Data Science using R

Hi all! Welcome to the Melbourne Sci-Fi/Fantasy Social Catch-up. Come along and talk to like-minded people and catch up on all the things you love about this genre. Be it the latest movies, TV shows, or a book you love; or maybe, you have played this fabulous board or computer game that you just want to share with others. Geeky t-shirts or quirky badges welcome! What a great chance to chat with new people or old friends about so many diverse topics. You never know, you might find a whole new sub-genre to delve into. New and old members are welcome to attend. Food and drink will be available for purchase at the tavern. If your plans change (even if it is at the last moment), please change your RSVP to a NO, so your event host knows who to expect on the day and so I can manage the booking at the Mitre Tavern! See you soon 🤓🤓🤓🤓

**With 1000s of spontaneous cases with children** investigated and documented over the past 60+ years, the team at DOPS has accumulated a formidable body of evidence suggestive of reincarnation. The types of evidence include detailed memories of verified past lives, personal traits, skills, interests and phobias, etc. and among these the most compelling aspect is cases of birthmarks and birth defects that align with injuries sustained in the previous life, often at the time of death. **In this session, Russ Townsend** will lead a discussion around spontaneous past-life memories in children, how they are investigated and verified, common objections and refutations, and then a number of detailed case studies related to birthmarks and birth defects. At the conclusion, he will walk through the interpretations and theories about this phenomenon. **About Russ:** * Meetup Organiser * Lifelong enthusiast for science, philosophy, and spirituality * Member of AIPR * Trainer / Facilitator * radio show host * Author **Post-Event Social Lunch Hangout (12.45 - 1.45pm)** NOTE: TRYING OUT NEW LUNCH VENUE... Afterwards, you are invited to lunch with everyone at **Gopal's Restaurant** (5min walk from the venue) **PLEASE NOTE:** * **11AM Start -** Please be considerate and arrive early. * **$10 Cover Charge:** Room hire, facilities, and running costs.

🌟 **A new one-on-one, personality-based connection experience** Many of you have been asking about structured events and if I’d ever bring them back. Well… here it is - a new version, more intentional, and built around something I care about : **matching people based on personality.** Over the years, I’ve seen how hard it can be to find people you truly click with as adults. Small talk goes nowhere, and most events don’t give you the space for real conversation. 💫 **What to Expect** This is not speed dating, and it’s not a big mixer. It’s a curated, one-on-one connection experience where you’ll meet a few people who’ve been matched to you based on personality and vibe. Expect: * A cosy, comfortable venue * A hosted structure so you’re never left awkwardly standing around * A series of guided one-on-one conversations * A relaxed atmosphere where you can genuinely be yourself * This is not dating focused event, there will be a seperate one for dating Each conversation is designed to feel natural — because the match is based on compatibility Get your tickets here - https://www.eventbrite.com.au/e/1988143914969?aff=oddtdtcreator 🧭 **Before the Event** Once you get your Eventbrite ticket, you’ll receive a **short personality test (If you have already taken the test at a previous event you don't need to do it again)**. It takes only a few minutes but helps us understand your communication style, energy, and compatibility factors. This is how we curate meaningful one-on-one pairings for the event. 🌿 **Come Join Us** If you’re tired of small talk and ready to meet people who truly fit your personality, this is for you. A warm, intentional space created for deeper conversations and genuine chemistry - whether it becomes friendship, something romantic, or just a surprisingly great chat. RSVP now — spots are kept limited to ensure quality one-on-one time.

