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Yes! Check out performance engineering events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.

Discover all the performance engineering events taking place this week here. Plan ahead and join exciting meetups throughout the week.

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Performance Engineering Events Today

Join in-person Performance Engineering events happening right now

English Conversation Thursday Class
English Conversation Thursday Class
We invite you to come and practise your English with people from all over the world in a friendly environment. We are open to all levels from beginner to advanced. We have classes in small groups and you will be placed in one of these groups according to your level of English. Our free conversational English classes are every Thursday evening (except term breaks). If you are coming for the first time, please come on time for registration. Please note: English Corner is for non-native speakers. Our team of facilitators is really looking forward to having a wonderful time speaking English with you! **Please scan the QR code upon arrival to register your attendance.** If this is your first time, we recommend arriving a bit earlier to complete your initial registration. In case you aren't able to join us face to face we have an Online Alternate English Conversation Thursday class option too! Sign up for this on Meetup.
End-to-End Observability on EKS: A Hands-On CNCF Workshop
End-to-End Observability on EKS: A Hands-On CNCF Workshop
🚀 **Build Your Own CNCF Observability Stack: Hands-On Workshop** Join us for a practical, end-to-end workshop where you’ll build a modern observability stack from the ground up using industry-standard CNCF tooling. In this session, you will learn to set up metrics with Prometheus, visualize and analyze data with Grafana, instrument your application using OpenTelemetry, and implement distributed tracing with Jaeger. You’ll also apply best practices for collecting, managing, and interpreting telemetry data. This is a fully hands-on session, so come ready to build, break, and learn. By the end, you’ll have a working observability stack and a clear understanding of how to instrument and monitor your own applications in real-world environments. 🛠️ No prior observability experience required, but basic familiarity with containers or cloud-native concepts will help. **A laptop is required to participate.**
Elixir Melbourne meetup
Elixir Melbourne meetup
Welcome to Elixir Melbourne's monthly meetup. Where we go over Elixir ecosystem news, listen to great talks, and socialise with other Elixir developers of all levels. We’re rebooting the meetup after a hiatus with new (and old) organisers, a new venue and emphasis on more time to socialise. There are still speaking spots open. If you want to talk about anything Elixir related, get in touch. **Agenda** * 6:00pm - Arrive, socialise * 6:30pm - Welcome; introduction; “who’s hiring” pitches. * 6:45pm - Talk 1 (speaking spot open!) * 7:15pm - Food, socialise * 7:45pm - Maybe another talk (speaking spot open!) * 8:15pm - Finish up and head to Saint & Rogue (down the street from SuperAPI at 582 Little Collins St, Melbourne) **Sponsor** Huge thanks to [SuperAPI](https://superapi.com.au/) for catering and venue.
A Full Orchestra with Operatic faves.
A Full Orchestra with Operatic faves.
Speaking, VOICE Workshop - FAST FUN LEARNING
Speaking, VOICE Workshop - FAST FUN LEARNING
Smashing! Try something new Thursday Interactive workshop - Learn and practice secrets to improving your voice. Serious about improving your leadership - **Why mess, come to the best** Why is Smashing different to other speaking clubs? Just one member's thoughts, "The fun/laughs factor is definitely a point of difference. We keep it moving with high standards so it’s a nice balance. Too strict makes it tense and boring, too loose and we can lose the energy/commercial feel. SmashSpeak's vibe's in the sweet spot." **Free parking** close: O'Connell and Cobden streets **IMPORTANT: Be on time, as doors close when the show starts** “Proudly Australian" – Free-flowing teamwork, greater good focus, sharing the stage, etc Multicultural Hub, 506 Elizabeth St (Opposite Queen Vic Market) Level 1, Purple Room (End of corridor) More to come...
Spiritual Growth Begins Tonight.
Spiritual Growth Begins Tonight.
