Data Science using R

The MLAI Meetup is a community for AI researchers and professionals which hosts monthly talks on exciting research. Our format is: * 6:00 - 6:20: Socializing * 6:20 - 6:40: Announcements and AI news * 6:40 - 7:40: Talk(s) and Q&A * 7:40 - 8:00 Networking * 8:00: Head to the nearest pub for dinner **Abed Karim: "My take on using AI to train AI"** **Description:** I’ll show how tools like ChatGPT, Claude Code, Solvit, and similar assistants can help with the actual work: reading a paper, understanding the method, finding or making a dataset, fine-tuning a model for a specific domain, and running and tracking experiments. The idea is simple. We do not need to know every framework or every training detail before we can start testing ideas. These tools make it easier to move faster, try things, and work through research and experimentation with less overhead. As an example, I’ll walk through how I would approach a recent paper, *Experiential Reinforcement Learning*, and use AI tools to break it down, implement the pipeline, run experiments, and look at possible limitations or next steps. **Speaker Bio:** Abed works on dataset design, agentic AI systems, and reinforcement learning for language models. His current work focuses on making LLMs more creative in advertising and media, and he has also contributed to research on cultural effects in LLM mathematical reasoning and creative generation, including the creation of a cultural version of GSM8K. **Javier Candeira: "A No Name Game called Nonaga"** **Talk description:** Nonaga is a 2008 board game by Viktor Bautista i Roca. It's a two-player full-information turn-taking game with a twist: at every turn, each player gets to move a piece *and* also to reconfigure the game board! Javier will introduce the rules and bring sets for people to try them out, as a preview of his future talk introducing a Nonaga-playing Alpha-Zero style engine. Nonaga Instructions: [https://hiperactivo.com/nonaga](https://hiperactivo.com/nonaga) **Speaker Bio:** Javier Candeira is a software engineer, entrepreneur, public speaker, conference organiser, and a lifelong student of way too many topics, including machine learning.

Please remember to RSVP for this event on meetup to confirm your spot. Please read the group rules listed below before signing up. If you are bringing friends, please ensure that they RSVP on meetup as well. We won't be accepting RSVP from people who have violated our group rules. If you are a content creator/youtuber, please message me before signing up. Meeting Point: Let's meet infront of the Timeout Federation Square at 6 PM. Map: [https://maps.app.goo.gl/uy3KdGCWDEiK8fMdA](https://maps.app.goo.gl/uy3KdGCWDEiK8fMdA) Please follow us on Social Media for photos, videos & updates: [YouTube](https://www.youtube.com/@explore-melbourne) \| [Facebook Page](https://www.facebook.com/exploremelb) \| [Facebook Group](https://www.facebook.com/groups/exploremelb) \| [Instagram](https://www.instagram.com/xpmelb/) \| [TikTok](https://www.tiktok.com/@exploremelbourne) \| [ExploreMelbourne.AU](https://exploremelbourne.au/) This is a rain or shine event. Please carry an umbrella if you think it's going to rain. Walking time: 2 hours Distance: 6 Kilometres Our walk will take us through the following locations. * Queen Victoria Gardens * Queen Victoria Monument * Floral Clock * Equestrian statue of Queen Victoria’s son Edward VII * Tan Track * Imposing statue of King George V. * King’s Domain. * Shrine of Remembrance * Observatory Gate * Observatory Buildings * Royal Botanic Gardens * National Herbarium * Temple of the Winds * The Grotto * Yarra River * Swan Street Bridge * Alexandra Gardens * Avenue of Elms * Riverslide Skate Park This is a Free Event! Please follow us on Social Media for photos, videos & updates: [YouTube](https://www.youtube.com/@explore-melbourne) \| [Facebook Page](https://www.facebook.com/exploremelb) \| [Facebook Group](https://www.facebook.com/groups/exploremelb) \| [Instagram](https://www.instagram.com/xpmelb/) \| [TikTok](https://www.tiktok.com/@exploremelbourne) \| [ExploreMelbourne.AU](https://exploremelbourne.au/) Explore Melbourne is the largest meetup group in Australia. We have eight simple rules in place to protect our community and for everyone to have a positive experience. ❌ Not a dating group! – We’re here to make friends, not find soulmates. Please refrain from asking people out either during or after the event. No flirty business, please! 📵 No phone numbers, please! – Feel free to swap social media if both parties are cool with it, but let’s keep our digits private. Please don’t add people to WhatsApp or other groups. One of the most common complaints we get is people trying to form groups after the event. 🔞 Our events are only open to people aged 18 and older. 📢 Please do not advertise other events or groups. 😅 Don’t be a social octopus! – Give people space to chat with others. Please don't be clingy. 🚗 We don't allow carpooling due to safety incidents/our public liability insurance not covering motor related accidents. 💰 No sales pitches! – No selling, no MLMs, no pyramid schemes, no “life-changing mentorship” offers—let’s keep things scam-free. 📸 Cameras welcome, but… – please refrain from taking photos of our members for privacy reasons. By joining this event, you’re giving us a virtual pinky promise 🤝 that you’ll follow the rules. Break them, and—poof!—you’re out for good. No second chances, no do-overs. Let’s keep it fun, friendly, and drama-free! **Liability Waiver:** The organizer of this group cannot accept any liability for any loss, damage, injury, or accident to participants or their property at this event. By participating in this event, you're taking responsibility for your safety and well-being. By joining this event, you agree to the liability waiver mentioned here: [https://exploremelbourne.au/explore-melbourne-liability-waiver/](https://exploremelbourne.au/explore-melbourne-liability-waiver/)

