Natural Language Processing

**📣IMPORTANT📣:** registrations are essential! Attendees that have not registered will be charged $5 to enter. For FREE entry, get your membership below: [https://bit.ly/LanguageExchangeMembership-FluentFast](https://bit.ly/LanguageExchangeMembership-FluentFast) **== Find someone to practice with before the event ==** (Optional:) post the language you're learning (and teaching language) in the comments so the right people can connect with you. E.g. a comment like: "#learnFrench #teachEnglish seeyou all soon :-)". **Overview:** Every week, over 150 people from 23+ countries meet at out language exchange to practice a new language and make new friends over a beer.🍻 The first thing you will notice when you go to New To Melbourne is the great community atmosphere; people in our group are friendly and helpful and always welcoming of new group members. I hope you can bring a friend and join us for some language practice :-) Our language exchange is free and runs every We3ednesday night, there's cheap food & drinks if you arrive at 6pm and want some dinner ;-)🍻🍟 **If you want to attend:** Event cost: **FREE**! (you must register for free entry: [https://bit.ly/LanguageExchangeMembership-FluentFast](https://bit.ly/LanguageExchangeMembership-FluentFast)) **First Time? / What is a language exchange?** If you've never been to a language exchange (many people haven't) we wrote an article for first timers (based on our 8+ years of running language exchanges). It's a comprehensive article and well worth reading: [https://bit.ly/firstTimeAtTheLanguageExchange](https://bit.ly/firstTimeAtTheLanguageExchange) **===== EVENT FORMAT =====** When you arrive, you receive a badge with your native language and the languages you would like to learn. Place them on your chest with your native language on the right and other languages you are learning on the left. Then go meet people and exchange languages! What to bring: Pen and Paper and good vibes! Age Group: 18+ **===== FREE BEER AND PIZZA FOR FRIENDLY VOLUNTEERS! =====** We're looking for friendly volunteers who want to help out and welcome newcomers to the group. We provide free beer/drinks and food (pizza wedges etc) and a friendly team of other volunteers to hang out with. If it's your first time at the event, you're welcome to applt - our volunteers are often newcomers too :-) To find out more about volunteering at our language exchange, please see the link below: [https://bit.ly/NTM-Lang-Exchange-volunteering](https://bit.ly/NTM-Lang-Exchange-volunteering) **===== Group Rules =====** We pride ourselves on running events where people feel safe and open to making new friends. To protect our group members, we have several rules in place: 1\. This is \*not\* a dating group\, please do not ask for people's numbers / socials\. Contact them via the meetup\.com private chat if you want to get in touch\. 2\. Please do not advertise other groups / events / tours on this page or to this groups attendees during / after events\. 3\. Please do not advertise products and services \(e\.g\. MLM / mentorship\)\. Please do not ask our attendees to complete surveys\. 4\. Please do not add people to wechat / whatsapp groups\. By join our group or attending our events, you agree to these rules. If you attend an event and someone is breaking these rules, you can speak to the host if you wish. **===== MENU🍔 =====** The management gave us a special menu with some cheap eats :-)🍟 This section will be updated soon. **===== NEW TO MELBOURNE! =====** This event is run by New to Melbourne! We run fun and affordable event for people mostly between 18-35 including: international students, backpackers and even some locals :-) You can find all our upcoming social events and tours here: [https://bit.ly/FF-Free-language-exchange](https://bit.ly/FF-Free-language-exchange) See you soon! :-)

Come join us and practise public speaking! All levels are welcome. Take the first step to overcome your fears, build confidence and learn to speak with impact in a friendly, supportive and encouraging environment. Start you public speaking journey with us now to improve your communications skills and elevate all aspects of your life. Please arrive 10 minutes early so we can settle everyone in for a 5.30pm start. See you soon!

AWS Programming and Tools is hosting a special Kiro Night, a practical, fun, and fully hands on learning event focused on the Kiro Agentic IDE. This session is designed to be interactive and engaging, with two learning paths to choose from. A guided path will walk through the fundamentals, while an active path will have you building an application end to end. Whichever you choose, you will be coding along throughout the session. Expect a relaxed, builder friendly atmosphere with food and drinks provided. Perfect for anyone curious about agentic development or looking to learn Kiro in a practical way with the community. Bring your laptop and be ready to get hands on.

