Data Mining

Reset your body, reconnect with yourself, and meet like-minded people — naturally, without pressure or awkwardness. **Hosted by KISMETRIX \| True Connection** [Ticketed Event](https://www.eventbrite.com.au/e/apr-14-kismetrix-pilates-connection-night-tickets-1986040845632?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl) 📍 RYVE – Level 1, 38 Shafton St, Huntingdale VIC 📅 Tuesday, 28 April 2026 🕡 6:30 PM – 8:00 PM **Please arrive by 6:15 PM** ## MOVE FIRST. CONNECT AFTER. Most singles events start with small talk. This one doesn’t. We start with a **45-minute Pilates session** to help you reset, unwind, and feel good in your body — so when you meet people, it feels more natural. No pressure. No awkward setups. Just a better way to connect. ## WHAT THE NIGHT LOOKS LIKE **6:15 PM** – Arrival & check-in **6:30 PM** – Pilates session begins **7:15 PM** – Mingling + light refreshments **8:00 PM** – Event wraps up Simple, structured, and easy to enjoy. ## 💫 THE EXPERIENCE The class is led by **Sarah Gerfast (Studio Lagom Pilates)** and is: • Beginner-friendly (no experience needed) • Focused on light strength, stretch, and posture • Designed to help you relax and feel more present After the class, we open the space for **casual mingling**. No forced rotations. No expectations. Stay for a chat, meet a few people, or just enjoy the atmosphere. ## ✨ WHAT’S INCLUDED • 45-minute guided Pilates class • Relaxed mingling after • Light refreshments • A welcoming, low-pressure environment ## 🎯 WHO THIS IS FOR • Singles who want something different from apps • People who enjoy health, movement, and wellbeing • Those who prefer natural conversation over structured dating • Anyone open to meeting like-minded people — without pressure ## 📌 EVENT DETAILS Location: RYVE, Huntingdale Time: 6:30 PM – 8:00 PM Arrival: Please arrive by 6:15 PM **What to bring:** • Activewear • Water bottle (All equipment provided) ## 🎟 TICKETS Limited spots to keep the experience comfortable. Bookings required. ## ABOUT KISMETRIX \| TRUE CONNECTION We create social experiences where people meet in real life — without pressure. No swiping. No scripts. Just genuine interaction. ## 🔔 IMPORTANT NOTES • This is a social event — outcomes are not guaranteed • Respect and boundaries are essential • Tickets are non-refundable but transferable ## 📩 CONTACT [social@kismetrix.com.au](https://www.eventbrite.com.au/e/apr-14-kismetrix-pilates-connection-night-tickets-1986040845632?aff=ebdsoporgprofile) [www.kismetrix.com.au](http://www.kismetrix.com.au/ "http://www.kismetrix.com.au") Follow us on Instagram, Facebook & Eventbrite. By registering for this event\, you confirm that you have read and agree to Kismetrix \| True Connection’s **Terms & Conditions, Privacy Policy, Disclaimer, and Code of Conduct.**

Come along and join in a relaxed evening of dev and tech talk, drinks and dinner.

**Unrealistic Expectations** is an entertaining, slightly chaotic evening of business and life related improv speaking games designed to help you practise action over certainty. Sign up as an audience member or a speaker, both are fun and packed full of laughs. ⭐⭐⭐⭐⭐ "This was a safe environment to fail." ⭐⭐⭐⭐⭐ "Audience reactions are hilarious." ⭐⭐⭐⭐⭐ "I learnt that it was not as scary as I thought." **6:30** Arrival + Drinks **7:00** Games Begin **8:15** Wrap Up + Hangout ❓ **Why we do this** Entrepreneurs are often told their ideas are unrealistic. Too big. Too early. Too hard. This night is for people who feel that fear and want to build the courage to act before they have all the answers. **Volunteers get 1-4 minutes to talk on wacky topics:** * Pitching a slide deck they have never seen before * Taking questions from the audience on a topic they know nothing about * Being handed a random object from the office and explaining your "revoulutionary discovery" * Explaining a graph that has no numbers or legend * *More "fun" and chaotic games to come...* **Spectators get front row seats to:** * Brave attempts and clever recoveries * Watch brilliance appear under pressure * The exact moment someone realises they are more capable than they thought * And...comedy gold! 🎲 **How the night works** Some people will step up. Some people will sit back and enjoy the show. Both are welcome. You don’t have to participate but most people end up tempted as the night goes on. We’ll rotate through a variety of short games across the evening. Each one stretches a different entrepreneurial muscle: • Thinking out loud • Explaining half-formed ideas • Handling pressure • Committing before certainty 😉At the end of the night, one brave participant will receive a completely meaningless but highly coveted honour. 👀 **Who this is for** • People building something and tired of waiting until they feel ready • Anyone who wants to build the courage to act before they have clarity You don’t need confidence You don’t need experience You just need a willingness to give-it-a-go **Because most worthwhile things start with unrealistic expectations.**