It's time for "Listen Up", our favourite conversation game that helps turn strangers into friends! Join us for a drink and some nibbles while we have fun and make friends. For those who haven't played it before, Listen Up™ is a unique conversational board game that tests your listening skills and inspires deeper connections between participants. There are 3 categories of questions you can get asked depending on the round! (1) 🙃 Just for fun: all kinds of fun questions from if you were a candy or crayon what would you be to what's your fave smell in the world? 😋 (2) 😉 Share: Cause sharing is caring! Starting to get into the deeper questions like if you have a bad day would you prefer to be left alone or have someone cheer you up? 😉 (3) 😎 Listen Up!: Aha this is where all the deep questions are! (Juz and Nicole will be coming straight from work and will likely be there early. If you want join us for a bite to eat, send a message and we'll keep an eye out for you.) . . . 𝐓𝐇𝐈𝐒 𝐆𝐑𝐎𝐔𝐏 Welcome to our group! We are a bunch of Melbourne friends who decided to open up our circle to some new awesome people. We have a broad range of interests and will post some of our events here so you can come and join us. Join our Facebook Community here: https://www.facebook.com/groups/goodexperiencesgreatpeoplemelbourne . . . 𝐆𝐫𝐨𝐮𝐩 𝐠𝐮𝐢𝐝𝐞𝐥𝐢𝐧𝐞𝐬: • Let's keep things respectful. Our group has a diverse range of members and we get along great! This is because we accept one another, avoid insensitive comments, try to keep swearing to a minimum, and steer clear of gossip and mindless venting. • Please be punctual. Our hosts will check the Meetup page and post their location upon arrival before redirecting their attention to the people present. If you are late (more than 5 min), don’t expect to be able to reach them as they may not check their phone. Please allow enough time for travel and parking. (On that note, we don't organise carpooling because of various liability issues.) • If you say you're going to come, then please actually come. Many of our events end up waitlisted so if you claim a spot and don't show up, then someone else might miss out. Attendees who don't show up (or cancel their RSVP within 12 hours of the event) will be flagged as "no-shows". Repeat "no-showers" will be banned from the group to make space for more reliable attendees. • We want to keep all our members safe and healthy so if you are unwell, then please stay home. If you need to cancel within the 12 hour "no show" window, please send a courtesy message to the event host. • Please don't come if you are just looking to hit people up for your own agenda. Our members are so much more than followers for your Instagram account, customers for your Herbalife business, or people for your Forex empire. In our community, we are about adding value to one another. If you are just coming with a self-serving agenda, then we aren't your crowd. • And finally, this isn't a great group for people who like wallowing in life's problems. We choose positivity and gratitude, so bring some with you!

