Deep Reinforcement Learning

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 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!)

**Topic: Engineering AI Agentic Systems: Decisions, Tradeoffs, and Production Reality** Agenda: 6:00 PM – Networking and refreshments 6:30 PM – Presentation commences 7:15 PM – Q&A 7:30 PM – Networking and refreshments 8:00 PM – Event concludes **Abstract:** Everyone can get an agent working in a weekend. Shipping one to production is a different problem. This talk is a systems engineering lens on agentic AI, starting from the moment a single LLM call becomes a decision loop through the architectural tradeoffs that determine whether it survives contact with reality. We'll cover the control spectrum between deterministic workflows and autonomous agent loops, multi-agent coordination, state management, and what a real control plane looks like beyond rate limiting and logging.We'll also cover the failure modes that don't appear in demos: runaway costs, missing stopping conditions, and observability gaps. You'll leave with a framework that treats human-in-the-loop design, model selection, and control plane engineering as first-class architectural decisions, because agentic systems are not prompt engineering problems. They are systems engineering problems.

Learn to play pickleball with us! You'll learn the basics of pickleball; scoring, rallying, dinking and it'll be a great time overall! Sundays 9AM-10AM Wednesdays 12PM-1PM Tuesdays 6PM-7PM Lock in your spot via the link below! [https://linktr.ee/therallypickleball](https://linktr.ee/therallypickleball)

\*\*New Cuban Courses will commence Tuesday 20th January\*\* Rueda de Casino – is a progressive Cuban-style salsa class and a fun way to learn salsa. Its fast paced, danced in a circle and changing partners flowing from one partner to the next Cuban Salsa (Rueda) BEGINNER LEVEL 7.00pm - 8.00pm This course is for absolute beginner to beginner plus students. The first 4 weeks we will cover Cuban Salsa fundamentals, Cuban Flow body movement and basic Cuban steps. The last 2 weeks we will use moves and steps learnt in a progressive wheel (Rueda) pattern. This class can only be purchased as a 6 week course. Course cost $120 For course bookings email gabby@melbournesalsa.com.au *** Cuban Salsa (Rueda) INTERMEDIATE LEVEL 8.00pm - 9.00pm During this 6 week course, you will learn complicated Cuban turns, Rueda dynamics, team patterns and different formations, executing the moves by the caller and dancing in sync at a faster pace. Must have completed 2 x Beg Level Rueda courses before entering Intermedaite level. This class can be purchased as a 6 week course or can be attended casually. Casual $25 (cash or eft pos) Course cost $120 For course bookings email gabby@melbournesalsa.com.au *** These Courses will be held at the Melbourne Salsa studio 1/326 Smith Street Collingwood (Rear entrance via laneway off Bedford street) FREE Parking is available above Woolworths - 2 min walk to our studio. For more details call Melbourne Salsa on 95312023 or email info@melbournesalsa.com.au

Join us for weekly beginner swing dancing class every Tuesday! Casual classes, no courses, no previous experience required, all welcome, with or without a partner! **Level 1 – Beginners \| 6\.45 – 7\.45pm every Tuesday** Teachers: Jason and Mia The perfect way to get started. This class is for those new to dancing or new to swing dancing. We go over the basics every lesson and add new moves every week so you can start any time that suits you. This is a drop-in class, so you don’t need to book in advance. Come along any week, pay at the door, and we’ll get you dancing. **Tango Esencia, 327 Swan St, Richmond** $20 for 1 class, Cashless payment preferred Learn more here: [https://swingpatrol.com/melbourne/class/richmond/](https://swingpatrol.com/melbourne/class/richmond/)

