Hashing

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 Joint event with the Statistical Society of Australia! **Felicia Bongiovanni: "Inferring Time of Infection Based on Antibody Data Through a Hierarchical Bayesian Framework"** **Abstract:** Time-since-event prediction is a powerful tool to reconstruct histories of an event. It is commonly used in biomedicine to predict the beginning of tumor growth, to predict how long ago someone was infected with a disease, and even to predict the time since death for criminal investigations. Inference through Bayesian statistics and mathematical modelling can allow for time-since-event prediction and provide insight into the mechanisms driving an event. Machine learning is also used for time-since-event prediction but lacks the mechanistic insight Bayesian inference can provide. However, Bayesian inference, especially through Markov Chain Monte Carlo methods, can be computationally expensive and time-consuming. In this talk, I describe a method for combining Bayesian inference with machine learning to improve computational efficiency while also maintaining mechanistic insight. This is demonstrated through the case study of estimating time-since-infection using antibody data. **Speaker bio:** Felicia is a PhD candidate at The Walter and Eliza Hall Institute of Medical Research where she is conducting mathematical modelling of the immune response to understand more about infectious disease dynamics. In another life, she was a data analyst for the National Health Funding Body in Canberra through the Australia Bureau of Statistics Data Graduate Program.

Tuesday's Volleyball Games are on. Games start on Tuesday 7 pm at Ashburton Recreational Centre. All Levels Welcome. NO bookings required. Come and play volleyball with friends. #international #volleyball #club #melbourne

The Great World of the title refers to the setting of "The Great World", a fairground in occupied Singapore serving as a Japanese prison camp, where the protagonists meet. It also refers to the mind "the same shape as the world, and really was the world, only on an infinitely small scale", as one character observes. The two main characters' relationship is central as the men feel out their stance to each other. The New Yorker calls it "a rare serious novel... (with) an elliptical sense of time... render(ing) it poetic." Since starting this book club a few years ago we have formed a nice core membership. If you haven't come yet, please look out for the books on the table, pull up a chair, order a wine and join us. We like to hear what everyone has to say and enjoy the conversation, we're not cliquey at all! Oh, and to defray the Meetup monthly bill I will accept gold coin contributions or wine if you want to pay for multiple in one hit. I hope to see everyone again at this one with some new faces.

We are moving to a new platform and will be only running the new platform in 2025. please signup here: [https://www.downtomeet.com/Melbourne-Writers](https://www.downtomeet.com/Melbourne-Writers) The Wharf Hotel by the river. Southern Cross Station is closest. Ask at the bar to find us. Or call us 0403193785. Tonight's Social Evening Schedule: (Ideas welcome) 6pm to 6.45pm: Socializing​​ 6.45pm to 6.55pm: Introduction and overview of the evening by Jim including go-around introduction​​ 6.55pm to 7pm: A word from Mat our founder​​ 7pm to 7.10pm A paired connection question to get people talking with one another​​ 7.10pm to 7.30pm: Guest Topic: Heath Ryan, a Canadian-Australian is an ultra-endurance cyclist and father who rode 4000k from the UK to Kyiv in Ukraine in 2024 raising funds for a Ukrainian children's charity 'Voices of Children'. He has written and published a number of books focusing on human achievement and social justice. He will talk about his journey. 10 mins talk. 10 mins Q&A. 7.30pm to 8.15pm: Readings section open to all to read out something from their work up to 4 minutes. Feedback optional.​​ 8.15pm to 9.30pm: Socializing. Optional. Many of us love this as a chance to connect personally in a screen-addicted culture. • Come out and meet some like-minded folks who enjoy writing and other entertainment and creative outlets. We'll hang around until at least 8.30pm, but often later. All age ranges, all writing types (and entertainment types), all the way from never writing and up to published authors. • This night is about you. So chat to people, read out your work, give feed back, get to know everyone... Or, feel free to sit back and chill. It's your night, enjoy it how you see fit. **Please only RSVP if you can make it.** **We're booking the area, so we will need you to turn up if you say you are coming.** **We have added an attendee limit, so please update your RSVP if you can not make it.** Thank you, Melbourne Writers. The Wharf Hotel food menu: https://www.wharfhotel.com.au/eat-and-drink Great Links: Facebook: https://www.facebook.com/MelbWriters Website: www.worldwriterscollective.com Twitter: https://twitter.com/MelbCityWriters Blog: http://melbournewriters.wordpress.com **Help us by getting in contact so you can add to these social pages and site - matclarke.author@gmail.com**

Dear Lakesiders and visitors, Klingon is the hare for this week’s run, 22 April, run no. 2261. Venue – Riverland Bar, Federation Wharf Vaults 1-9, alongside river. [https://maps.app.goo.gl/VMvJ2E9J639NJNe17](https://maps.app.goo.gl/VMvJ2E9J639NJNe17) Public Transport – Train to Flinders St Station Trams:- Lots of them Flinders St, or Swanston St. Onon Point Post

**\*\* NEW VENUE \*\*** Room 080.02.002 at RMIT (Building 80) - 445 Swanston St, Melbourne **\*\* NEW VENUE \*\*** [Discord Event Info](https://discord.com/events/1347056412529791047/1477841544907325591) **Practical TLS Exploitation** - **Leo (@flerm_)** In this talk, I'll break down a well known TLS attack with a live demo, walking through how it works under the hood, the exact technical conditions it needs to succeed, and how to quickly assess whether a TLS finding is an academic curiosity or a real risk worth exploring. **Pwning Redis with Really Dumb Bugs** - **joseph** **(skateboarding dog)** At the end of 2025, members of skateboarding dog participated in the zeroday.cloud 0-day competition, successfully targeting post-auth Redis, a popular database software. In this talk we discuss the discovery and exploitation of several of the bugs we found that lead to remote code execution. **Streaming** If you can't attend the event in person the talks will be streamed in the "ruxmon-stream" voice channel in the Ruxcon Discord in the day of the event! (join now by clicking here: [https://discord.gg/g2CpEbkXmM](https://discord.gg/g2CpEbkXmM)