Tuesday nights just got better! Join us at **600 Little Collins St, Melbourne** for a **free beginners Bachata class** — the smooth, stylish Latin dance that’s taking over Melbourne. No partner, no pressure — just good vibes, great music, and easy-to-follow moves that anyone can learn. 🎶 **Here’s what to expect:** * Step-by-step Bachata basics (no experience needed) * A super chill, welcoming crowd * Music that makes you *feel* like you’re on holiday 📍 **Location:** The Salsa Foundation, 600 Little Collins St, Melbourne 🕕 **Time:** Tuesday 6 PM — arrive a few minutes early to check in 🎟️ **Cost:** Free (bookings required — limited spots!)

"Atlassian’s recent global research, 96% of organisations reported no tangible benefit from their AI initiatives" https://www.forbes.com.au/news/innovation/why-perspective-not-perception-is-key-in-a-world-of-ai \-\-\-\- We've had SDLC, agile and now AI ... yet projects seem to take longer than ever to complete. What we do know is that the faster we complete project the greater the value we deliver. The real question we need to understand as project managers is 'how do we best leverage AI to accelerate delivery?'. Tonight - we will dive into that question. We will have a presenter sharing what one organisation has done to uplift AI skills across their workforce, implement AI Agents, and benefits that brings. We will then expand to a panel to have a much longer conversation about how we as project managers can use AI to accelerate our delivery across the delivery lifecycle. Our speakers for this evening: **Andrew Mair** Andrew will help us set the scene this evening. He will share insights from leading recent implementations of AI and AI Agents and reflect on their impact on the people, process and policy implications for the organisation. We'll then step into a broader panel conversation where we have a range of panelists tease apart key ideas. * Andrew Mair Andrew is a leader in the technology space and has been leading the creation and adotption of AI initiatives across several different clients. He brings exprerience across Government and commercial roles including expertise in digital strategy and delivery, and is expert at bridging the gaps between business, IT and customers. * Neha Rahaman Neha is a Partner and Head of Delivery at Fabric Group, where she leads large-scale digital transformation and delivery programs for enterprise clients. With extensive experience in building high-performing product teams and modern delivery practices, Neha focuses on helping organisations accelerate outcomes through better operating models, automation, and emerging technologies such as AI. In this panel, she will share practical insights on how AI can enhance delivery efficiency, improve quality, and enable teams to move from traditional project execution to faster, product-led value delivery. * Events like this cannot occur without the support of sponsors. Tonight, we are delighted to welcome a new sponsor to our group - Fabric Group. Fabric Group is a collective of passionate technology professionals focused on delivering bespoke software solutions for our clients. With deep expertise in strategy, design, and software engineering with a distinctive design-thinking approach, to solve complex business challenges and drive measurable outcomes.

**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/c3M42MHZD8EvYoaf9](https://forms.gle/c3M42MHZD8EvYoaf9) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ## **What's On? 👀** **Panel:** AppSec in the age of AI **Speakers:** * Tim Thacker - Co-Founder & CTO @ Nullify * Paul Theriault - Senior Security Architect @ Atlassian * TBC **Abstract:** From automated security coding reviewers to promises of fully automated AppSec engineers, AppSec arguably is one of the happening spaces of cybersecurity when it comes to AI. But what's hype and what's the reality? In this panel we not only explore that question but we also share first hand experiences of organisations evolving their AppSec programs in the age of AI, from the wins and the failures, to the workflows that actually stuck. Our panelists bring perspectives from across the trenches: security engineers embedding AI into code review pipelines, product security teams rethinking what "shift left" means when developers have AI copilots, and leaders navigating the uncomfortable truth that AI can both accelerate your defences and your attackers. Whether you're just beginning to explore AI-powered security tooling or are already knee-deep in the implementation, this panel will cut through the noise and give you a grounded, practitioner-first view of where AI in AppSec stands today and where it's actually headed. ## **!!! New Location** 📍 EY Melbourne 8 Exhibition St 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/c3M42MHZD8EvYoaf9](https://forms.gle/c3M42MHZD8EvYoaf9)

Integral to the modern data scientists toolkit is understanding how to turn data into decisions. A core part of this is thinking about the end stage of your analysis pipeline, and how the communication and visualisation of your results will factor into decision making. But it's not just enough to deliver a solution. Part of successfully supporting end-user decisions comes from co-design. That means thinking about end user needs and how your end-users will engage with your solution. This talk explores both of these issues using fantasy basketball statistics. So come along if you have a love of data and data-driven decision making. Also come along if you are fan of sports analytics or forecasting.

