Then:** * Judges break down the solution * Highlight what worked and what didn’t * Share how they would approach the problem Meanwhile, the rest of the room continues networking — making this a dynamic, interactive, and high-energy environment. Why You Should Attend * Go beyond theory and see how cloud + AI is applied in the real world * Learn directly from industry leaders * Build meaningful connections that could shape your career * Experience a live problem-solving environment * Be part of one of the most engaging student-industry tech events at UniMelb **Final Note** This isn’t just another tech event. It’s a bridge between where you are and where you want to be. If you're serious about turning your skills into a career — *this* is where it starts.

Hello everyone! Join us for an Apache Kafka® x Apache Flink® meetup on **Apr 9th from 5:30pm**, in Melbourne! The address, agenda, and speaker information can be found below. See you there! **📍Venue**: 394 High Street Northcote, Victoria 3070 \*\*\* **🗓 Agenda:** * 5:30pm: Doors open * 5:30pm - 6:00pm: Pizza, Drinks, and Networking * 6:00pm - 6:30pm: Chad Harris, Solutions Architect, Factor House * 6:30pm - 7:00pm: Stephen Ermann, Senior Customer Success Technical Architect * 7:00pm - 7:30pm: Additional Networking \*\*\* **💡 Speaker:** Chad Harris, Solutions Architect, Factor House **Talk:** Things that go bump in the night: Kafka Operational Issues and How to Survive Them **Abstract:** Most Kafka talks focus on how things should work—this one is about what actually happens in production. We’ll walk through real-world operational issues encountered with Apache Kafka and its clients, from subtle misconfigurations to full “why is everything on fire?” moments. Along the way, we’ll break down how to identify what’s going wrong, which signals actually matter, and how to approach debugging when the system doesn’t behave the way you expect. This talk will also touch on observability, common failure patterns, and practical mitigation strategies you can apply immediately. Expect a mix of technical deep dives, debugging workflows, and a few war stories (including some questionable decisions and log-staring sessions). If you’ve ever wondered whether it’s just you? It's not! **Bio:** Chad Harris is a streaming data specialist and Solutions Architect at Factor House, where he helps organisations design, scale, and operate Apache Kafka platforms using industry-leading tooling. With experience scaling Kafka across organisations ranging from small startups to some of Silicon Valley's largest companies, Chad has been working with Kafka since its early days. He brings deep expertise across both real-time streaming and data-at-rest systems, with a strong focus on practical, production-ready architectures. \-\-\-\-\- **💡 Speaker:** Stephen Ermann, Senior Customer Success Technical Architect **Talk:** From Lag to Smooth Sailing: How Queues for Kafka (KIP-932) Fix Slow Consumers **Abstract:** Slow or bursty consumers are one of the most common reasons Kafka applications end up fighting lag, over-provisioning, and operational fire drills. Traditional Kafka consumer groups work brilliantly for high-throughput stream processing, but they can make it hard to serve heterogeneous consumers, apply backpressure cleanly, or guarantee fair access when some consumers fall behind. In this talk, we’ll explore **Queues for Kafka**, the new KIP-932 feature that introduces native queue semantics on top of Kafka’s battle-tested log foundation. We’ll look at how queues decouple producer and consumer throughput, isolate slow consumers without penalising fast ones, and provide more predictable delivery and scaling behaviour for “task” and “work queue” style workloads. You’ll walk away with: * A clear mental model of how Kafka queues differ from topics and consumer groups * Concrete design patterns for handling slow and spiky consumers * Migration tips for evolving existing Kafka-based services to use queues safely If you’ve ever stared at a lag graph wondering whether to add more consumers, more partitions, or more coffee, this session will show you a cleaner path to smooth sailing with Kafka. **Bio:** Stephen Ermann is a **Senior Customer Success Technical Architect at Confluent**, working with leading financial institutions across APAC to design and operate mission-critical, real-time data platforms. With deep experience in **Apache Kafka**, **Confluent Cloud and Platform**, and surrounding ecosystems like **Kafka Connect** and **Apache Flink**, Stephen helps customers solve hard problems around scalability, reliability, and security in production. They are particularly focused on **RBAC, OAuth, mTLS, and container image security**, as well as emerging **agentic AI** patterns built on streaming data. Outside day-to-day architecture work, Stephen regularly shares practical patterns and lessons learned at meetups and user groups across the region. \*\*\* If you would like to speak or host our next event please let us know! community@[confluent.io](http://confluent.io/)