THESE NIGHTS ARE for those Ready to gain more information about Spiritual Growth, THE JOURNEY. It has been slotted to run for 3 Hours, but anyone can stay the entire time or freely choose to leave early. I have DVD or CD recordings that help those interested get a far greater understanding about Jesus / Isa / Yoshua's Teachings (Same Brilliant man/ Eternal Soul when on Earth and named Differently by 3 Different Religions - Christian - Jesus, Muslim - Isa and Jewish - Yoshua). There are also DVD or CD recordings from Joseph Campbell, Deepak Chopra, Mother Theresa, Stuart Wilde, David Hawkins, Esther Hicks, Dennis Waitley, Gregg Braden, Wayne Dyer and Other Smart Spiritual and Gifted Teachers of The Human Mind. Topics that can be covered include: How "A Course in Miracles" came to be, Near Death Experiences, The Second Coming, The Evolution of Mankind's Spiritual Understanding, The Human Ego, Buddhism, The Christian Teachings EDITED FROM The Bible, Taoism, Ayurveda, Zen, Chi, The Bhagavad - Gita and Guided Meditations. We can workout on the night what to listen to or discuss to advance The Group Spiritually. There are Guided Meditations, The Entire - A Course in Miracles and many of The Current and Recently Departed Famous Spiritual Teachers on CD. There are also DVD's and CD's for learning how to control Emotions and Reduce Stress. NOTE: SPIRITUAL TRUTH can be stranger than what most humans call fiction on this planet!!! The Universal Source is "Unconditionally Loving for Eternity." There has never been and there can never be The Wrath of God or a Final Judgement Day where The Creator, God, Allah, Yhvh or any other given name, who deals out what The Insane Human Ego believes humans deserve. SOURCE ENERGY IS ETERNAL AND IS ALWAYS UNCONDITIONALLY LOVING, AS ARE WE THE ETERNAL SOULS CONNECTED TO IT, HOWEVER WE AS HUMAN SOULS APPEAR TO BE LIVING IN MORTAL BODIES ON PLANET EARTH AT THE EFFECT OF THE HUMAN EGO.
Are we throwing managing out with the managers?
Are we throwing managing out with the managers?
The leadership versus management discourse often characterises leadership as good and management as bad. But managing work is vital to protect people from burnout, ensure work is valued, and resolve problems both inside and outside the team. With the movement for self-managing, some organisations are seeking to remove the explicit Manager role, but without systems in place that can sometimes create a vacuum. We will touch on what managing actually entails and examine an example of a system that can be used with or without an explicit Manager - creating an opportunity to experiment with self-management, or simply make it easier for a Manager (or Leader) to have the right conversations with the right people. **Meet your Speaker - Mel Kendell, all about change** *Always thinking of how things could be better* Mel has had many roles in transformations, products, and projects - basically anything that smacks of change. She is also a co-host of this meetup!

Performance Engineering Events This Week

Discover what is happening in the next few days

English for Beginners (A1-B2): Casual Social (20s
English for Beginners (A1-B2): Casual Social (20s
**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 :)
Debutante (Free entry drag show | No booking required)
Debutante (Free entry drag show | No booking required)
Debutante is a monthly non-competitive showcase for emerging drag performers, held at Pride of our Footscray. The show starts at 8PM. Free entry and no booking required.