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

# 🌟 *Breat Procrastination and Staring at The Crowd When at Social Events with Taking a Minimum Viable Step!* Do you want to feel confident stepping into group conversations, knowing exactly what to say, when to say it, and how to build momentum naturally? Do you want a clear structure that makes socialising feel *doable*, while still allowing real, organic, human connection? This session blends **structure with spontaneity**, so you can practise social confidence in a way that actually works for your brain. *** # 💬 **WHAT THIS SESSION IS ABOUT** This is a **guided practice lab** for group interaction. Instead of guessing what to say, you will work with: • specific topics chosen by the group on the day • simple, powerful questions to guide conversation • structured rounds that make it easier to start and continue interactions You are not performing or “being social” on command, you are learning a **repeatable process** that helps you enter conversations naturally and build depth from there. The structure gives you clarity. Your responses stay *real, personal, and fully your own.* *** # 🧠 **WHY THIS WORKS** ## *Minimum Viable Steps (MVS)* Starting conversations is often the hardest part. So instead of forcing yourself to “be social”, we focus on: ### ***Minimum Viable Steps (MVS)*** Small, achievable actions like: • approaching a group • listening for context • asking one simple question • sharing one small response These steps reduce overwhelm and help you build momentum naturally. You are not powering through, you are **following a chain of small wins** that lead into flow. *** # 🔄 **HOW THE SESSION RUNS** This session is structured into **timed rounds (approx. 8 minutes each)**. Each round gives you a clear, simple objective. ## 🔹 *Structured Group Rounds* • You will begin in small groups with a defined topic • Each round includes suggested questions to guide interaction • You are free to respond in your own way, nothing scripted ## 🔹 *Rotations* At the end of each round: • two people rotate out of each group • each joins a different group This creates: • clarity on where to go next • repeated practice starting new conversations • exposure to different dynamics and people *No guessing. No awkward hovering. Just clear next steps.* *** # 💡 **TOPICS & QUESTIONS** At the start of the session, we will: • gather topics participants are genuinely interested in • write them down and use them throughout the rounds Each round will include **simple, open questions** related to the topic, designed to: • spark conversation easily • create direction without rigidity • allow natural sharing and depth You follow the structure, but what you share is always your own. *** # 🌱 **WHAT YOU WILL PRACTISE** • starting conversations decisively (again and again) • entering groups with clarity instead of hesitation • listening before contributing • asking simple questions that open conversation • building flow through small, manageable steps • rotating between groups with confidence • staying present without overwhelm Over time, this becomes **automatic**. *** # 📝 **BEFORE & AFTER** At the beginning: • you will complete a short reflection on meaningful connection in your life At the end: • you will share what worked, what did not, and what could be improved This helps shape future sessions based on what actually supports you. *** # 👋 **A NOTE FROM THE FACILITATOR** This is not about being the most confident person in the room. It is about learning a structure that helps you: • take action • reduce overwhelm • build real connection step by step You do not need to get it perfect. ## ***You just need to take the next small step.***

Join us for a friendly and relaxed English meetup in South Melbourne! This gathering is perfect for anyone who wants to practise English, meet new friends, and feel part of a welcoming community. Whether you’re an international student, new to Melbourne, or simply looking to connect with others, you’ll find a supportive space to learn and grow. Each week, we run **two simple sessions**: **Daily English**, where you learn useful everyday vocabulary, and **Learning English from the Bible**, where we explore short passages in clear, beginner-friendly English. You’ll also meet people from different cultures and enjoy meaningful conversations in a warm, inclusive environment. Come along, make new friends, and enjoy learning English in a place where everyone is welcome. We’d love to meet you!

Due to popularity, we are doing another walk, talk, lunch and coffee, this time as requested, in the city. Fitroy Gardens. Ticket here: [Walk, talk and lunch - Fitzroy Gardens](https://www.trybooking.com/DMDSE) Meeting at Kere Kere Green cafe, on the grassed area. It's a nice open space to meet, mingle, talk before making our way around the gardens, over to The Tan and back. Meeting at 10:30am, starting walk around the gardens at 11am, walk shall take about 70 mins, to then make our way back to Kere Kere Green Cafe. Grab your coffee as we meet and then lunch once we make it back. The cafe has seating inside/outside or we can stand on the outside grassed area. There is prospect of rain but come prepared with umbrella and rain coat. If it is too wet, we can just stay at cafe for a coffee. Dogs welcomed! Please do NOT be late, smell of alcohol/be hungover (Sober Sunday) or have bad BO. Being a Sunday, there should be parking around, plenty of public transport options as well. Your ticket goes towards the associated costs of running the group and it is ONLY $5! ## Date

If playing doubles hasn't been what you were looking for, search no more! Playing a single games will put your stamina and endurance to the test and best of all, it will be a test of your own skills! Tuesdays 7PM-9PM Sundays 5PM-7PM It's only $25 to join in, inclusive of paddle and ball hire! Lock in your spot via the link below! [https://linktr.ee/therallypickleball](https://linktr.ee/therallypickleball)