''A Course in Miracles (ACIM)" is The Channelled Works of Jesus / Isa / Yoshua (Same Human Being - Named Differently by Different Religions) from 1965 - 1972. It Supplements and can go beyond anything The Bible, The Koran and The Torah has taught you. Find Out if you are ready to experience Spiritual Growth Beyond Religious Teachings (THE ACTUAL PROMISED: SECOND COMING) that have been Edited or Re-Translated over many centuries or EVEN Added to for The Suppression of Women. It Upholds the prophecies from those 3 holy books, but Clarifies More Deeply where they don't seem able to FULLY for the ordinary 21st Century human being, who finds it difficult to understand esoteric teachings handed down by Mystical Schools. You have free will to decide when you will commence your Journey HOME from Earth. We can Listen to Recordings of the above mentioned works. Alternatively, I also have DVD or CD recordings from Joseph Campbell, Deepak Chopra, Mother Theresa, Stuart Wilde, David Hawkins, Esther Hicks, Dennis Waitley, Gregg Braden, Wayne Dyer and Others. Topics that can be covered include: How "A Course in Miracles" came to be, Near Death Experiences, The Second Coming, The Evolution of Mankind's Spiritual Understanding, The Human Ego, Buddhism, The Christian Teachings EDITED FROM The Bible, Taoism, Ayurveda, Zen, Chi, The Bhagavad - Gita and Guided Meditations. This event is stated to run 3 hours, but those not able to can leave early and this would never be a problem. The Nature of THE BIRTHER (ETERNAL UNCONDITIONALLY LOVING SOURCE) and The Nature of OUR ESSENCES (SOULS) are Identical (Made in God's Image). The Insane Human Ego is THE ORIGINAL MISTAKE. Our Goal is to use THE POWER of REASON to UNDO IT, while on Earth!!!

We are meeting in the board-room of the 55th floor of 318 Russel Street (The Abode). When you arrive call me on 0447 591 141 and I'll come down and get you. ## **🛠️ Meetup Format (2 hours)** **⚡ Project Intros (5 minutes total)** Each participant gets **1 minute (hard stop)** to briefly share: * What they’re building * What they want to focus on today **🚀 Build Sprints (90 minutes total)** We’ll run **three focused build cycles**: * **25 minutes** of deep, uninterrupted building * **5 minutes** of casual chatting, sharing progress, and asking questions **🎤 Demos & Wrap-up (10 minutes total)** Each participant gets **1 minute (hard stop)** to: * Demo what they built * Share learnings or next steps This format balances **deep focus**, **collaboration**, and **show-and-tell**, while keeping things lightweight and fun.

**Venue change:** Due to works in the library activity room, we will be meeting at the Watsonia Neighbourhood House, 47 Lambourn Rd, Watsonia. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Join us for an evening of games at Watsonia Library. Every fourth Friday we bring a selection of games from the club’s ever growing library as well as choice games from our own personal collections. Feel free to bring your own! Where do we play? We play in the community room at Watsonia Library. What do we play? There will be a range of games available, from beginner to more experienced. We play modern board and card games that are fun and relatively easy to learn. We are more than happy for new people of all experience levels to come and we are always eager to teach. How about Food and Drinks? Enjoy some tea on the house. Or bring in your own meal or grab one from one of the fine local places in the neighbourhood.

Excited to announce our new ADVANCED openplay session during the week at KCARC! Welcome to Melbourne Volleyball Academy. 🤗 **[[WHAT]]** This session is specifically for games only (no training). There will be a cap of 18 players, allowing for 3 teams of 6. Games will be played to 15 points, with a cap at 18 points. These games are intended to be played at a high-intermediate(BB)/advanced(A) level. Please see an explanation of skill levels on our website here: [https://melbournevolleyballacademy.com.au/skill-levels-explained](https://melbournevolleyballacademy.com.au/skill-levels-explained) **[[WHO]]** The session is intended for Intermediate players. Players should be able to: * Have strong fundamentals for all volleyball techniques * Serve receive a majority of serves well & serve over the net consistently * Basic understanding of 5-1, and 6-2 systems (we do not play a pass middle 4-2 system in this session) * Have an understanding of base defense * Know all/most volleyball rules Players that are not of the intermediate(BB)/advanced(A) level will be asked to leave as we want to ensure that all players have an enjoyable time playing. **[[HOW MUCH $$]]** $21 card payment will be processed on the day via square reader (EFTPOS). **[[WHEN]]** The stadium is booked from 6:30 PM-9:30 PM weekly, every Thursday. However, feel free to come early and stretch as the Community Centre is open earlier. Last minute dropouts and no shows will have a zero-tolerance policy going forward. All players are expected to update their RSVP at least 24 hours in advanced if they are unable to attend. This applies to players on the going list and the waitlist. **[[OTHER DETAILS]]** Only those on the “going” list are permitted to play. If you are on the waitlist, or not registered at all, you will not be permitted into the gymnasium.