Physical AI Meetup
Physical AI Meetup
Hear 4 expert talks, take the mic for an AI / hardware demo or announcement, and connect over pizza & drinks. **Important: Please grab your** **[FREE Eventbrite ticket](https://www.eventbrite.com.au/e/physical-ai-meetup-tickets-1988533123101?aff=oddtdtcreator) here** **to attend. Registration is required, and tickets will be checked at the door.** A special thanks to the **University of Melbourne** for hosting us, in collaboration with the **Melbourne University Electrical Engineering Club (MUEEC)** — a student-run club enriching the student experience through social events, professional development, and industry networking that connects engineering students with peers and professionals. Pizza and drinks for this session are kindly provided by **Advantech** — a global leader in IoT intelligent systems and embedded platforms, with the corporate vision of **“Enabling an Intelligent Planet.”** Take the mic at our **Community Open Mic**! Bring your demo, prototype, or announcement — whether it is AI, hardware, robotics, embedded systems, sensing, or edge computing. All welcome. *** ## Agenda ### 5:30 – 6:00 pm \| Check\-in\, Welcome & Introduction Hear a short welcome from the event hosts and an introduction to the Physical AI Meetup community. *** ### 6:00 – 6:20 pm \| Talk 1 –Integrating External Conditioning into Large Pretrained Deep Learning Models **Overview:** Off-the-shelf AI models are impressively capable — until they are used in highly specific real-world domains. A model trained on broad internet-scale data may struggle with cancer biopsy analysis, flood prediction, recognising unfamiliar objects, or following complex multi-step instructions. In this talk, Dr Sachith Seneviratne argues that the answer is not simply to retrain models from scratch or add more data. Instead, he introduces the idea of **external conditioning**: injecting domain knowledge into large pretrained models at the right point, with minimal engineering overhead. Drawing on recent work across medicine, climate, safety-critical AI, and creative tools, Sachith will show how external knowledge can help pretrained models become more reliable, efficient, and useful in real applications. Attendees will leave with practical strategies for making large AI models work in their own engineering and applied AI contexts.world systems. **Speaker:** **Dr Sachith Seneviratne, University of Melbourne** **Bio:** Dr Sachith Seneviratne is a Research Fellow in AI at the University of Melbourne. He brings over a decade of AI research experience alongside four years of applied consulting work for organisations including NASA and Harvard University. His research centres on representation learning, applied AI, and the efficiency of deep learning systems. His work asks how large AI models can be made to operate reliably in specific real-world domains — from clinical pathology and flood emergency response to cybersecurity and urban design — without sacrificing the generality that makes them powerful. His research has appeared at leading venues including CVPR, ICCV, and AAAI. Sachith has developed AI tools for earthquake prediction, malware detection, wearable health monitoring, and automated urban design generation. His PhD from Monash University investigated the automation of machine learning itself, including generating parallelised inference algorithms directly from model specifications. As a consultant, he has advised global organisations on deploying machine learning in production, with a focus on building systems that are efficient, robust, and grounded in domain knowledge. *** ### 6:20 – 6:40 pm \| Talk 2 – Harnessing Intelligence from the Source: Living Biological Neurons as a Material for Physical AI **Overview:** What happens when intelligence is no longer built only in silicon? In this talk, Dr Brett J. Kagan will explore the frontier of biological computing and synthetic biological intelligence, where living neural systems are integrated with hardware and software to create new forms of adaptive computation. Drawing on Cortical Labs’ work with neurons on a chip, closed-loop learning systems, and the CL-1 platform, Brett will discuss how biological neural systems can learn, adapt, and interact with their environment — and what this could mean for the future of AI, robotics, embodied intelligence, and physical AI. **Speaker:** **Dr Brett J. Kagan, Chief Scientific Officer / Chief Operations Officer, Cortical Labs** **Bio:** Dr Brett J. Kagan is the Chief Scientific Officer and Chief Operations Officer at Cortical Labs, a multidisciplinary deep-tech startup integrating hardware, software, and synthetic biology to explore how intelligence can be harnessed from neurons on a chip. Dr Kagan has a PhD in neuroscience focusing on stem cell therapy and completed post-doctoral work in bioinformatics and regenerative medicine. His recent work includes developing the first