We’ll be hanging out in the Market Pavilion, between Caffè Ducale and TODCO. It’s easy to find, and perfect for dropping in or slipping out without any awkwardness. If you’re looking to escape the house, procrastinate on chores, or just have a bit of human interaction that isn’t transactional—this is your spot. Conversation starters will be on hand if you want them. There’s no agenda. I’m new in town. Come exactly as you are, stay for 10 minutes or the full hour—it all counts.

Welcome to the first 2026 meetup of **Melbourne 🇦🇺 MongoDB User Group**. The team at Mantel Group has kindly offered to host us for the evening at their office in Melbourne on Flinders Street. **Complimentary drinks and snacks, as well as some SWAG, will be available, proudly sponsored by the team at MongoDB and Confluent**. We're looking forward to seeing familiar faces and welcoming newcomers! Please note that we have limited spots this time, so RSVP early. You will not be able to enter the building after 6 PM, so please be on time. **Agenda** * 5:00 pm - Arrival & Networking * 5:30 pm - Welcome * 5:35 pm - Talk #1 - Stephen Ermann - Avoid the AI Monolith: Deploy Multi-Agent Systems with MongoDB and Confluent * 6:00 pm - Talk #2 - Alex Peng - Sharding in MongoDB * 6:25 pm - Quiz & Swag * 6:35 pm - Networking & Food **Speakers** **Speaker #1 -** **Stephen Ermann** is a **Senior Customer Success Technical Architect at Confluent**, where he helps large enterprises design and operate mission-critical event streaming platforms with **Apache Kafka,** **Confluent Platform/Cloud** and **Apache Flink**. Based in Australia and working closely with major organisations, he focuses on scalable architectures, secure integrations, and smooth cloud migrations. Stephen has deep, hands-on experience connecting operational data stores like **MongoDB** into real-time, event-driven systems—turning CDC streams and transactional data into streaming workloads that power modern applications. He’s passionate about making distributed systems practical, sharing field lessons, and helping teams move from batch to truly real-time data. **Presentation #1** \- Avoid the AI monolith and learn how to design **event-driven multi-agent systems** with Confluent and MongoDB. In this talk, we’ll unpack the shift from classic predictive models to generative and agentic AI, and show why data readiness and real-time context - not just bigger models - determine whether your agents are actually useful in production. You’ll see how treating agents as event-driven microservices with a “brain” helps you avoid brittle point-to-point integrations and instead build scalable, observable systems. We’ll then walk through how **Confluent Cloud, Apache Flink® Streaming Agents, and MongoDB Atlas** fit together to provide the streaming backbone, vector search, and RAG capabilities that modern agentic applications need. Using an automated insurance claims demo, we’ll illustrate how real-time embeddings, external tables, and vector search in Flink SQL work with MongoDB Atlas to power context-aware decisions and end-to-end workflow automation. We will also share practical pointers and resources so you can start experimenting with your own multi-agent architectures after the meetup. **Speaker #2 -** Alex Peng is a Technical Services Engineer at MongoDB, specialising in MongoDB Atlas Support. With deep expertise in cloud deployments, Alex is passionate about helping customers navigate complex challenges on MongoDB Atlas, ensuring they get the most out of MongoDB's products and services. **Presentation #2** explores the fundamentals of sharding in MongoDB, covering the core concepts and architecture that power horizontal scaling in MongoDB. Attendees will gain a clear understanding of sharding's strengths and how to leverage them effectively. We will also provide practical guidance on selecting the shard key to maximise your application's performance and scalability. Thanks, The Melbourne MUG Team!