The optimum computing machine is a subject many of us have studied. If you were building one how would you design it? First the computer should be able to compute with perfect accuracy on any problem in the universe and produce answers which were always and invariably right. Second the computer would have to be swift, working much more quickly than the problem and process could be vocally articulated. Third the computer would have to be able to handle large numbers of variables and large numbers of problems simultaneously. Forth, the computer would have to be able to evaluate its own data and there would have to remain available within it not only a record of its former conclusions but the evaluations leading to those conclusions. Fifth, the computer would have to be served by a memory bank of nearly infinite capacity and would have to be available to the analytical portion of the computer in the smallest fractions of a second. Sixth, the computer would have to be able to rearrange former conclusions or alter them in the light of new experience. Seventh, the computer would need no exterior director, but would be entirely self determined about its programing guided only by the necessity –value of the solution which it itself would determine. Eight the computer should be self servicing and self arming against present and future damage and would be able to estimate future damage. Ninth the computer should be served by perception by which it could determine necessity –value. Tenth ,the memory bank should store perceptions as perceived ,consecutive with time received with the smallest possible time divisions between perception .It would then store in color-Visio (moving),tone audio (flowing),odor ,tactile and self sensation ,all of them cross –coordinated . Eleventh, for the purposes of solutions, it would have to be able to create new situations and imagine new perceptions hitherto not perceived and should be able to conceive these to itself in terms of tone –audio ,color-visio ,odor, tactile, and self sensation –and should be able to file anything so conceived as imagined ,labeled “memories” Twelfth, the entire machine should be portable. It might be somewhat astonishing at first to conceive such a computer .But the fact is, the machine is in existence .There are billions of them in use today and many ,many more billions have been made and used in the past . In fact you’ve got one .for we are dealing with the human mind. L.RON .HUBBARD Do you want to learn how the mind works?Then do not miss this meetup. RSVP now !!

There will be a cap of 18 players, allowing 3 teams of 6. Games will be played to 15 points. These games are intended to be played at an intermediate to advanced level. $8 per person if you wouldn't mind! 😁🙏 Account name: Tam Nguyen BSB: 067873 Account number: 12770014 Or PayID: 0481463419 *Make sure to attach YOUR name!* RSVP opens each Friday at 10:00pm Only those on the “going” list are permitted to play.

The discussion topic for this meetup will be identity and whether or not history is a necessary condition for consciousness as Dretske proposed. James

**❤️‍🔥 Online Speed Dating via Zoom – Connect with Columbus Singles Tonight!** Online speed dating for Columbus locals — hosted live on Zoom, personality matched. Join from home, get paired with Columbus singles your age, and have real conversations on Zoom. A host manages everything so you can just relax and enjoy. **Register under your age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Columbus&groupurlname=heartfelt-connections-for-local-singles-meetups&ar=18-32&face_v=8.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Columbus&groupurlname=heartfelt-connections-for-local-singles-meetups&ar=30-46&face_v=8.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Columbus&groupurlname=heartfelt-connections-for-local-singles-meetups&ar=40-58&face_v=8.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=430.0&productType=onlineSpeedDating&city=Columbus&groupurlname=heartfelt-connections-for-local-singles-meetups&ar=55+&face_v=8.0) **⚠️ Your RSVP doesn't guarantee a place.** Click your age group link below, register, and take the personality quiz to lock in your spot. Limited places. --- 🎯 **Perfect for:** - Singles in Columbus who want to meet people from home - People fed up with swiping who want actual conversation - Busy professionals who don't want to waste evenings - Anyone who likes connecting online before meeting face-to-face - Columbus locals after personality-matched dates **Event Details** - **Format:** Hosted on Zoom – one-on-one video dates - **Location:** Wherever you're comfortable – no venue, no travel - **Host:** Live host handling rounds and introductions - **Vibe:** Friendly and relaxed – genuine chats with Columbus locals - **Duration:** Roughly 90 minutes - **Rounds:** Multiple short one-on-one rounds - **Matches:** Mutual matches sent out after the event - **Privacy:** Contact info only shared when both match **How It Works** 1. **Pick your age group** – Register through your link above. 2. **Fill in the matching quiz** – Helps us find your ideal matches for the evening. 3. **Join on Zoom** – Click the link, jump on, and the host handles the rest. 4. **Speed date** – One-on-one rounds with personality-matched Columbus locals. 5. **Get matches** – Mutual matches shared after the event. 💡 **Tip:** Just be yourself. That's always the best approach. **Frequently Asked Questions** **Is my info private?** Absolutely. Contact details are only exchanged on mutual match. **What if I'm shy?** The virtual setting and hosted rounds keep things comfortable for everyone. **How long are the chats?** A few minutes each — just enough to get a sense of someone. --- ✨ Real people, real conversations — all from your home. 💘 ✨