Hello everyone! Join us for an Apache Kafka® x Apache Flink® x Apache Iceberg® meetup on **Mar 18th from 5:30PM**, hosted by intelia in Melbourne! The address, agenda, and speaker information can be found below. See you there! **Venue**: intelia L3, 31 Queen St, Melbourne 3000 IMPORTANT: Please note that for security purposes, all attendees are required to sign in at the lobby to get into the building. \*\*\* **Agenda:** * 5:30pm: Doors open * 5:30pm - 6:00pm: Pizza, Drinks, and Networking * 6:00pm - 6:30pm: Olena Kutsenko, Staff Developer Advocate, Confluent * 6:30pm - 7:00pm: Paras Sitoula, Technical Lead, Tabcorp * 7:00pm - 7:30pm: Additional Networking \*\*\* **Speaker:** Olena Kutsenko, Staff Developer Advocate, Confluent **Talk:** Keeping data private in real-time pipelines **Abstract:** We all love real-time data — clicks, payments, rides, messages — but most of it comes with a catch: it contains personal information we're not supposed to leak, such as names, emails, locations, or even small clues that can identify someone. The challenge: how do we keep streaming data useful and safe at the same time? In this talk, we'll explore practical ways to protect privacy in streaming systems using Apache Kafka, Apache Flink, and Apache Iceberg. We'll cover: - simple tricks like masking and tokenizing PII; - why "anonymous" data often isn't anonymous (the re-identification problem); - techniques like bucketing, k-anonymity, and adding noise; - how to balance privacy with data utility (too much hiding makes data useless). Along the way, we'll look at real-world stories: from public data leaks to surprising deanonymization attacks, and show live demos of pipelines that anonymize data before it's written to storage. If you've ever wondered how to build privacy-aware pipelines, this talk will give you practical patterns you can use right away. **Bio:** Olena is a Staff Developer Advocate at Confluent and a recognized expert in data streaming and analytics. With two decades of experience in software engineering, she has built mission-critical applications, led high-performing teams, and driven large-scale technology adoption at industry leaders like Nokia, HERE Technologies, AWS, and Aiven. A passionate advocate for real-time data processing and AI-driven applications, Olena empowers developers and organizations to use the power of streaming data. She is an AWS Community Builder, a dedicated mentor, and a volunteer instructor at a nonprofit tech school, helping to shape the next generation of engineers. As an international speaker and thought leader, Olena regularly presents at top global conferences, sharing deep technical insights and hands-on expertise. Whether through her talks, workshops, or content, she is committed to making complex technologies accessible and inspiring innovation in the developer community. \-\-\-\-\- **Speaker:** Paras Sitoula, Technical Lead, Tabcorp **Talk:** Building an AI Agent on Kafka — Architectural Realities Beyond the Demo **Abstract:** Large Language Models make it deceptively easy to build an “AI agent”: consume an event, call a model, produce a decision. But when this pattern is introduced into a high-throughput streaming system built on Apache Kafka, the architectural assumptions begin to shift. Kafka is optimized for predictable scaling, low latency, and deterministic event processing. LLM-based agents, by contrast, introduce seconds-level latency, per-call cost, rate limits, and non-deterministic outputs. What appears straightforward in a demo can quickly create consumer lag, cost escalation, replay inconsistencies, and new operational failure modes in production. In this session, we will: * Build a simple event-driven AI agent on Kafka * Examine the architectural tension between streaming systems and LLM workloads * Explore the impact of latency, cost-per-event, backpressure, and rate limiting * Discuss how non-determinism affects replay and auditability * Present practical design patterns to isolate and control AI workloads in streaming environments Rather than focusing on prompt engineering, this talk takes a systems-design perspective. It is aimed at engineers and architects who are experimenting with AI in real-time platforms and want to understand the production trade-offs before deploying at scale. **Bio** Paras is a seasoned software/date engineer with significant experience in developing and optimizing realtime scalable systems. At Tabcorp, Paras leads a high-performing team, developing and optimizing real-time transaction monitoring systems utilizing technologies like Apache Kafka and Neo4j. With a robust background in both real-time and batch data processing, Paras has extensive experience across various platforms and tools, including AWS, Databricks, and Spark, which he leverages to deliver high-performance data solutions. \*\*\* If you would like to speak or host our next event please let us know! community@[confluent.io](http://confluent.io/)

