Text Analytics

🚀 **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.**

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!

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

Join us at **The Oxford Scholar** featuring all day drinks specials! It's also parma night on Thursdays at The Oxford Scholar so you can have a pub meal and drinks 😊 **Drinks specials - all day!** $10 Mountain Culture Pints $20 Mountain Goat Jugs $10 Moondog Fizzer Pints $14 Monthly Cocktail Specials $20 parma choices: Chicken Hot One Big Mac Meatlovers Veggie or Vegan Chicken, Veggie or Vegan Schnitzel [https://www.theoxfordscholar.com.au/](https://www.theoxfordscholar.com.au/) 15% off food and drinks for RMIT staff and students. 📍**Location:** 427 Swanston Street, Melbourne Vic 3000 Very close to the RMIT University/Swanston Street tram stop. Most people come along by themselves so don't worry if you don't know any of the other members. New people are always welcome. **How often do we have events? Weekly!** Join us at a different bar/pub each week to meet new people and see the familiar faces of the regular members. This is a regular weekly group for socialising and unwinding for the weekend. **Events are also on:** Bartopia [https://www.meetup.com/bartopia/](https://www.meetup.com/bartopia/) Raiders of the Lost Bars [https://www.meetup.com/barraiders/](https://www.meetup.com/barraiders/) Bartopia [https://www.facebook.com/groups/bartopia/](https://www.facebook.com/groups/bartopia/) Follow us on Instagram: [https://www.instagram.com/bartopia.melbourne/](https://www.instagram.com/bartopia.melbourne/)

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.

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...

BOOK YOUR MELBOURNE WRITERS' FESTIVAL TICKET ASAP as this event is likely to sell out fast! https://mwf.com.au/program/rf-kuang-katabasis This is a 60-minute writer talk with R.F. Kuang (author of Babel, Yellowface and her latest work Katabasis). Meet at the entrance of Melbourne Town Hall at 5.45pm if you'd like to sit together as a group. Your host for this event is Natalie. Option to go for coffee after the event and continue the literary discussion. P.S. There is no organizer fee for this event.

**Every Friday \| 6PM \- Late \| Free Entry** 🎉 *The ultimate weekly hangout for Magic players - new and experienced alike.* Unleash your inner planeswalker at **Mana on Tap**, a free weekly Magic: The Gathering event hosted in Fortress’s Arena. Whether you’re a seasoned spell-slinger or brand new to the game, join us every **Friday night from 6 PM to Late** for games, drinks, and good vibes with fellow Magic fans. ### **Learn to Play** Just picked up your first deck? Want to learn the ropes? Borrow a starter deck for free at Fortress and join a casual Learn to Play session hosted by friendly game guides. Meet fellow new players, pick up tips, and duel in a relaxed, welcoming setting. ### **Play Your Way** Casual, competitive, or something in between, **all formats are welcome** (though most people play Commander). Whether you’re into Commander, Pauper, Standard, or Modern, there’s a seat at the table for you. Bring your deck or borrow one, and play at your own pace. ### **Commander Conclave** Our spacious Arena is perfect for **Commander Night**. Dive into multiplayer games, meet fellow enthusiasts, and enjoy stellar lighting, comfy seating, and easy access to food and drink from our full-service bar. Order via buzzer and get back to the action faster. ### **The Venue** Held in **The Arena** at Fortress, enjoy plenty of space, low-volume ambience, and on-tap beverages while you play. Stay fueled with food and drinks delivered straight to your table - no need to pause the game. **TERMS & CONDITIONS** * *Fortress is a licensed venue, and as such, a valid ID is required and checked upon entrance to the premises.* * *Unaccompanied minors are not permitted in the venue at any time. Please make sure any guests under 18 are accompanied by a responsible adult at all times.* * *Minors are not allowed in the venue past 8:00 pm* * *No outside food or drinks.* *More information on valid forms of identification and Fortress' minors policy can be found here: [www.fortress.games/minors/](https://www.fortress.games/minors/)*

—— DETAIL —— We will meet at the starting point, take a short stroll to a cute cafe by the Yarra River. We will grab a bite/ coffee and hang there. We will head back to the starting point after. Dress for comfort. If this is your first event, 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're regular, take the opportunity to get to know others you've met before. Feel free to continue the conversation over coffee/ lunch after the walk. **\-\-\- 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 Group —** We use Heylo App for more fluid communication, including ideas, interest groups, questions etc. Please let the organizer know if you would like to be added to the WhatsApp 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.

Join Edward Sinclair as we read, explore, reflect and study together some fascinating Theosophical texts. This session we will be reading from a theosophical text titled: **Theosophy: An Introductory Study Course** by John Algeo *‘Have you ever wondered about the “big” questions of* *life?* *Who am I really?* *Why is the world the way it is?* *Where did I come from?* *What am I doing here?* *What comes next?* *When will I find out all these things?’* This book covers many fascinating topics such as karma, reincarnation, life after death, and the purpose of life to name a few. This is an introductory book but is a fascinating exploration for all. Open to TS members and non-members - all are welcome. For persons wishing to find out about membership of the The Melbourne Theosophical Society, we invite you to attend this study group, after the session there will be an opportunity to ask questions concerning membership. Non Members $5 Entry, T.S. Members Complimentary.