Hi Gophers! Join us this April for an evening of Go talks exploring real-world systems, from building a BitTorrent client to running Go on legacy architectures. We are looking forward to connecting with you. * **Agenda** **6:00pm — Food & Networking** **6:30pm — Intro + Go News** **6:45pm — Talks** **8.00pm — Wrap up then head out for kick ons** **🎤 Tom Clancy** **Building a BitTorrent client in Go** BitTorrent, first released in 2001 is a peer-to-peer protocol for file sharing. Its decentralised approach, where pieces of files are exchanged with peers (rather than a central server), is a natural fit for Go's concurrency model. This talk looks at the inner workings of the protocol, how to build your own client, and concurrency patterns for performance. Bio: Tom is a Software Engineer at Megaport, working on their edge networking functions platform (written in Go). **🎤 Sam Hobson** **Compiling Go for Ancient Architectures** Some customers approached Knocknoc asking if we can get our Go agent to run on their old HPUX PA-RISC and Solaris SPARC machines, both unsupported by Go, and we took on the challenge of finding a way to make it work Bio: "I'm Sam, I'm a software engineer of a couple of years working at a startup called Knocknoc on Just-in-time network layer access control software. Please come talk to me about cool stuff you're working on!" * **Interested in speaking at an upcoming event?** We will aim to have a mix of short (\~10min) and in-depth (20-30min) talks. If you’re keen to give a talk on a topic, share a project, or idea, please let us know [bit.ly/GolangMelbourneSpeakersForm](https://bit.ly/GolangMelbourneSpeakersForm)

Get ready for a night full of rhythm, passion, and Latin vibes at Pachanga Bar Melbourne! 💃🕺 Join us every Thursday for our Bachata & Salsa Social Night — the perfect midweek escape to dance, learn, and connect with amazing people. ✨ What to expect: * 🕣 8:30 PM – Free Bachata Class (Perfect for beginners and anyone who wants to improve their moves) * 💃 9:30 PM till Midnight – Social Dance Party with the best Bachata, Salsa & Latin hits * 🍸 Free Entry * 📍 Pachanga Bar – 95 Queen Street, Melbourne CBD No partner or experience needed — just bring your best energy and a big smile! Enjoy delicious cocktails, meet friendly people, and let the Latin beats take over the dance floor.

Our regular monthly presentation night on the second Thursday of the month from 6:30pm! Thanks to Mantel Group for hosting us again this month. If you're coming in person we're there with food and drinks from 6pm. We will be live streaming the presentations as usual from 6:30pm at [http://www.melbournecocoaheads.com/live](http://www.melbournecocoaheads.com/live) \-\-\- **Agenda** \| 6:00pm \| Food \+ Networking \| \| 6:30pm \| Event begins\. Introductions \| \| 6:40pm \| Chris Hocking — Pretending to be a coder \- Version 3: The world has changed since we last saw Chris… Codex\, Claude and burnout\. \| \| 7:15pm \| TBC \| \| 7:55pm \| Wrap up \+ social time at a nearby venue \| \* All times are approximate. Presentation order will be confirmed on the night. \-\-\-\- We are always looking for speakers and believe everyone has an interesting talk hiding inside themselves. If you are interested in letting that talk out at a future event you can get in touch on the website [https://www.melbournecocoaheads.com/talks](https://www.melbournecocoaheads.com/talks) or on Slack.