Ahead of Valentine’s Day, join us at the Atlassian Melbourne office for an Atlassian Community Event exploring modern service management - and why the best service experiences feel a lot like great relationships. In the coming months, customers using Jira Service Management (JSM) will automatically get access to the ‘Service Collection’!  This will be rolled out in phases from February to June. 2026 If you’re already using JSM, this session will help you understand what’s included and how to make the most of it. We’ll explore the Service Collection and how Jira Service Management (JSM) and Rovo AI support modern, human‑centred service teams. Tools included in the Service Collection Jira Service Management (JSM)AssetsCustomer ServiceRovo AI We’ll keep this high‑level and practical, focusing on how these tools come together rather than diving into detailed configuration. Who should attend This event is ideal for: Executive Customer Service Desk Leaders ITSM practitioners Enterprise Service Management (ESM) teams Operations & Support Managers Service & Delivery Leads Atlassian Administrators People, HR, Legal, Facilities & Internal Services teams Anyone using or exploring JSM and AI‑enabled service delivery Presenters Chloe Martin – Senior Solution Engineer, Service Collection Micky Rathod – Senior Solution Engineer, Service Collection Host Michelle Letho – Head of Partnership & Strategic Growth, Willyama Togetha (Atlassian Partner) Details: Date: 11 Feb, 2026 5:30pm – Arrival, drinks & nibbles, Valentine’s‑themed service icebreaker, group photo 6:00–7:00pm – Presentation & Q&A 7:00–7:30pm – Networking Spots are limited – RSVP required. Agenda --- Hosted By Mit Tolia, Atlassian practice & capability lead With 20 years of consulting experience, I specialize in helping organizations leverage Agile and technology to drive business outcomes. Passionate about Agile Lifecycle Management (ALM) tools, I work with enterprises to implement Atlassian solutions that foster business agility, enhance collaboration, and provide meaningful insights for informed decision-making. As an Atlassian geek, my expertise spans the entire Atlassian ecosystem, with a focus on Enterprise Strategy & Planning, Cloud Migrations, and Agile Scaling. I have extensive experience in implementing Jira Align, Jira, Confluence, and Jira Service Management (JSM)—helping teams optimize workflows, inculcate the right behaviors, and scale Agile practices from the team level to enterprise-wide adoption. Always eager to explore new possibilities in the Atlassian space, I thrive on enabling organizations to build adaptive, customer-centric solutions that embrace the future of work and to build communities to constantly learn from each other. Bonnie Emmerson, Atlassian Community Champion Andy Fleming, Atlassian Community Champion Michelle Letho, Account Executive & Networking Junkie Michelle (Miche) Letho is the Melbourne Atlassian Community Event (ACE) Champion and an Account Executive at Willyama Togetha, Australia’s only Indigenous-owned Atlassian Platinum Partner. She helps organisations imagine, build, and scale better ways of working through Atlassian solutions that boost collaboration, visibility, and impact. A member of the Transformers Unite leadership team, Miche supports national change and transformation events that bring practitioners together to learn and share. With a career spanning tech, FMCG, a Startup founder and consulting, she blends commercial know-how with curiosity and heart. If she's not at networking events, outside work, she keeps busy ubering teens at calisthenics and netball. and recharges through yoga, Pilates and hiking. --- Global Partner Atlassian (http://atlassian.com) Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality. For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries. --- Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-melbourne-presents-service-collection-hearts-tickets-amp-happy-teams/.

Discover the joy of making stuff up! Our Williamstown improv group is where Melbourne's west comes to play, connect, and unleash creativity. Improv isn't just about being funny (though you'll laugh heaps). It's about: ✓ Building confidence in social situations ✓ Improving listening and communication skills ✓ Meeting amazing people from Hobson's Bay ✓ Reducing stress through play and laughter ✓ Discovering your creative side ✓ Having a screen-free, present-moment experience No theatre experience? Perfect! No prepared material? Even better! The only rule is 'Yes, And...' - supporting each other's ideas and having fun. Drop in any Wednesday, 7-9pm. Location: **Williamstown Community and Education Centre Inc 14 Thompson St, Williamstown VIC 3016**. Suitable for ages 16+. First time is free, and its $10 a class after. ***Free parking out the back. Please come to the front, and we will open the door.***

Hi Architects, Welcome to our first 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. Our speakers this month include: * **Mystery Speaker** **Can Cost Optimisation Improve your other pillars?** In this talk, we'll go through whether Cost Optimisation can improve your security, operational excellence, reliability, etc. and more importantly, how (spoiler alert - it can but it will be an interesting exploration). 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 :-)

Join us at Speak Easy Melbourne for a fun and interactive language exchange meetup where we will be practicing both Japanese and English conversational skills. Whether you are a beginner or fluent speaker, this event is perfect for anyone looking to improve their language skills in a relaxed and informal setting. Come meet new friends, engage in conversations, and enhance your language learning journey. Our experienced language facilitators will guide you through various activities designed to help you practice English and Japanese in a supportive and welcoming environment. Don't miss this opportunity to immerse yourself in a culturally enriching experience while honing your language proficiency. Let's chat, learn, and have a great time together!

