Performance Engineering

**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 !

Come and learn about the International Language, Esperanto, from experienced speakers who have travelled the world, attended international conferences, and made friends with people from many different countries. Esperanto is simple to learn, regular, and a very powerful tool for international communication. Our Monday meetups are tailored to whoever shows up on the night, so feel free to drop in, no matter what your level (curious/interested/beginner/conversational/expert). We can offer one-on-one lessons or a range of group activities, conversation, and games. We meet at Enderby Esperanto Centre, suite 304, 343 Little Collins Street. Your first visit is free, and meetups are free for members, however if neither of these apply we ask for $5 to help cover venue costs. If you want to join our Discord server for Esperantists in Victoria, please visit [https://discord.gg/6cgKjQhkWa](https://discord.gg/6cgKjQhkWa "https://discord.gg/6cgKjQhkWa")

**A 1-hour guided breathwork session to help you slow down, release built-up stress, and reconnect with yourself in a calm, supportive space.** **What to bring:** **• Comfortable clothes** **• Water bottle** **Booking link below** **https://linktr.ee/Claire_louise_analu**

Still pretty new to pickleball and looking for people of the same skill level to play with? This program is made for you! Teams are rotated so you get to play with everyone and while you're at it, make some new friends! Mondays 6:30PM-8:30PM Saturdays 12PM-2PM It's only $25 to join in, inclusive of paddle and ball hire! Lock in your spot via the link below! [https://linktr.ee/therallypickleball](https://linktr.ee/therallypickleball)

🤠 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

**PLEASE NOTE THE FOLLOWING DETAILS:** This group is suitable for a beginner type player only. **YOU WILL NEED TO REGISTER AND PAY VIA THE ATTACHED LINK TO SECURE YOUR SPOT:** https://play.tennis.com.au/RoyalParkTennisClub/Coaching **Players who just register their interest on Meetup, do not have their spots secured and may miss out.** **Registration Opens:** 6 Days in advance at 9am **Registration Closes:** Close 6pm the day *before* the event. This is to finalise player numbers and organise a playing roster. **Social Tennis Structure:** * Location: Royal Park Tennis Club (333 The Avenue, Parkville, Melbourne) * Day: Monday * Time: 5.30pm-7.30pm * Cost: $18 for Non-Members, $12 for Members. * Participants will play some casual games of tennis: emphasis on learning about tennis, improving your serve, trying to get the ball into play, and having fun. \*\*\* *Please note there is no coaching for this program.* * Balls are provided each week. * Racquets are available for hire if required. * Some refreshments are available for purchase. * Please remember to wear shoes suitable for tennis! * Maximum of 8 spots for each session.

**The Secret To Building Lasting Relationships** Have you ever experienced a relatio ship that soured into bitter or unresolved co ict? Have you ever attempted to connect with Someone and seen your efforts come to nothing? What if you could resolve any upset and restore harmony? What if you could build positive relationships that last? **Relationships Determine Your Happiness And Success** For some people, creating and sustaining meaningful relationships is effortless, but for many others, it is a complex struggle that poses significant challenges. Whether your focus is on intimate relationships, friendships, or professional business relationships, there are certain fundamentals that make any relationship more meaningful and long-lasting. On this meetup you will learn some of the vital breakthroughs about the inner workings of human relations and how to confidently build lasting and rewarding relationships with anyone around you. Your happiness is connected to your ability to connect with others. Attend this meetup and positively transform your relationships with others. Please ask for Pam. If this time and date is not suited to you SMS Pam on 0405 648 822

**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

**English for Beginners (A1–B2): Casual Speaking Meetup** （※Mainly for people in their late teens to 20s） • You understand English… but can’t reply? • You studied for years… but still can’t speak? • You feel nervous speaking English? You’re not alone You just need a place to try This meetup is for beginners who want to actually SPEAK. ✨ Small group (4–10 people) ✨ Friendly & relaxed atmosphere ⸻ **✨ What makes this different?** We don’t just chat randomly. Everyone gets a chance to speak! • Level-based groups (A1–B2) • Pair conversations (10 min each) • New partner every round • Simple question sheets No one is left out :) ⸻ **No pressure, no judgement** Mistakes are OK ‍♂️ Speak slowly, use gestures or a translator You WILL speak — even a little! And you might actually enjoy it ⸻ **How it works (1 hour)** • Short intro • 3 rounds of pair conversations • Free chat at the end Speak a little or a lot — both are okay! ⸻ **Who is it for?** • English learners (A1–B2) • International students / working holiday • Anyone who feels shy speaking English • Young adults (around 18–30) ⸻ **About the host** Hi, I’m Yuki I also struggled to speak English before. So I created this space where beginners can feel safe and try. ⸻ **When & Where** Saturday 11:00–12:00 — Meeting Room 1 - Library at The Dock **Free (just buy a drink)** ⸻ ✨ Just come, try, and enjoy! See you there :)

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 :-)

**FREE IMPROV WORKSHOP THIS THURSDAY!** #### **Join us for a relaxed, low-pressure improv workshop where the focus is on having fun, trying new things, and not taking yourself too seriously.** #### **Held at The Improv Pit Theatre, this session is perfect for anyone curious about comedy, whether you’re a total beginner or just looking to loosen up and laugh.** #### **Stick around after the workshop for free entry to our weekly show, *Thursday Night Improv*, performed by our seasoned Improv Pit ensemble cast!**