* **What We’re About** You are the average of the five people you spend the most time with, so join us — and be part of a community that rises above circumstances and creates opportunities. Inspire and be inspired by those who make things happen. It's a relaxed, organic space to connect with like-minded people and network—genuinely talking, learning from each other, and connecting over shared interests. * **What to Expect** Casual Meetups: We gather semi-regularly at a local café to chat about everything from stepping outside your comfort zone to business ideas, creative projects, and building a life aligned with your purpose. It’s relaxed, easy, and welcoming—no need to have anything “figured out.” An Easy-Going Space: We keep things simple and low-pressure. Once everyone arrives, we ease in with some light conversation and naturally break into smaller groups. Networking: Feel free to introduce yourself or let people know what you're working on if you feel like it. And if anyone wants to quickly shout out what they’re working on or looking for before we settle in, go for it—it’s a great way to spark new conversations. * **Host Support** If you’d like a one-on-one chat with me about your business, just tap me on the shoulder. I’ll be floating around and happy to make time for you. **Quick note for the day:** Depending on the weather, we might go for a walk too. Just remember to wear comfy shoes 🌞 👟 🥾:) ❗If you're running late, drop me a quick message as we might leave the cafe for a walk within the last 30-45 minutes. 🏃 🏃‍♂️ 🏃‍♀️

**Stand Out, Stop Competing and Build a Category of One Brand** In a world oversaturated with AI content and everyone sounding the same, the winning brands are raw, real and unapologetically themselves. In this workshop, one of our incredible members - Erin Morris - will show you how to double down on the one key differentiator no one can copy – you! When you have a brand that is YOUniquely you, you stop being another [coach / service provider / e-commerce store] and become a category of one. People find you on Instagram and feel like they know you. Sales become easier because you have a warm and engaged audience. The opportunities you thought were out of your league – speaking gigs, major retailers, collaborations – start seeking you out. Everything becomes easier, and growth becomes faster when you simply own your voice. During this workshop, you’ll… * Create your own magnetic brand voice guide. * Learn to embody your authentic voice, so you attract “pinch me” dream customers who are excited to work and buy from you. * Reclaim the voice you lost to the robots or who you “thought” you needed to be to make sales. * Naturally stand out in saturated markets without resorting to being the loudest (or most unethical) voice in the room. * Learn how to use your brand voice guide so everything you write becomes instantly recognisable as you, or hand it to a contractor so every word they write sounds like you wrote it. **About the host** *Erin Morris is a copywriter, messaging and launch strategist for impact-driven founders. Erin partners with heart-centred women to help them stand out, fill their group programs and have profitable, high-converting launches, so they stop trading time for money, scale their income and impact and live a life of purpose, passion and freedom.* *Her connection-first framework builds genuine relationships with readers to ethically increase demand and sales. This approach has helped clients sell-out programs, have multiple six-figure launches and consistently beat conversion benchmarks.* *Influenced by almost 2 decades of full-time travel and living around the world, Erin is deeply committed to helping her clients live their biggest, most fulfilling lives and believes that powerful copywriting and obsession-worthy messaging is how you achieve this.*

There have been some requests in the group for an afternoon tea, so here’s a really unique one! Oxi Tea Room was awarded one Hat this year and delivers an incredible afternoon tea experience. Here’s an example video of one of their previous menus: https://www.instagram.com/reel/DIA3AtEh4bf/?igsh=MW5lN3ZmaGxkeHFwag== The new menu titled ‘Hatched - The Loop’ has just been released (menu here: https://drive.google.com/file/d/1cO4e2-mPF2ZE_C6Pce3FTallVZGlP1nJ/view) and I have booked this for 6 Fine Diners to enjoy from 12pm on Sunday 17 May. The price is $128 per person and includes a tea and a welcome drink. You can purchase additional teas/drinks on the day if you wish. 

Join the waitlist to express interest. Once I have names in the waitlist, I’ll send you a ‘Meetup Message’ to confirm you have a spot and how to pay. You’ll need to send me the full cost of $128 to secure your place as this is charged for cancellations. Once paid I’ll move you from the waitlist to going. Please check that you don’t have your settings blocking messages; if I can’t contact you I’ll have to move on to the next person. Also if you don’t respond to my message within 3 days, I’ll let you know that I’m offering the seat to the next person on the waitlist. 

Thanks and I’m looking forward to trying this beautiful-looking afternoon tea with you!

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

**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 John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. 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

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.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

Click Here For More Videos: https://www.facebook.com/share/r/17bwkttXhV/ *********************************** Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa. These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all. Swerve Dance & Fitness Complex 640 Lakeview Plaza Blvd A, Worthington, OH 43085 Bachata 7pm-8pm Salsa 8pm-9pm $15 - One Lesson $20 - Both Lessons

**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** TBD **YouTube Link** TBD

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!