**Melbourne Python's Meetup March 2026!** Join Melbourne’s Python community for another night of learning, sharing, and connecting. Whether you’re just starting out or you’ve been coding in Python for years, our monthly meetup is the perfect place to learn something new and connect with fellow developers. This group is for developers, data scientists, web programmers, and anyone passionate about Python. 📅 **When:** 5:30 PM, Thursday, March 19, 2026 📍 **Where:** Judo Bank, Queen and Collins Building Level 26/376-390 Collins St, Melbourne VIC 3000, Australia 👉 [https://maps.app.goo.gl/A9JQTYGrMqGn8AzAA](https://maps.app.goo.gl/A9JQTYGrMqGn8AzAA) **Note:** The entrance is next to Rustica Cafe. Press level 26 when you arrive, and you'll find us there! **Agenda for the Evening** **5:30 - 6:00 PM**: Networking **6:00–6:10 PM** : Welcome and logistics 🎉 **6:10–6:35 PM** - **Talk 1:** Ivy Fiecas - Consultant @ SoftwareOne Australia on AI‑Powered Offline Contract Analyzer. In this session, Ivy will present a Python-based proof-of-concept contract analyzer built with open-source tools that runs entirely offline, demonstrating how a local-first AI approach can help address privacy and security concerns, along with a short live demo **6:35–6:45 PM**: Break – Connect with someone new! **6:45**–**7:45 PM** - **Talk 2: Talk Writing Workshop** with **PyConAU.** Do you have a Python talk idea but you're not quite sure how to bring it to life? Perhaps you've built something cool, contributed something you're proud of, or you want to teach a topic you've been learning about! Giving a talk at MelbPy, or at PyCon AU 2026 is a great way to share your knowledge and tell your story! Bring your laptop. **Katie McLaughlin** is a developer, sysadmin, tech speaker -- and tapestry maker. **8:00 PM**: Event conclude 🌟 **Special Thanks** 🌟 A huge shoutout to our sponsors **Judo Bank** and **AWS** for making this meetup possible. Your support means the world to us! **Interested in Speaking or Sponsoring?** We’d love to hear from you! Email us at **melbournepython@gmail.com** or fill out our speaker interest form at https://forms.gle/S5T1SL4ULY5aogf47. We can't wait to celebrate Python and the incredible Melbourne community with you. See you on March 19th! 🎉

TO MAINTAIN A GENDER BALANCE ALL MALES MUST ATTEND WITH A FEMALE FRIEND, NO EXCEPTIONS. All females are welcome to attend alone but encouraged to attend with a female friend too for free drinks and food! MUST TAP “ATTEND” and include all guests. UNLIKE other meetups which are overwhelmingly male dominant, we provide ONLY gender balanced events where females also have a chance to meet other females, not only men. WE ARE COMMITTED TO EQUAL GENDER REPRESENTATION IN THE IT INDUSTRY. 8PM EVERY FRIDAY & SATURDAY (LAST ENTRY STRICTLY 8.30PM) AT 215 QUEEN’S

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. We’ll be updating throughout the month with more speakers and our speakers so far this month include: * **Andrew Goifeld, Co-founder, Resilera** **“Truly Well-Architected Reliability, the agentic way”** What is the boundary between effort and cost of reliability? Andrew will discuss how in the future, using chatbot with LLM inference will be too expensive. We will demonstrate current and future approaches to reliability on AWS. * **Mystery Speaker** **From hype to disappointment to light at the end of the tunnel; An Agentic AI Journey** In this case study talk, we'll go through all the highs and lows of architecting and building AI Agents using all your favourite tools and what we discovered along the way. 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 :-)