Join us in Melbourne for an event bringing together integration architects, enterprise technologists, and AI practitioners from across Victoria and beyond. Whether you're evaluating the next generation of AI enterprise gateways or looking to deepen your network in the hybrid integration space, this is the room to be in! Venue: IBM Design Hall in Melbourne, Level 28 Hosted by: IBM Australia

**Salsa, Bachata & Kizomba Beginner Classes in Prahran** 💃🏼🕺🏻 Always wanted to try? Now is the time! Learn to dance with our friendly beginner classes for Salsa, Bachata & Kizomba. You’ll always walk away with a smile after dancing! **Get Fit. Have Fun. Meet new people.** Every Wednesday night Prahran RSL \*\*\*\*\*\*\*\* **Timetable** 👉 **6.30pm** **FREE Intro to Cuban Salsa** (30mn) 👉 7.00pm Beginner 1 Cuban Salsa & Bachata 👉 8.10pm Beginner 1 Kizomba 🔸Privates lessons also available if you can’t make group classes! \*\*\*\*\*\*\*\*\* **Location:** Prahran RSL 301 High Street Prahran Looking forward to seeing you all! 💃🕺🏻 \*\*\* **Cost:** Try our Free Intro class and after if you want to increase your dance level, feel free to enjoy our special deal for new students below! 📣 **Beginner Welcome Pack** 📣 4 weeks Beginner Classes + 30 min Private Lesson Just $65!! (value $165) 👉For more information 🔸You can contact us directly : 0411 572 822 ✅ David Smile Dance https://www.davidsmiledance.com

We're thrilled to invite you to our next Microsoft Student Accelerator event on **Thursday, May 14th at 3:00 PM** at the **Microsoft Melbourne Office**! 🎉 Whether you're looking to understand different tech roles, learn how to best prepare for tech interviews, or learn about how to make your LinkedIn stand-out, this meetup is for you. Join us for an engaging afternoon filled with insights, practical guidance, and opportunities to connect with industry professionals and fellow students. ## What’s on the agenda: 📝 **Interview Preparation & Tips** – Learn what kinds of questions to expect in tech interviews and how to best prepare for them. 💬 **Crafting your LinkedIn Profile** – Get some tips about how to make your LinkedIn profile stand out. 🔦 **Role Spotlights** – Discover different tech pathways through short talks from professionals across multiple disciplines. 🤝 **Networking & Food** – Connect with peers and industry professionals to wrap up the afternoon. 📍 Microsoft Melbourne Office - Level 5, 4 Freshwater Place, Southbank VIC 3006 🗓 Thursday, 14th May 🕒 3:00 PM – 6:00 PM (AEST) (Please note: meetup event shows time in AWST, this event is at 3PM Melbourne time) We can't wait to see you there! 🤩 Best regards, The MSA Melbourne Team

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.

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

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

Whether you've never done improv before, or you've done it for so long you knew Del Close on a personal level, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup** for some fun and games! The idea behind improv is to create entire scenes from scratch based on a suggestion from the audience. This can be done in game form, like *Whose Line Is It Anyway*, *ComedySportz*, or *Wild 'n Out*; it could also be done to tell stories, like *Middleditch and Schwartz*. Our meetup, which is central Ohio's longest running (and free!) weekly comedy event, brings the games (and occasionally different forms) for you to play in a safe, supportive, and compassionate environment. Not only is it a lot of fun, but you get to work on thinking faster on your feet, plus it's an excellent way to meet new people and make friendships that'll last a lifetime! **AND TODAY IS OUR THIRTEENTH ANNIVERSARY!!!** So be ready for a celebration of everything that's made Improv Meetup wonderful: you, the amazing performers! Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "Yes, And" that you'll have fun!

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.

The topic for May is "Ink" Speak Easy: true stories, told live. The idea is simple: an audience, an open microphone, and great stories. Hilarious, gripping, poignant- it's up to you. Audiences are invited to come to listen or come to tell as folks from all corners of Columbus offer their stories live on stage! Held at Wild Goose Creative's warm, intimate space, this night of tales occurs on the 3rd Thursday of every month. Doors open at 6:30 pm, show starts at 7:00 pm. Please arrive early if you want to tell, as we generally only have room for a limited number of tellers, and the sign-up sheet has a tendency to fill up fast. Formed around the idea that people need stories--they're what hold and draw us together--SpeakEasy celebrates the strangeness and commonness of being human. And in a world of smartphones, Facebook, Twitter, and more . . . it gives people a real, breathing, in-person way to connect. The night is geared for true stories of all kinds, taking the best tales told around kitchen tables, in darkened pubs, on the street corner, and at late-night parties and giving them an audience. Speak Easy is also a great outlet for performers, writers, and artists looking to share their favorite stories and perfect their skills. We strongly encourage tellers to please tell the story rather than read it so we keep within the spirit of good storytelling and stay engaged with the audience. All are welcome. Hang around after the show for a drink and build community!

**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)