🎉 **Melbourne AWS User Group – April Meetup** 🎉 📅 Wednesday, 29 April 📍 NAB Events Hub – 395 Bourke Street, Melbourne ⏰ Food at 6:00 pm, talks from 6:30 pm (with live stream) Join us for our April meetup as we dive into real-world AWS architecture and cutting-edge AI workloads on Kubernetes. This month, we’re exploring how organisations make practical architecture decisions on AWS, and how modern AI tooling and GPU-powered platforms are enabling scalable, real-time applications. This month’s lineup features: • Trent Hornibrook sharing how Bell Financial approaches architecture decisions on AWS. • Yongkang He is presenting a live demo on building and scaling Stable Diffusion on Amazon EKS. A huge thank you to our sponsors: 🥇 Mantel Group – Gold Sponsor, 🥈 Cevo – Silver Sponsor, 🏛 NAB – Venue Sponsor The event will be live-streamed on YouTube as always: https://www.youtube.com/@AWSMelb/streams *** 🗓️ **Agenda** 6:00 pm – Food & Socialising 6:30 pm – Introductions 6:40 pm – What’s New in AWS 6:55 pm – How Bell Financial Architects on AWS (Level 200); Speaker: Trent Hornibrook 7:25 pm – Building and Scaling Stable Diffusion with Amazon EKS (Level 300); Speaker: Yongkang He 7:55 pm – Marketplace (Who’s Hiring) 8:00 pm – Networking + Close *** 🎤 **Talk Details** **How Bell Financial Architects on AWS** Speaker: Trent Hornibrook Level: 200 In this session, Trent will share how Bell Financial approaches architecture decisions and the key choices they’ve made when designing and operating workloads on AWS. This talk provides practical insight into real-world decision-making, trade-offs, and architectural patterns used in a financial services environment. *** **Building and Scaling Stable Diffusion with Amazon EKS** Speaker: Yongkang He Level: 300 Imagine generating AI images from text prompts — powered by Kubernetes, GPUs, and built with the help of Amazon Kiro. In this session (with live demo), we’ll walk through building and deploying a full AI image generator using Stable Diffusion XL on Amazon EKS. From containerisation and GPU nodes to scaling inference and pushing to Amazon ECR, you’ll see how it all comes together in a real-world setup. 💡 Key takeaways: • Build and scale Stable Diffusion on EKS • Use Kiro to accelerate development from code to deployment • Understand GPU scheduling and autoscaling in Kubernetes • Live demo of real-time image generation on AWS *** 🙌 **Want to Speak at a Future Meetup?** We’re always looking for new speakers and believe everyone has an interesting talk waiting to be shared. If you’d like to present at a future event, reach out at the meetup or via our website: https://melb.awsug.org.au/speak/

**How to take control of your subconscious and harness its power!** EVERY SUNDAY AT 11AM Join us for an eye-opening lecture where the speaker will break down complex ideas in a clear and practical way. You'll gain insights into: * The true definition of the subconscious * How it generates unwanted emotions * Its real purpose and function * What determines the pressure it exerts on you But this isn't just another lecture where you sit and listen passively. It's interactive and engaging - you can ask questions at any time. FREE ADMISSION Reserve your spot today. Seats are limited, so don't wait too long to sign up.

**Note - NEW location for this month only at the AWS Builder Studio!** IMPORTANT - the list of attendees will be provided the day before to security. Just go up the stairs / escalator to level 1 and check with your Photo ID to security. Please get in touch ASAP if you would like to talk at a future event, send us an email at Melbourne(at)serverless.org.au for more info! First time speakers are more than welcome and we can provide you assistance if you need with your presentation beforehand. Please reach out Melbourne(at)serverless.org.au. It can be a regular talk, lightning talk, demo, workshop, whatever is your thing our community will love it - as long as it is serverless related! Venue: AWS Builder Studio, Level 1, 555 Collins St. Melbourne 📅 Agenda 📅 5:30 PM - Doors Open! 6:00 PM - Welcome from the organizers / housekeeping 6:05 PM - **"Changing the engine mid-flight: A startup data pivot" - By Susan Brander, CTO Kaleida** What happens when your startup’s data model is held together with duct tape, but you still have to fly the plane, ship features, and act cool about it? Startups move fast, and sometimes that means making the best architecture decisions you can, and being utterly wrong because you don’t yet fully understand the domain you’re building for. At Kaleida, we chose DynamoDB as the cheapest way to get our product off the ground quickly, pushing relational logic into separate tables and thinking we’d gotten it right and assuming if we hadn’t that we’d clean it up later (if we survived). SPOILER! We survived and thrived! Later came around fast, and it looked like: \- bloated documents * Relational logic spread across tables * Queries dragging us down We knew we’d modelled it wrong, and that not changing it soon would only multiply the difficulties in the future. So, mid-flight, we changed engines. This talk is a candid case study of what it takes to evolve your architecture under pressure: * found our real data inside our current data * Pivoted to a One Table design * Pulled off a zero-downtime migration * Did it all while shipping features and pretending we weren’t panicking. If your team is battling tech debt, scaling pains, a data model that no longer reflects reality, (or you just want to hear about someone else’s war wounds) then come along. 6:35 PM - Pizza & Networking 7:00 PM - "**Let the Agent Read the Boring Reports: AI-Powered Database Auditing for PROTECTED Compliance on AWS**" - **By Christina Chen, Senior DevOps Engineer, Mantel Group** Nobody reads CSV audit reports. But under Australia's IRAP PROTECTED framework, organisations must continuously monitor and evidence database user activity — and assessors want proof. This talk builds a two-stage event-driven pipeline: Lambda extracts MySQL RDS user activity to S3, then a Strands Agent on Bedrock autonomously assesses findings against ISM controls, and generates assessor-ready output 7:30 PM - Networking and finish the Pizza! 8:00 PM - Doors Close, see you next time!