## 🌿 **Kismetrix Singles Social Run/Walk + Coffee – TAN Track** ## [Register Here](https://www.eventbrite.com.au/e/mar-22-kismetrix-social-runwalk-coffee-the-tan-botanical-gardens-tickets-1982105024485?aff=oddtdtcreator) 📅 **Date:** Sunday, 22 March 🕘 **Time:** 10:00 AM – 11:30 AM (please arrive by 9:45 AM) 📍 **Meeting Point:** Royal Botanic Gardens Visitor Centre 🏃 **Route:** TAN Track loop through the Royal Botanic Gardens 📏 **Distance:** Approx. 3–4 km (relaxed social pace) Or Walk 🎽 **Dress Code:** Comfortable activewear or casual running clothes ## **About the Event** Looking to meet new people, get active, and enjoy great company — without the pressure of a dating event? The **Kismetrix Singles Social Run or Walk + Coffee** is a relaxed, feel-good experience for singles who enjoy movement, nature, and meaningful conversation in a warm, welcoming environment. We’ll run at an easy, conversational pace around the iconic **TAN Track**, giving you plenty of chances to chat, laugh, and connect with different people along the way. There’s no racing, no awkward icebreakers — just a friendly group of singles sharing a beautiful morning together. After the run, we’ll walk back as a group and enjoy **optional coffee and mingling at the Visitor Centre café**, where conversations can continue naturally and comfortably. Many guests tell us these events feel more like meeting new friends — with a spark of something extra. ## **Who It’s For** ✨ Singles who want to meet people offline ✨ Adults 18+ across a wide range of ages (20s to 60s+) ✨ People who enjoy light running, jogging, or active social experiences ✨ Anyone looking for community, confidence, and connection **Singles only. Adults only. No children or dogs.** This helps keep the space relaxed, focused, and socially comfortable for everyone. ## **What to Bring** * Water bottle * Comfortable running or walking shoes * Sunscreen / hat * Light jacket (weather can change) * Positive energy and an open heart 💛 ## 🎟️ **[Tickets & Community Support](https://www.eventbrite.com.au/e/mar-22-kismetrix-social-runwalk-coffee-the-tan-botanical-gardens-tickets-1982105024485?aff=oddtdtcreator)** This is a **free community event**, with **optional donations** to support the Kismetrix community. While many of our curated singles events are ticketed, this run is part of our **open community series**, created to make connection, movement, and belonging accessible to everyone. Your support helps Kismetrix continue building safe, welcoming spaces where real human connection can grow — romantically or platonically. ### **Hosted by:** **Kismetrix \| True Connection** Because real love starts with real connection. ### **🔗 Stay Connected with Kismetrix \| True Connection** Love this event? We run a variety of experiences to help people meet and connect in meaningful ways. 📧 **[social@kismetrix.com.au]()** 🌐 **[www.kismetrix.com.au](http://www.kismetrix.com.au "http://www.kismetrix.com.au")** 📱 **Follow us on Instagram:** [https://www.instagram.com/kismetrix_/](https://www.instagram.com/kismetrix_/ "https://www.instagram.com/kismetrix_/") **, Facebook & Eventbrite** 🤝 **Collaborations: [collabs@kismetrix.com.au]()** ### **📄 Important Notice** 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\. Some events may be non\-refundable as stated in their individual descriptions\.