Welcome to Pachanga Nights – Melbourne’s Latin Party Spot! 🎉 If you love Latin music, good vibes, and meeting fun people — this is your group! Pachanga Bar is the heart of Melbourne’s Latin nightlife, bringing together locals and internationals every Thursday, Friday, and Saturday for unforgettable nights of reggaeton, salsa, bachata, and Latin hits. Join us to dance, socialize, and enjoy delicious cocktails, mojitos, and Latin energy in the city center. Whether you come alone or with friends, you’ll always find a warm and friendly community waiting for you. 📍 Location: 95 Queen Street, Melbourne CBD 🎶 Music: Latin, Reggaeton, Salsa, Bachata & Global Beats 🍹 Drinks: Mojitos, Margaritas, Latin Cocktails & Signature Shots 🕺 Events: Weekly parties, themed nights & special celebrations Follow us on Instagram for updates: @pachangaau Come experience the true Latin vibe of Melbourne — every night is a Pachanga! 💃🔥

❤ **!!MAC LIBRARY MEETUP 12 MARCH 2026 !!** ❤ Tickets - $18 which cover the hosted session from 3pm until 8pm This is our TYPICAL library event if you have not yet experienced one with us before ^_^v \>\>\>\>Strictly no drop ins will be allowed<<<< \>\>\>\>Tickets sell quickly\! Please do not wait to RSVP<<<< Connect with us on Discord for quick responses as there can be a multi day lag via Meetup messages: JOIN MAC DISCORD: [https://discord.gg/C3Ug63F](https://discord.gg/C3Ug63F) ❤**ANIME:** TBA ❤**DATE:** 12 MARCH 2026, SUNDAY ❤**TIME:** Meet at 3:00PM for 3:30PM START \*arrivals after 4.30pm must be pre-organised ❤**START PLACE:** THEATER ROOM (AKA PERFORMANCE SPACE) Docklands Library Main Building Top floor (Library at The Dock) **THE PLAN:** Arrivals take place from 3:00pm for a 3:30pm start!! We encourage you to mingle before our announcements> ice breakers and games > watch party > raffles > close. We will then head to Melb Central for dinner and some quick games afterwards. We encourage our members to support anime artists and producers by purchasing their movies or any full series should they wish to watch the endings. **Some insight for newer members:** It's a natural process to feel a little anxious attending a large event you have never experienced before. During sign ins our hosting team will naturally be busy however our meet & greet volunteers will do their best to say 'Hello' to everyone and perhaps connect you to others. If for some reason this does not happen (because it's really busy), don't fret! Our ice breaker games are designed to help everyone bond over a shared experience. You should expect adults having fun and letting lose whilst being challenged to push some comfort zones which we invite you to do as well! The games are suppose to be silly to help people come out of comfort zones and get to know someone new. We will then take a break to watch anime and we really do encourage you to stay for games after dinner which is when our team gets a breather and a good chance to get to know our newer members better in a quieter setting! We have witnessed many wonderful long term friendships formed at MAC amongst our members - We do hope you join us! **THANK YOU FOR YOUR DONATIONS** A big thank you to everyone who RSVPs - This money helps with the club's upkeep and hiring of the venue! We are completely NOT-FOR-PROFIT and we sincerely appreciate your contributions!! Raffle tickets will be available on the day to further support our MAC community!! ❤\*\*::MELBOURNE ANIME COMMUNITY ONLINE::\*\*❤ You can also join our online MAC Discord Server via the following link to discuss this event and have any of your questions answered. JOIN MAC DISCORD: [https://discord.gg/C3Ug63F](https://discord.gg/C3Ug63F) *Please follow the prompts and provide your FIRST NAME in our #introduce-yourself channel. Providing your real first name helps you build happy healthy long term friendships especially when meeting in person. If you are not able to provide this please kindly provide reasons to @superbec who can help assist.* **IMPORTANT TO KNOW** ❤Everyone is welcomed to MAC events. We ask that all attendees be polite, respectful, and kind to one another. We pride on genuine SAFE SPACE for any one and every one. Our community does not tolerate bad behavior and we are committed to stamping out bullying! If you see bad behavior disguised as "jokes" please call it out or contact the community leaders so we can address this and keep the community a safe space. For more information please see our POLICY on our Discord. JOIN MAC DISCORD: [https://discord.gg/C3Ug63F](https://discord.gg/C3Ug63F) ❤By RSVPing to our events, you automatically agree to our policy and your pictures taken at our events for promotional purposes. If this does not suit you, please let us know during sign in. ❤Our events have a strict 'Respectful Attendance' policy. This means our community will not tolerate drop ins or creation of concurrent events with MAC members during a live MAC event. This is in line with our creating-community values. ❤MAC is committed to being an inclusive space. Where a carer is required, a carer must attend and have a purchased ticket. This is to ensure that all individual needs of a participant can be met during an event. None of the organisers of the event are trained to provide special assistance. ❤\*Release and Indemnity. Please read carefully. This section contains a surrender of certain legal rights. Upon RSVPing to all MAC events, you hereby acknowledge and assume all of the risks in participating in the event and agree to release, waive indemnity, and not to sue Melbourne Anime Community along with any applicable organisers, hosts, and related personnel/venue spaces, and volunteers. This is respect to any and all claims, liabilities, suits or expenses including attorney's fees and costs for any injury, damage, death, lost, stolen, or disposed property or any loss connected to participation of the activity that you may have suffered. Help us improve our community by providing negative or positive feedback!