Hi Gophers! We’re kicking off the year with our first Go meetup in February, covering structured concurrency and anti-fragility with speakers Peter Delafosse, Max Collier, and Nick Spain. 🎤 Speakers **Go News** Peter Delafosse **Better Structured Concurrency for Go** Max Collier An introduction to [sourcegraph/conc](https://sourcegraph.com/blog/building-conc-better-structured-concurrency-for-go) a library improving concurrency handling in Go. Max will cover: * The problem `conc` is designed to solve * A walkthrough of its interface * Insights into its internals Based on the Sourcegraph blog “Building conc: Better Structured Concurrency for Go.” **Automating anti-fragility** Nick Spain, Head of Platform, Stile Education At Stile we have a bug zero policy. This encompasses actions items (for reducing toil and preventing future incidents) and test flake. This means we actively prioritise bugs all the time, they're not languishing in the backlog, action items are completed whilst people still have context, and we consistently work to reduce test flake. I will talk about: How this policy is implemented, what tooling we use to help us, and how we have automated this work using AI. 🗓️ Call for Speakers Interested in speaking at an upcoming event? Our format includes: * lighting talks: \~10 minutes * deep dives: 20–30 minutes If you’d like to share a project, or idea, reach out to Katie at katie@ntptalent.com.au 🏢 Venue Partner A huge thank you to Stile for hosting this event! See you soon! Leah & Katie

Progressibu Japanese English exchange Saturday 4pm-6pm Progressi部 日英言語文化交流 - Saturday 4pm-6pm Share your English and Japanese language and culture at this informal weekly exchange. It's a great chance to improve your English/Japanese, make new friends, and have a coffee Due to meetup website monthly charges, there's a fee of $3 CASH for non Japanese citizens. Please check with the organizer before participating. Please arrive 10-15 min early, due to limited seat Join Progressibu in Facebook / twitter [www.facebook.com/groups/progressibu](https://www.facebook.com/groups/progressibu/?__cft__%5B0%5D=AZU9yB5_cPpRTKYc3XF8vD06VrLHEQq9YYp1j9Pipvbs2uKX3TXvzsyYNVxa9ZA9pqDHkbLv7yoB7kXwbh9s6e1FCg6-ycT8N1X9rgTgMcQZ6Q&__tn__=q) [twitter.com/progressibu](https://twitter.com/progressibu?fbclid=IwAR0-tRnPLLN7tM9T9RxLODXiRjb2uJecTzmz-3PWGKcaOQaZu_u8oI4kDIk) 本気で話せる、本気で学べる、 本気な人に出会える場を目指して。日本語の初心者でもネーティブスピーカーでも誰でも参加できます。 BYOPassion. メルボルン市内のカフェで日英言語文化交流会を主催しています Relaxed, easygoing environment for cultural, language exchange and make new friends Photos will be taken during the event **RULE: Any harassment will not be tolerate, ban permanently.** **Do not make the people you speak uncomfortable. Anyone from Progressibu Japanese English event is making you uncomfortable, please come and speak to the organiser Shin , David,** **Ray**