We are moving to a new platform and will be only running the new platform in 2025. please signup here: [https://www.downtomeet.com/Melbourne-Writers](https://www.downtomeet.com/Melbourne-Writers) This is the time to write whatever it is you want to write. \-\-\-\-\-\> IMPORTANT <\-\-\-\-\-\-\- We ask for the Nook which is to your left as you go in, but it is not always available. Ask for the table under "Mat Clarke". Sometimes we do not have an official host, so please say hi to people as they arrive and make everyone feel welcome. Thanks. No limitations. Come along and bring your laptop or pen and paper and work on whatever you want. There are no rules :) You can write. You can chat and write. You can share your work. Or not share your work. (If you need silence to concentrate then headphones are a good idea considering it is in a cafe/bar.) Coffee, hot chocolate, etc., available to buy. Also food and drink. Please buy something to show our thanks for the space they give us free of charge. There are some people that will want to chat, but most will be writing. So bear that in mind. See you there :) \-\-\-\-\-\-Please only RSVP if you can make it\-\-\-\-\-\-\- \-\-\-\-\-\-Un\-RSVP if you need to cancel\-\-\-\-\-\-\- We're booking the area, so we will need you to turn up if you say you are coming. Thanks. Thank you, Melbourne Writers. Great Links: Facebook: https://www.facebook.com/MelbWriters Website: www.worldwriterscollective.com Twitter: https://twitter.com/MelbCityWriters Blog: http://melbournewriters.wordpress.com **Help us by adding to these social pages and site**

We haven't done Nepalese yet! Here's the group [MENU 80pp](https://www.lahbros.com.au/eat#feedme-name) As usual a $20 deposit will be required to secure your spot. This will be returned to you on the night or if you change your RSVP with at least 48hr notice. Hope to see you there! Priscila

Hi Radiant Ladies, Join us for a refreshing Saturday walk at Ruffey Lake Park. 👭 Walk at your own pace 🐕 Dogs welcome ☕ Coffee after 🌦️ We walk every Saturday (unless it’s pouring) New ladies welcome. See you! 

Leanne & Lyn 💕

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

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

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)

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

[The Board Walks](http://www.theboardwalks.com/) are for curious people who love deep conversations. If that sounds like you, **bring a thoughtful topic** and join us for a 5-mile walk (10,000+ steps!). **HOW IT WORKS** **Step 1: Bring a topic** Before you arrive, think of **one** topic you want to explore. A question. A thought that's been on your mind. An obsession you want to geek out on. This is your ticket to the event. **Step 2: Circle up & share** We gather in a circle. Your friendly walk host gives a speech to set the tone. Everyone shares: your name, what you're grateful for, and your topic. That's it. 60 seconds. **Step 3: Walk, talk & float** We walk 5 miles. You naturally drift into conversation with 2-3 people at a time, pulled by topics that spark your curiosity. When you're ready to move on, just say: "I'm going to float!" **Step 4: Feel more alive** Two hours flies by. You're back where you started — but you feel different. More alive. More energized. More connected to yourself and others. That's why regulars join 20+ times. *For more details, read our [Orientation Guide.](https://www.theboardwalks.com/orientation)* **HOW TO BRING A GREAT TOPIC** A great topic = something you're genuinely curious about. Recent topics include: * "What are you passionate about right now?" * "What makes a good friend?" * "What's a belief you used to hold that you've completely changed?" * "How do you want to be remembered?" * "What would you do if money wasn't a factor?" Think of your topic like the dish you're bringing to our conversational potluck. If everyone brings an A+ dish (i.e. energizing, uplifting, expansive), we'll all walk away feeling lighter and brighter. **WHAT TO EXPECT** This isn't a fitness event with casual chitchat. It's a walking think tank where we explore life's big questions together, beyond small talk. *If you're looking for light banter or a standard networking event, this probably isn't the right fit.* But if you crave depth, genuine connection, and conversations that make you feel alive? You'll love it here. **FAQ** * Wear casual athletic attire and sneakers. It's a long walk! * We have multiple first-timers at each event. We work hard to create a welcoming, inclusive, clique-free space. * We welcome people of **all** ages, backgrounds, and industries who align with the [intention](https://www.theboardwalks.com/ground-rules) of this space. * Rain or shine, we've been out here nearly every week since July 2022. If the event is cancelled, we'll let you know. * Dogs, babies in strollers, parents, and friends are welcome — please text/email them the event link so they can RSVP and prepare a topic! **LOGISTICS** * If you'll arrive over 10 minutes late, we suggest skipping the event. It's hard to find us once we start walking, and your host can't answer messages during the event. * This walk is designed for everyone to *move together at the same steady pace* (about 20 min/mile). This format works best when the whole group moves in unison. If you have mobility limitations, we kindly encourage you to find an event better suited to your needs. * Read our [Orientation Guide](https://www.theboardwalks.com/orientation) for full details. * If you enjoy the event, send **[this](http://www.theboardwalks.com/)** to a friend or sign up for our **[newsletter](https://theboardwalks.beehiiv.com/)**. We're in multiple cities with more on the way. 🤠👋 **IF YOU WANT TO GO DEEPER...** [The Board](https://stan.store/ellebeecher/p/the-board) is the next step: a high-trust collective for renaissance people devoted to creating, connecting, and building lives that light us up. * This is a global HQ for people who crave big talk, deep connection, and dream collaborations with people across industries. If the walks feel like a spark... The Board is the fire. Apply [here](https://stan.store/ellebeecher/p/the-board).

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.