**人是为了活着本身而活着的，而不是为了活着之外的任何事物而活着。** **墨尔本中文文学读书活动之《活着》（余华）** * 书籍类型：当代小说 * 《中国时报》十大好书奖、《亚洲周刊》二十世纪中文小说一百强、「豆瓣读书TOP250」NO.2 * 日期：2026年4月26日，礼拜日，3:00-5:00PM * 地点：墨尔本 Nunawading Community Hub，Meeting Room 3 **作者简介：** 余华。作家。1960年4月出生，1983年开始写作，主要作品有《兄弟》《活着》《许三观卖血记》《在细雨中呼喊》《第七天》《文城》等。其作品被翻译成40多种语言在40多个国家和地区出版，曾获意大利格林扎纳·卡佛文学奖（1998年）、法国文学和艺术骑士勋章（2004年）、法国国际信使外国小说奖（2008年）、意大利朱塞佩・阿切尔比国际文学奖（2014年）、塞尔维亚伊沃·安德里奇文学奖（2018年）、意大利波特利·拉特斯·格林扎纳文学奖（2018年）等。 **组织简介：** 墨尔本中文文学读书会。旨在为热爱中文文学的读者提供一个开放、包容且富有启发性的交流平台。通过共同阅读与讨论中文文学作品（包括中文原著及优秀中文译作），我们希望： 1. 激发成员的阅读兴趣与思考深度； 2. 促进文化与思想的交流； 3. 建立一个有温度、有连结的中文阅读社群。

## 🌿 **Kismetrix Singles Social Run/Walk + Coffee – TAN Track** [Register Here](https://www.eventbrite.com.au/e/apr-26-kismetrix-social-runwalk-coffee-the-tan-botanical-gardens-tickets-1985661113844?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl) 📅 **Date: Sunday** 26th of April 🕘 **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 💛 ## 🎟️ 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\.

Are two heads better than one? What about 4 hands over two? Test your puzzling and your communication in our pairs puzzle competition: Two Puzzled Heads. You and your partner have two and a half hours to start and complete a 500 piece puzzle. There will be a maximum of 6 pairs. **This event has 4 of 6 pairs signed only 2 pairs left. One single ticket is available.** Entry is $35 per person (a pair needs two tickets). If you are a solo, please email us at: [info@egnd.com.au](mailto:info@egnd.com.au) so that we can possibly pair you. Don't purchase a ticket first if solo. The winning pair receives free entry to the next puzzle event of their choosing. The top 3 pairs will also go in EGAD's Quickest Puzzlers scoreboard and July of next year, the top 3 over across all monthly events will be gifted a Puzzle Advent Calendar from Reverie Puzzles. However, you are not obligated to attend any other puzzle events. All pairs will receive the puzzle they have worked on to take home with them. The puzzle in the competition is made by Villager Puzzles. The image in the header is a place holder, and not of the puzzle in the competition.

We will meet at the starting point and take a round trip around the Albert Park lake. BYO a water bottle. Dress for comfort and outdoor walk. Come along & simply say, "Hi, it's my first time joining the group event." or ask the host(s) to introduce you. You can take it slow and start from there. If you enjoyed the conversation, you're welcome to continue on afterwards. The South Melbourne market is just one tram stop away. **\-\-\- Running Late \-\-\-** If you are running late, please message at least 30mins in advance. We will wait up to 15mins before heading off. We won't be able to keep track of messages once we start. **\-\-\- RSVP / Change of Plan \-\-\-** If you change your plan or decide not to attend. Please update your RSVP. **\-\-\- Intro \-\-\-** Kudos to Friends….Expand Your Social Circle Meetup group is a community of individuals who prefer to take it slow to get to know people overtime in Melbourne. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, chilling, cultural exchange, etc. Above all, we’d like to celebrate the importance of friendships. So if you are looking to expand your social circle and explore new adventures and venues in Melbourne, come join us! **\-\-\- Heylo App \-\-\-** We use Heylo App for more fluid communication, including ideas, interest groups, questions etc. Please download the Heylo app from the App store and let the organizer know if you would like to be added to the Heylo Group at the event. We will send an invite to attendees to the group. (give us some time) **\-\-\- Rules \-\-\-** Admin will only add members to the group with a clear profile picture. (No hidden behind sunglasses, masks, drawings) **You might be removed from the group in the case of…** * no show * without a clear profile picture * anti-social behaviour (i.e. acts rude / disrespectful regularly) * take advantage of individuals for personal gain(s) **\-\-\- Privacy \-\-\-** Do not disclose your contact number in this post comment. We will delete your comment/info as soon as we see it to protect your privacy.

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

ASH is Atheists, Skeptics and Humanists of First Unitarian Universalists of Columbus Ohio TBD Snacks are usually available, and you are welcome to bringing something to share!

**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: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. 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

**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 You will need to scan your ID at the door to get a visitor badge. **Abstract** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD

**Optional movie afterwards**

AI is changing how art is made. But when does it stop being your work and start being the machine’s? This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation? We encourage audience participation during this event that will be moderated by Chris Slee. 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) Sign up also accessible via [Transform Labs Luma](https://luma.com/55umjqta)