Quantum physics is now pointing at something the ancient sages already knew: reality is far stranger, and far more intimate, than anything we were taught. What's surprising is that two Indian sages, one in a small Bombay room, one on a sacred hill in Tamil Nadu were pointing at the same thing long before the science caught up. **What You'll Discover:** In this talk you'll discover the exciting discoveries in quantam physics and how they resonate with non duality. It will leave you with a clarity that doesn't depend on a belief system, or next spiritual experience. Just a direct recognition of what has always been here. **Schedule** * Talk by Rajiv followed by open Q&A * Guided Meditation * Spiritual networking. Make friends with others on the spiritual path **About Rajiv** Rajiv dedicated years of his life seeking enlightenment. His pursuit for truth, reality, emptiness and self-discovery took him through the profound depths of mysticism. He meditated 14 hours a day, stayed with monks, lived in the Himalayan caves, learned from wise sages and researched every major spiritual system, including Zen, Non Duality, Yoga, Buddhism etc. Then one momentous morning in 2005, he experienced his first shift into higher states of consciousness, an inner spiritual awakening. This was followed by days of infinite ecstasy and bliss. Finally, the years of seeking culminated and he realised his own true nature. He now shares his deep insights to help seekers progress on the path of awakening & meditation. His approach is secular, based on personal experience. You can read about his spiritual journey here — [https://innerspiritualawakening.com/rajiv-agarwal/my-journey/](https://innerspiritualawakening.com/rajiv-agarwal/my-journey/) **Venue** Kathleen Syme Library 251 Faraday Street, Carlton, VIC We will be in Multipurpose Room 2. We may take some photos to capture the moment. If you prefer not to be photographed, please let the organiser know at any time. This event is free and open to all adult seekers (18+). For inquiries please email Manpreet — [mysteriousmk@yahoo.com](mailto:mysteriousmk@yahoo.com)

**Event Confirmation Form!** ➡️ We kindly request you fill out this **event confirmation form** to confirm your attendance for the event and your dietary requirements - [https://forms.gle/1qNRZBmEdHKW4gP16](https://forms.gle/1qNRZBmEdHKW4gP16) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ## **What's On? 👀** **Speaker:** Cole Cornford **Title:** From Gaps to Gains: Shaping a Modern Application Security Strategy **Abstract:** In this session, Cole will explore how organisations can evaluate the effectiveness of their existing software security program, uncover capability gaps, and ensure application security efforts are aligned with strategic business priorities. Attendees will gain practical insight into building and executing a focused AppSec uplift roadmap that strengthens security outcomes and supports sustainable growth. ## **Location** 📍 Atlassian Melbourne Queens & Collins Building, Level 20, 100 Queen Street, Melbourne VIC 3000 ## **Agenda ⏰** * 5:30 - Food is served * 6:15 - Session start * 7:30 - Post-event networking \-\-\- Note: Please complete the event confirmation form: [https://forms.gle/1qNRZBmEdHKW4gP16](https://forms.gle/1qNRZBmEdHKW4gP16)