What the #%\*@ is impact? In a world where corporations are judged on their social impact nations unite over goals for environmental sustainability and happiness is considered as a rival metric for a country’s GDP– organisations need to measure the impact their organisation has on the real-world, not just their own bottom line. But what even IS impact? Is it important for companies that don’t have social or environmental goals? How do you measure it? This workshop will first introduce the concept of Impact, followed by a dive into how it’s defined and measured around the world in a dozen different domains and ultimately how we might apply it to produce products that pack a punch. **Our facilitator** [JJ Monester](https://www.linkedin.com/in/jjmonester/) works as an Associate Product Manager for the non-profit news media company, The Conversation International, a company which democratises knowledge by bridging the gap between academic research and the general public. Having worked on products where providing evidence of Impact to customers is fundamental, he has gone deep into the complex and nuanced world of understanding what frameworks attempt to achieve. Grokking organisational impact is an area of learning JJ could get lost in, and possibly already has :-). As an area that he is spending time on in his day to day, yet still feeling like he’s a beginner, he’s very much looking forward to sharing what’s he learning and getting deeper into the concepts alongside you all. Let’s have fun together. Our wonderful sponsors; [Revity](https://www.linkedin.com/company/revity-group/): Revity helps startups, scaleups and established organisations deliver product-led quality software outcomes. We partner with businesses to build high-performing teams, uplift engineering capability, and deliver product outcomes that last beyond the project.From applied AI and mobile apps to global expansion and customer lifecycle platforms, we focus on practical, scalable solutions that drive business value.At Revity, we don’t just deliver projects, we empower teams to learn by doing, so organisations grow stronger with every engagement. [Amplitude](https://www.linkedin.com/company/amplitude-analytics/): We help companies build better products\. \| We help companies unlock the power of their products\. • Join the team: [http://amplitude.com/careers](http://amplitude.com/careers) • Join the community: [http://community.amplitude.com](http://community.amplitude.com/) • Join our user groups: [https://community.amplitude.com/p/groups](https://community.amplitude.com/p/groups)

OpenClaw, NemoClaw, personal assistants, 24/7 agents. What does it all mean? How does it all work and what should we know about it? 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.transformlabs.com/services)

**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. **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/86862937929?pwd=woa95D1r85dobjqxQ07NfBLNdTa9hc.1 Passcode: 705462 **If you can't get in, please call me at: 734 223-3307** **Document source:**

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

This meeting will be a discussion of the book "the Science of Aliens" by Mark Brake

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: Type Annotations with John Cassidy We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

**Details:** This talk reviews the fundamental academic research literature in financial economics, distilling key findings with rigor while debunking suboptimal investing decisions. It draws on decades of empirical research and statistical analysis with the aim of guiding how to think about sound investing. **Audience Takeaway:** Attendees will gain a practical, research-based approach to assessing investments, interpreting risk, and making choices that support long-term financial independence, informed by decades of published financial studies. **Zoom: This is a *hybrid* event. To attend online, join us on Zoom here at 6pm:** https://iit-edu.zoom.us/j/87434065239?pwd=mK8gkDO6FTL2NBCXrgnViDwVJU14YT.1 Meeting ID: 874 3406 5239 Passcode: 826532 **Sponsor:** **[Tegus by AlphaSense](https://www.tegus.com) will provide the meeting site, as well as pizza and soft drinks for the onsite participants.** * **Address:** 200 N. LaSalle Street. Suite 1100. Chicago, IL 60601 * **Tegus by AlphaSense's Overview:** Tegus by AlphaSense is the leading market intelligence platform for key decision makers. We power some of the world’s most well-respected institutional investors, corporations, and consultancies through the largest and most comprehensive database of primary and market information. Our products and services enable clients to discover unmatched insights and answers to the most challenging questions they face to help them make better informed decisions. We are an end-to-end investment intelligence and research platform that modernizes the research processes. With an ecosystem that combines at-cost, on-demand expert calls with a 55K+ transcript library; quantitative financial workflows that streamline research across company disclosures, management presentations, earnings calls and filings; and 4K+ fully-drivable financial models and company benchmarking data, including every KPI and comparison that matters, Tegus by AlphaSense enables investors to move faster, gather deep research and surface high-quality insights to drive better decisions. The company serves customers worldwide, including investment analysts, portfolio managers and key decision makers across public and private businesses in markets of all sizes. * **Logistics**: To access the Tegus by AlphaSense building, we require **first and last names** of those who RSVP'd by Mar 18. Attendees will then present their **IDs** when they arrive at the front desk (right when they enter the building). They will be sent up in the elevator to the 11th floor where we will be.

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/