**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** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/

💓 **Online Speed Dating Built for First Timers – Real Connections, Zero Pressure!** **🔴 MUST READ: RSVP Alone Won't Get You In!** To attend, you must: (1) Click your age group link below, (2) Complete registration, and (3) Finish the personality quiz. Limited spots available – register now before they're gone! **📋 Choose Your Age Range Below to Register:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=network-for-active-local-singles-dating&ar=18-32&face_v=1.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=network-for-active-local-singles-dating&ar=30-46&face_v=1.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=network-for-active-local-singles-dating&ar=40-58&face_v=1.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Cincinnati&groupurlname=network-for-active-local-singles-dating&ar=55+&face_v=1.0) --- 🤝 Tired of swiping with no results? Try real conversations instead! Online speed dating removes all the awkward parts of traditional dating. A friendly host guides you through each round, so all you have to do is show up and be yourself. 🎯 **Perfect for:** - Introverts who shine in one-on-one conversations - First-time speed daters seeking a welcoming, easy experience - First-timers who want to date without the pressure of face-to-face meetings - Busy professionals who value their time and comfort **How It Works** 1. **Sign Up** – Click the registration link for your age bracket above. 2. **Finish the Short Personality Assessment** – This helps us optimise your matches for the evening. 3. **Connect on Zoom** – No setup needed. Just click the link and you're in! 4. **Meet Your Matches** – Rotate through fun one-on-one rounds with Cincinnati singles who share your vibe. 5. **Discover Your Matches** – We'll notify you of any mutual interest after the event. The rest is up to you! **Event Details** - **Format:** Hosted live on Zoom – guided, fun, and stress-free - **Location:** No venue needed – just a comfy seat and a good internet connection - **Host:** Your personal guide through the evening – friendly, encouraging, and fun - **Vibe:** Light-hearted, easy-going speed dates with open-minded Cincinnati singles - **Accessibility:** Join from any device – laptop, tablet, or phone - **Duration:** About 60–90 minutes of structured, fun conversations **Frequently Asked Questions** **How long are the conversations?** Each round is a few minutes – long enough to feel a connection, short enough to keep things exciting! **What happens after the event?** We reveal mutual matches after the event. If you both liked each other, we help you connect! --- ✨ The hardest part is clicking register. After that, we make everything easy. See you there! 💘 ✨

Join us for an in-depth workshop on Agentic AI through AWS, where we’ll explore foundational concepts, real-world use cases, key AWS services, and how to get started building your own intelligent systems. Led by AWS Solutions Architect and Dev Advocate Fabricio Flores. Hosted at Pomerene Hall 250!

Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

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.