real-time closed-loop demonstration of in-vitro intelligence in a simplified Pong-game environment, along with work to better test and understand these systems. He has led the scientific development of the first commercialisable device for harnessing the information processing capabilities of biological neurons, called the CL-1. He also explores the neurocomputational, philosophical, and ethical implications of this emerging technology. ### 6:40 – 7:00 pm \| Pizza & Networking Enjoy pizza, drinks, and time to connect with other attendees. *** ### 7:00 – 7:20 pm \| Talk 3 – Physical AI in Practice: Connecting Edge Intelligence to Industrial Outcomes **Overview:** Physical AI becomes truly valuable when intelligence can be deployed close to machines, sensors, factories, and real industrial operations. In this talk, Susie Chen will share how edge AI, industrial IoT, and data-driven decision-making are being applied in real manufacturing and industrial environments. She will discuss how organisations can connect intelligent edge systems to practical outcomes, including operational efficiency, automation, smarter monitoring, and improved decision-making. The session will provide an industry perspective on how Physical AI moves from concept to deployment — and how edge intelligence can help bridge the gap between AI innovation and measurable business value. **Speaker:** **Chen Susie** **Bio:** Susie Chen is the EIoT Head of Sales at Advantech Australia, specialising in edge AI and smart manufacturing. With global experience across Taiwan, Brazil, and Australia, she helps organisations transform industrial operations through AI-driven IoT and data-powered decision-making. ### 7:20 – 7:40 pm \| Talk 4 – Why AGI Needs a Body: The Case for Proprioceptive Data in Embodied Intelligence **Overview:** Vision-based AI has transformed perception, but real-world intelligence requires more than seeing. For robots and embodied systems to operate reliably in the physical world, they need access to ground-truth data about movement, force, position, and physical interaction. In this talk, Anantyash Dixit will argue that proprioceptive data — the body’s sense of movement and position — is a missing ingredient in the path toward embodied intelligence. He will discuss why specialised sensing hardware is needed to capture this data, how human movement datasets can support robotic deployment, and why physical AI may require a deeper connection between hardware, biomechanics, and intelligence. Drawing from Melbourne Bionics’ work across wearable sensing, athlete performance analytics, and robotics datasets, this talk will explore how real-world proprioceptive data could shape the next generation of embodied AI systems. **Speaker:** **Anantyash Dixit, Founding Engineer, Melbourne Bionics** **Bio:** Anantyash Dixit is a Founding Engineer at Melbourne Bionics, a medtech startup where he leads the full hardware pipeline, including electronics design, embedded systems, and sensor integration. Melbourne Bionics is developing three connected products: **Ares**, a calf sensor sleeve that captures real-time proprioceptive data from elite athletes; **Athena**, an analytics platform that turns that data into actionable insights for coaches and medical staff; and **Richter**, a robotics platform that uses the same dataset as a proprietary benchmark for humanoid robot locomotion. Anantyash’s background spans FPGA and RTL design, embedded firmware, PCB layout, EMI/EMC verification, wearable biosignals, and medical device development. He holds a degree in Electrical and Computer Systems Engineering from Monash University, where he was awarded the International Excellence Scholarship and served as President of the Society of Monash Electrical Engineers. Beyond hardware, he thinks deeply about the ethics of AI, the implications of physical intelligence, and what embodied systems mean for humanity’s long-term trajectory. *** ### 7:40 – 8:00 pm \| Community Open Mic Take the mic and share with the group — from hardware demos and embedded prototypes to quick AI-at-the-edge announcements, project showcases, calls for collaboration, and more. *** ### Wrap-up & Social Any further Q&As and chats will happen here. **Last reminder:** Please make sure to register on Eventbrite for your free ticket — it is required for entry.
Free English Conversation Cafe — Beginner Friendly
Free English Conversation Cafe — Beginner Friendly
Join us for a small, friendly English conversation meetup at a cafe. This is a relaxed language practice event, not a dating or party group. We’ll use simple conversation topics and small-group chats so everyone gets a chance to speak. All English levels are welcome. Mistakes are okay — the goal is to practise, build confidence, and meet respectful people over coffee. Please buy a drink or snack to support the cafe.
CREATING and IMPROVING ABILITY! Free Meetup!
CREATING and IMPROVING ABILITY! Free Meetup!