Join the Docker Melb Crew for a deep dive into the next frontier of AI: **Agentic Systems**. We are moving beyond simple chatbots to discuss how to build, containerize, and deploy autonomous agents that can plan, reason, and act. This session brings together Melbourne’s engineers and architects to discuss the unique challenges of running multi-agent workflows. We will explore how containerization provides the isolation and scalability needed for complex agentic architectures. **🚀 Powered by: The DGX Spark** We will demonstrate what happens when Agentic AI meets extreme compute. See how agent workloads perform when accelerated by the **NVIDIA DGX Spark** (GB10 Blackwell / CUDA 13). We will look less at the metal and more at how this level of throughput unlocks real-time reasoning and massive parallel agent execution and prototyping. **📅 Agenda:** * **Networking & Food:** Connect with the local AI and Cloud-Native community. * **Topic 1:** **Prototyping Local AI Agents with Docker and DGX Spark** Learn how to use the Docker ecosystem to build private, powerful AI agents that live on your own hardware, by [Thiago Shimada Ramos](https://www.linkedin.com/in/thiago4go/), Docker Captain * **Topic 2: First Steps with Containers** Short, fast-paced lightning talks from new Docker users sharing their first projects. * **Containerised ELT Architecture** * *Speaker:* [Rodrigues Lopes](https://www.linkedin.com/in/rodrigueslopesdataarchiect/), Data Architect (D2i Consulting) * *What you will learn:* A real-world guide to Modern Data Architecture * **Socializing:** Huge networking opportunity to discuss your AI stacks. **📍 Logistics:** * **Date:** Thursday, February 12, 2026 * **Location:** Microsoft Office, Melbourne * **Time:** 5:30 PM (Doors Open) **Who should attend?** AI Engineers, DevOps professionals, and System Architects looking to build and scale autonomous agent systems using modern container standards.

**This Meetup account will be deleted soon**, but the **Language Exchange hosted by JAPANEASY will continue to be held every week**. **★Notice: JAPANEASY Meetup Account Closure★** Hello everyone, Thank you very much for always joining JAPANEASY’s Language Exchange events and cultural workshops. We are writing to inform you that the JAPANEASY Meetup account will be closed in the near future. Please rest assured that JAPANEASY will continue to run events and programs as usual. If you are interested in our upcoming activities, please visit the links below: (1) **Language Exchange** https://japaneasy.com.au/events/language-exchange/ (2) **Cultural Workshops** https://japaneasy.com.au/workshops/ (3) **Japanese Lessons (Group courses & Private lessons)** https://japaneasy.com.au/courses/ (4) **日本語教師養成講座** https://japaneasy.com.au/courses/日本語教師養成講座/ We sincerely appreciate your continued support and look forward to seeing you at our future events. Warm regards, JAPANEASY \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- JAPANEASY Japanese Language & Culture Learning Centre Tel：0422-266-308 Address：Level 1, 183 Exhibition Street, Melbourne Email：[reception@japaneasy.com.au](mailto:reception@japaneasy.com.au) Website：[www.japaneasy.com.au](http://www.japaneasy.com.au/) Facebook：[http://www.facebook.com/EasyPeasyJapaneasy](http://www.facebook.com/EasyPeasyJapaneasy) Instagram: [https://www.instagram.com/japaneasymel/](https://www.instagram.com/japaneasymel/) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

Hello everyone! Join us for an Apache Kafka® x Apache Flink® meetup on **Feb 12th from 5:30pm**, in Melbourne! The address, agenda, and speaker information can be found below. See you there! **📍Venue**: 394 High Street Northcote, Victoria 3070 \*\*\* **🗓 Agenda:** * 5:30pm: Doors open * 5:30pm - 6:00pm: Pizza, Drinks, and Networking * 6:00pm - 6:30pm: Haswin Vidanage, Senior Product Engineer, Papercut Software * 6:30pm - 7:00pm: Zhengwen Peng, Staff Technical Support Engineer, Confluent * 7:00pm - 7:30pm: Additional Networking \*\*\* **💡 Speaker:** Haswin Vidanage, Senior Product Engineer, Papercut Software **Talk:** Incremental Microservices Migration Using Change Data Capture (CDC) **Abstract:** This session will focus on how teams can migrate to microservices without disrupting their roadmaps. **Bio:** Haswin Vidanage is a Senior Product Engineer, Papercut Software. With over ten years of experience in full-stack development and microservices architecture, Haswin is passionate about designing scalable software solutions, advocating for engineering best practices, and enhancing developer productivity. \-\-\-\-\- **💡 Speaker:** Zhengwen Peng, Staff Technical Support Engineer, Confluent **Talk:** All you need to know about Kafka Transaction **Abstract:** In this session, we will be covering: 1. Why we need Kafka transaction. 2. How it works under the hood. 3. Some facts that the developer should be aware. **Bio:** Zhengwen is the staff technical support engineer at Confluent where he possess a wide and in-depth knowledge with Confluent’s products, particularly on data streaming with Flink and Kafka. \*\*\* If you would like to speak or host our next event please let us know! community@[confluent.io](http://confluent.io/)

🍻Come to the language exchange in Melbourne! 🌍Practice your preferred language while making new friends and getting to know more about new cultures. THURSDAYS 👉🏻Where? DIESEL BAR, 202 Little Lonsdale St. ⏰What time? From 18:00 to 22:45 👨🏻‍🎓🍻The first 50 international students who register at the QR CODE entrance will get a free drink. 🤩5$ ENTRY + 1 free drink for non-students.