### **The Experience** 🚀 Welcome to your new midweek ritual! **Bachata ConeXión Wednesdays** is all about connecting with purpose in a stunning, high-energy environment. Meet us at **The Third Day**—a massive, industrial-chic warehouse space in North Melbourne—for the best Bachata vibes in the city. Whether you're here for the fitness, the music, or the amazing community, your spot on the floor is waiting. *** ### **📍 Location & Time** * **Venue:** The Third Day – 290 Macaulay Rd, North Melbourne VIC 3051 * **When:** Every Wednesday Night * **The Space:** Huge dance floor, bar, and an inclusive, welcoming atmosphere. *** ### **🗓️ The Schedule** Our night is designed to take you from your very first steps to the social dance floor: * **6:30 PM – Bachata Fundamentals:** Perfect for absolute beginners. * **7:00 PM – Bachata Improvers:** Level up your basics. * **8:00 PM – Bachata Intermediate:** Master your patterns and flow. * **9:00 PM - Late – Social Dancing:** Practice what you learned and party! **(Social is INCLUDED with any class ticket)** *** ### **🎵 The Music Mix** Our DJs keep the floor burning with the perfect midweek blend: * **70% Bachata** (Sensual, Moderna, & Authentic) * **30% Salsa** (Linear & Cuban) * **+ A touch of Kizomba** to keep the flow smooth. ### **✨ First Timers: Start for FREE** New to our community? We want to welcome you! * **Your first 6:30 PM Fundamentals class is 100% FREE.** * No partner needed (we rotate throughout the class). * No experience required—we'll teach you everything from step one. *** ### **🎟️ Pricing & Tickets** **All tickets are available at the door!** No need to pre-book, just show up ready to move. * **6:30 PM Class:** $11 * **Single Class (7:00 PM or 8:00 PM):** $21 * **Double Class Pass:** $31 * **Social Only (from 9:00 PM):** $16 ($11 after 10:30 PM) *INSANE Card holders enjoy exclusive class & social deals!* *** ### **📲 Stay Connected** Follow us on Instagram to see our daily stories and get a sneak peek at the vibe before you arrive: 👉 **Instagram:** [@bachataconexion](https://www.instagram.com/bachataconexion) **Ready to dance? RSVP now and join the family!**

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

It feels like we just saw each other 🤷. Join members of the local design and UX community for our monthly breakfast. For May we’re stopping in for Rooh’s popup breakfast/cafe concept. You know someone is getting the lobster yuzu croissant, and that’s not even the prettiest thing on the menu!.

**We'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron You can download documents, or clone/fork the repository. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377 Passcode: 940392 **If you can't get in, please call me at: 734 223-3307** **The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**

**Unleash Your Inner Oracle: The Polymarket Edge** Prediction markets aren't just for finance geeks. This masterclass reveals the secrets to profiting from your insights on Polymarket, the leading platform for event-based predictions. **Is This You?** * Love probability and gut-feel decisions? * Always ahead of the curve on emerging news? * Curious about a hot new investment vehicle? * Ready to turn knowledge into pure, sweet gains? * A sophisticated trader looking to diversify? If yes, keep reading... **Agenda: From ZERO to HERO** * Deep dive into Polymarket: account setup, trading mechanics, and the ins and outs. * Decoding the Matrix: Event analysis frameworks to give yourself an advantage. * Fort Knox Your Capital: Master risk-management techniques that shield you. * Spotting the Signals: Reading market dynamics and grasping liquidity factors. * Crafting Your Fortress: Portfolio creation blueprints for consistent wealth. * The System is Key: Building a repeatable, winning prediction workflow. **Time is ticking…** Slots are super limited. Ready to level up? ### [🔥 SECURE YOUR SPOT NOW 🔥](https://remoteready.io/product/Polymarket?city=Columbus&groupurlname=circle-of-professionals-mastering-ai-income&startgmtdatetime=2026-05-01T22:00:00Z) --- **Cracking the Code of Polymarket.** Turn your analysis into profit.

We invite you to an in-person session in Seattle exploring the real impact of AI on knowledge-driven industries — from shifting economics and the disruption of traditional SaaS and consulting models to where organizations can still build lasting competitive advantage. As AI platforms like ChatGPT, Claude, and Gemini continue to redefine how work gets done, organizations face a critical question: how can they adapt, remain competitive, and create lasting value? We’ll discuss practical strategies for integrating AI while preserving human expertise, along with actionable approaches to upskilling teams for an AI-driven workplace. Drawing on real-world experience from training thousands of professionals and deploying AI solutions, this session will provide clear, applicable insights for today’s evolving landscape. Following a short presentation, the session will open into an interactive discussion where attendees can share perspectives and explore key questions around the evolving role of humans, organizational adaptation, and staying competitive in an AI-first world. **Who should attend:** • Executives and managers in SaaS, consulting, and knowledge-driven organizations • Professionals exploring AI upskilling and workforce transformation • Anyone interested in the future of AI and knowledge work 📍 **Location:** Data Science Dojo, 5010 148th Ave NE, Suite 200A, Redmond, WA, United States 🔗 **Google Maps:** [https://lnkd.in/d8WA-yNc](https://lnkd.in/d8WA-yNc) **💻 Online Access:** A livestream will be available for those unable to attend in person; however, the full interactive experience is reserved for in-person participants.

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

You have heard about AI. You know it can benefit your business. \- Can it save you time? \- Respond to customers faster? \- Allow you to take extra profits? Each meetup will break down 1-2 real example scenarios of how AI implementation can relieve stress or even push you further towards your goals. Free. No hype. Just discussing how AI can be implemented in your small business. Location will be around Gahanna. TBD