Your ability to work and live with others is crucial to your survival. To survive well one needs ability. Today meetup topic: Creating and Improving Ability And if you think you already have all the ability one needs to survive well then it is important for you to learn how to KEEP IT FROM GOING AWAY. Attend our Free Meetup! Definition for Ability: One's power to observe, to make decisions and to act. A man is as free, as well-off, as he is able. A family is as happy as it has ability. A business is as well-off as it has able people in it. A country is as well-off as it has able workers, foremen and executives. At today's meetup learn what constitutes ability and more importantly how to develop and improve it so that it does not go away. Fact's are that one's ability is never the same. It either goes up or it will go down. Your natural as well as learned abilities are constantly subject to many of life's pressures. One can therefore simply not rest on one's laurels regarding your current abilities and simply assume they will always be available for use. The time to protect and enhance ability is when you are still able. Any loss of ability will result in less confidence followed by problems resulting in unhappiness. This is called the dwindling spiral. Not just for you, it will impact all others you associate with as well. Today's topic applies to all aspects of life but will focus on how your abilities or lack of abilities or a sudden or gradual lowering of ability relates to work and family life. On your arrival you will be asked to complete a Oxford Personality Test. From this you will learn what ability it is that needs attention and improving. Whilst at our meetup you will also learn about some of the different technologies are that you find here which actively create, protect or enhance ability in key areas of life. The world cries out for better people (More Able People) that will lead happier life's with better better jobs, stronger families as well as community and businesses groups. Get The Know-How for life, attend our meetup or ask me for a time that is better suited to your schedule.
How is it that you can Help kids or yourself to become a better student!
How is it that you can Help kids or yourself to become a better student!
Too many kids as well as teenagers and adults have problems with study. Today's meetup will inform you about the basics in STUDY TECHNOLOGY that provides an understanding of the basics of learning and supplies exact ways to overcome all the pitfalls one can encounter during study. This is applicable to young children, teenagers (or their parents that are trying to help them) and adults alike. Study Technology shows how one studies in order to comprehend a subject so one can apply it. Laws on which learning is based and workable methods have also been discovered for anyone to apply for themselves or when teaching others. Too many students graduate from school and college unable to put to use what they’ve learned in school. It’s not that they’re stupid or that their teachers didn’t know how to teach. More than likely it traces back to the one thing missing from most educations—learning how to learn in the first place. We all went to school, yet isn’t it odd that no one taught us how to study? The information presented at this meetup can help anyone improve others or his own ability to learn. It is a practical tool that parents and teachers alike can use to enhance a child's study performance. You’ll learn the barriers that lie between your own or a child's education. And you will very quickly learn how to overcome them. This technology will enable you or a child to pursue any subject with skill and confidence. Teachers who have "hard to handle/distributive " or slow learners in class will absolutely love the amazing turn around most often seen in improved behaviour and student performance in class. If you or your child has difficulties at school (or learning new things at work or online) than this meetup is important to you. If you can not make it to our meetup than contact the organizer and arrange it to suit your time. This technology can if one was to live far away be taught online. (extension course) You may offcourse also opt to have this technology taught to your own child by experienced volunteeer staff or learn about this yourself and transfer this knowledge to those you want to have better grades. Yes it is possible to improve anyone's study performance. All it takes is just 5 steps. See you at this meetup. Pam
May 8 | Elevated Singles Night | Dress, Drinks & Connection Her Bar Windsor
May 8 | Elevated Singles Night | Dress, Drinks & Connection Her Bar Windsor