### Tools in your AI's Toolbox : An introduction to MCP Servers The generative AI revolution has unlocked unprecedented capabilities, but the next frontier is agency: empowering models to interact with, query, and act upon the world. The current challenge is the “N x M integration problem,” where every AI model requires a custom, brittle integration for each external tool or data source. This approach simply doesn’t scale. How can we give an AI access to our sales leads, code repositories, or IoT devices in a standardized, secure, and reusable way? This session introduces Anthropic’s Model Context Protocol (MCP), the open-source framework designed to solve this challenge and become the universal connector—the USB-C port—for AI. MCP standardizes how AI models discover and use external tools, moving beyond simple function-calling to a robust, client-server architecture. We will dive into how this open protocol is creating a new ecosystem for building powerful, context-aware AI agents. Join this session for a developer-focused introduction where you will learn how to: Understand the core concepts of the open-source Model Context Protocol and its architecture. Utilize pre-built, open-source MCP servers to instantly connect AI to tools like Git, Slack, and databases. Build a custom MCP server to securely expose your own proprietary data and APIs as tools for any compliant AI. Move beyond bespoke integrations and contribute to a standardized, collaborative, and open ecosystem. Stop building one-off connectors and start building intelligent agents. This session will give you the practical knowledge to leverage MCP and create the next generation of AI that doesn’t just talk, but does. Want to be a speaker? submit your talk to our Call for Presenters!!! [https://sessionize.com/azure-cbus-2026/](https://sessionize.com/azure-cbus-2026/)

Let's grab some coffee/food and share a morning chat! The East Market has an ample parking lot and outdoor and indoor seating. Grab a cup of coffee from Winston's Coffee & Waffles or on your way to East Market and meet us on the second floor - table behind or east of the elevator. If the weather cooperates we will be meeting in the patio. Per what this group is about: "Everyone is welcome! International transplants to Columbus who want to improve language skills, Columbus residents who want to discuss international travel and culture, and anyone who enjoys getting together for good conversations."

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 **Abstract** TBD **YouTube Link** TBA

Hey Everyone! Let's meet at Belle's Bread Bakery and Cafe. There is lots of free parking and easy access to the cafe and many shops and restaurants as well. This is a great way to meet new and old friends while chatting about life and practicing English language speaking skills. All are welcome and encouraged to join us anytime between 11am and 1pm. Looking forward to seeing you soon.

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.transformlabs.com/services)

Join us for a nice warm bonfire and hot drinks this February at Highbanks Metropark. Folks who'd like to can walk around the meadows. This gathering and area of the park is doggo and kiddo-friendly, and is accessible to mobility aids.

**People Analytics 101: Making Sense of Compensation Data** Compensation data is one of the most widely used and widely misunderstood forms of people analytics. The session will cover where compensation data comes from, including market pricing data, internal payroll data, and benchmarking sources, and how companies think about structuring and analyzing that information. We will explore how compensation data is leveraged to set salary ranges, manage internal equity, support hiring and retention, and align pay with business strategy. A portion of the session will address common data challenges and limitations, such as market noise, inconsistent job matching, and incomplete datasets, while keeping the primary focus on practical use rather than technical depth. The session will also look ahead at where the space is going, including the growing impact of pay transparency laws, expanding pay equity requirements, and emerging regulations in the US and Europe that require organizations to report on gender and pay gaps. The goal is to give attendees a clear mental model for how compensation analytics works today and why getting it right is becoming increasingly critical. (note: we are back at Rev1 this month!) **About Our Speaker** [Alex Moore](https://www.linkedin.com/in/alexscottmoore/) is the founder of [Moore Cooperative](https://moorecooperative.com/), where he advises organizations on compensation strategy, pay equity, and people analytics. His work focuses on helping organizations like the Ohio Supreme Court design, analyze, and communicate compensation systems that are data-informed, defensible, and aligned with organizational goals. Alex lives in Granville, Ohio and has three little kiddos. More info at [cbusdaw.com](https://cbusdaw.com)