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)

**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

**🥰 Online Speed Dating via Zoom – Connect with Lafayette Singles Tonight!** Expect more tonal spread here: sometimes compact, sometimes expansive, sometimes punchy. We pair you by personality and age so every conversation feels natural. Quick, hosted rounds on Zoom with Lafayette singles paired to your age group and personality. No awkward pauses — just natural conversation. **Pick your age group and sign up:** - 🔥 **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=471.0&productType=onlineSpeedDating&city=Lafayette&groupurlname=soul-searching-boys-queer-dating-nights&ar=18-32&face_v=15.0) - 🔥 **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=471.0&productType=onlineSpeedDating&city=Lafayette&groupurlname=soul-searching-boys-queer-dating-nights&ar=30-46&face_v=15.0) - 🚀 **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=471.0&productType=onlineSpeedDating&city=Lafayette&groupurlname=soul-searching-boys-queer-dating-nights&ar=40-58&face_v=15.0) - ⚡ **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=471.0&productType=onlineSpeedDating&city=Lafayette&groupurlname=soul-searching-boys-queer-dating-nights&ar=55+&face_v=15.0) **⚠️ Your RSVP doesn't guarantee a place.** Click your age group link below, register, and take the personality quiz to lock in your spot. Limited places. 🎯 **Especially useful for:** ⭐ *"The personality matching genuinely works. My matches were spot on."* – Lafayette local - First-timers new to speed dating - Singles who prefer a hosted, structured experience - Introverts who shine in one-on-one conversations - People fed up with swiping who want actual conversation --- **At a glance** 💡 **Tip:** Check your Zoom setup and pick a quiet, well-lit spot ahead of time. - **Format:** Zoom video session – short timed rounds - **Vibe:** Laid-back one-on-one chats with Lafayette locals - **Rounds:** Multiple short one-on-one rounds - **Location:** Online from home – no need to go anywhere - **Duration:** Approx. 60–90 minutes - **Matching:** Driven by personality quiz results - **Host:** Live host handling rounds and introductions 🔄 **What to expect** 1. **Register** – Select your age group above and sign up. 2. **Fill in the matching quiz** – Helps us find your ideal matches for the evening. 3. **Hop on Zoom** – Join the call and your host will walk you through it. 4. **Meet your matches** – Cycle through short chats with compatible Lafayette singles. 5. **Get matches** – Mutual matches shared after the event. --- ✨ One Zoom call, genuine conversations, real matches. See you there. 💘 ✨

**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

If you enjoy knitting, crocheting, working with yarn, this is the group for you. Meet new friends, bring your projects, learn from others.
We normally meet a few times a month during the week from 6-8pm. We will occasionally meet on weekends during daytime hours.

Dodgeball is back again! If you’ve been wanting to come out, this is an easy one to join. We’ll be playing for about 1.5 to 2 hours, you do not need to bring any equipment, and no experience is needed. We use a specific set of rules and equipment to make the games run better and keep them fun for everybody, not just people who already know how to play. If it rains, the event will be canceled.