✨ **KISMETRIX \| True Connection** ## **Elevated Singles Night [(Ticketed Event)](https://www.eventbrite.com.au/e/may-1-elevated-singles-night-dress-drinks-connection-her-bar-windsor-tickets-1986619054069?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl)** **Dress, Drinks & Connection** **Hosted by KISMETRIX \| True Connection** **📍 HER Bar 2 WINDSOR PLACE, WINDSOR, VIC, 3181** **(Laneway behind 64 Chapel St)** **📅 Friday, 8 May 2026** **🕖 7:00 PM – 10:00 PM (Hosted)(Venue open late)** **🎟 Includes one standard drink** ## A REFINED FRIDAY NIGHT FOR THOSE WHO VALUE QUALITY OVER CHAOS Some nights feel different. The space. The people. The conversations that unfold naturally. This is **Elevated Singles Night** — a refined Friday social for those who want real connection, good energy, and a more intentional atmosphere. No swiping. No forced rotations. No chaotic party crowd. Just confident adults showing up — in real life. ## 👥 AGE & FLOW This experience is designed for guests aged **30+**, creating a more aligned and intentional atmosphere. There are no separated areas or rigid groupings — the evening is designed to flow naturally, with a curated crowd and hosted support early on. This keeps the energy: ✨ social ✨ relaxed ✨ effortless ## 💫 ABOUT THE EVENT Tired of dating apps that go nowhere? Over environments that feel loud, rushed, or surface-level? So were we. KISMETRIX \| True Connection was created for singles who want something more human — real presence\, real conversation\, and genuine connection\. You’ll walk into a room full of people who: • Are done with endless chatting and ghosting • Want to meet face-to-face, not behind a screen • Value depth, respect, and good energy • Care about how they show up — socially and emotionally Come for a drink. Stay for the conversation. Leave glad you came. ## ✨ DRESS THE PART This is a **dress-to-impress evening**. Think: • polished • confident • effortlessly put together Not formal — but elevated. Because how you show up shapes the energy of the room. ## 🍸 THE VIBE Expect: • A stylish, intimate bar setting in Windsor • A complimentary drink on arrival to ease into the evening • A curated crowd open to connection • Hosted support early, free-flowing interaction later • A balanced, socially aware atmosphere Think less “dating event”… more a **Friday night done properly**. ## 🎯 WHO THIS NIGHT IS FOR This event is for singles who: • Prefer substance over surface • Enjoy meaningful conversation and elevated social settings • Are emotionally mature and socially aware • Want a great Friday night — regardless of outcomes Come solo or with friends — many do. ## 🎟 TICKETS & INCLUSIONS - [BOOK HERE](https://www.eventbrite.com.au/e/may-1-elevated-singles-night-dress-drinks-connection-her-bar-windsor-tickets-1986619054069?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl) Your ticket includes: • Entry to the curated KISMETRIX Elevated Singles Night • One standard drink on arrival • Hosted support throughout the evening • A thoughtfully balanced social experience Additional drinks are available for purchase at the bar. 🎫 Tickets are limited to maintain quality, comfort, and atmosphere. Early booking is recommended. ## 💡 WHY PEOPLE LOVE KISMETRIX EVENTS • No apps. No swiping. Just real people • No scripts or awkward structures • Thoughtful curation without rigidity • A genuinely enjoyable night — even if you attend solo Many guests come “just for a drink”… and end up staying all night. ## 🔔 IMPORTANT NOTES • This is a hosted social experience — not speed dating • One standard drink is included with your ticket • Additional drinks are available for purchase • Guests are welcome to arrange food delivery (e.g. Uber Eats) if they wish to enjoy a meal during the evening • Sharing is always optional — participate at your own comfort level • Respect, boundaries, and good energy are essential • Tickets are non-refundable but transferable ## 🔗 STAY CONNECTED WITH KISMETRIX \| TRUE CONNECTION 📧 [social@kismetrix.com.au]() 🌐 [www.kismetrix.com.au](http://www.kismetrix.com.au "http://www.kismetrix.com.au") 📱 Follow us on Instagram, Facebook & Eventbrite 📄 Important Notice: By registering\, you confirm that you have read and agree to Kismetrix \| True Connection’s Terms & Conditions\, Privacy Policy\, Disclaimer and Code of Conduct\. 🤝 Collaborations: [collabs@kismetrix.com.au]()

Performance Engineering Events Near You

Connect with your local Performance Engineering community

LLM Showdown: ChatGPT vs Claude vs Gemini vs Local Models
LLM Showdown: ChatGPT vs Claude vs Gemini vs Local Models
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.
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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 Momentum: From Ambiguity to Execution
Building Momentum: From Ambiguity to Execution
**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.
13TH ANNIVERSARY!!! - Columbus Comedy Improv Meetup at Gresso's!
13TH ANNIVERSARY!!! - Columbus Comedy Improv Meetup at Gresso's!
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!
CBusData - Practical AI for Power BI Developers
CBusData - Practical AI for Power BI Developers
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.
Speak Easy (Storytelling)
Speak Easy (Storytelling)
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!
Building Agents with Microsoft Agent Framework
Building Agents with Microsoft Agent Framework
We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.