Business Intelligence

**Welcome to Badminton Social (羽球匯友) Meetup!** Join us for regular badminton, social meetups, and a great time on the court around Caulfield. Let's build a welcoming badminton community and make some amazing memories together! Whether you are a beginner or a pro, this event is perfect for anyone looking to stay active, make new friends, and enjoy some friendly plays. Our group is made up of both local and international members, creating a diverse and welcoming atmosphere for everyone to join in. Not only will you have the chance to improve your Badminton skills and stay fit, but you'll also have the opportunity to connect with like-minded individuals who share a passion for healthy living and staying active. Come and be a part of our community in Melbourne, where friendships are made on and off the court. **Details as below:** When: 16 May, this Saturday Time: 5pm - 6.30pm Where: Monash Sport Caulfield (1-min walk from Caulfield Station / free parking around the Station) Fee: $12 per head (PayID to the organizer) *#Limited spots - first come first served (RSVP)* *#Please bring your own racket(s); or you can rent it from the Centre (if needed)* ***#Please kindly update your RSVP as soon as possible if you need to cancel, so hopefully others can still get a spot to join. Cancellations within 24 hours or no-shows will be charged the full rate - Many thanks for your understanding and cooperation.*** *#Please let the organizer know after the first play, if you'd like to play regularly with the group ongoing and enjoy exclusive offer - Organizer will add you to our Whatsapp group for the regulars :)* *DISCLAIMER:* *By* *attending any event hosted by this Meetup group, you acknowledge and accept that participation involves inherent risks, including injury or loss of property, and you assume full responsibility for your safety. The organizers are not liable for any damages, injuries, or losses that occur, regardless of cause. You agree to follow any event guidelines, act responsibly, and understand that you are responsible for your own well-being. By attending, you accept these terms.*

First event for 2026: Let's Pickle... We have secured a court at one of most luxurious indoor centres in Melbourne, Pickleplay (Bentleigh): * New courts give the pickle ball enough bounce for us beginners with "lazy footwork" 🙋‍♂️ * A spacious lounge to catch your breath AND * (Ice baths and saunas for you performance freaks - not included within this events cost) Cost: $10 per person Attendance is capped at 5 players. If we end up getting more on the waitlist I will look at booking a second court. In order to secure your spot, and help limit "no shows" I will be requesting payment via Meetup be made by the Wednesday evening for those on the attending list. Those who don't process payment will be moved to the waitlist. **Please do not complete payment if you are on the waitlist.** Come meet some new faces. **Risk Warning & Liability Waiver** **Nature of activity:** Pickleball is a fast-moving sport involving running, pivoting, and potential contact with balls or other players. **Assumption of Risk:** By RSVPing and attending, you acknowledge that you are participating voluntarily. You understand that this activity carries inherent risks, including but not limited to trips, falls, muscle strains, or impact injuries. **Release of Liability:** You agree to release the organiser from any and all claims or liability for personal injury, illness, or property damage arising from your participation. The organiser is a volunteer coordinator, not a professional instructor or medical expert. **Personal Responsibility:** You confirm you are physically fit to play, will wear appropriate court shoes (non-marking), and will follow all safety guidelines of the venue. If you have any pre-existing health conditions, please consult a doctor before attending.

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

**Tickets ($10):** [https://www.eventbrite.com.au/e/gay-singles-mix-mingle-tickets-1987800071524](https://www.eventbrite.com.au/e/gay-singles-mix-mingle-tickets-1987800071524) We’re heading to **The 86** in Fitzroy for a fresh take on helping you connect with **men seeking men** (all ages 18+). Instead of intense one-on-one chats, you’ll connect in relaxed groups of four - making it easier to find your rhythm, bounce off others, and let conversation flow naturally. Every 15 minutes, we’ll reshuffle the groups at random to keep the energy fresh and the dynamics interesting. After a couple of hours, the structure will drop and anyone who’d like to stay can continue connecting organically. This format is ideal for men who: • Prefer something social and low-pressure • Enjoy group dynamics • Want something structured, but not rigid The event is facilitated by a mental health professional and is designed to feel welcoming and safe. Discrimination and harassment will not be tolerated. If you have accessibility needs, questions, or are experiencing financial hardship, please reach out - we’re happy to chat.

* **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. 🏃 🏃‍♂️ 🏃‍♀️

SUNDAY Music Indoor Volleyball is back Volleyball Games session start 12 pm at Sport Monash University Clayton ! Fees: $15 Cash $17 Card DISCOUNT FOR MONASH UNIVERSITY STUDENTS Only $12 !!! You don't need to book spots for this event Come and pay at spot This event is for adults only! (18+) Membership available Become a IVC member - get cheaper fees for camps, insurance + IVC game jersey - ask for more info today! [#International](https://www.facebook.com/hashtag/international?__eep__=6&__cft__%5B0%5D=AZXzD4DTZ8qMuf7ux-RU6ayZMRoyft2zts9t8TIzvrRksCLYNBhLSZ9ZodJXUUvns2XIw1hFY9nmow8y2JI-joF0vFwPlefJSluyKSZA6rtFeJE5lywJ5opJG0DQkgjc3P2WHPtihqioTxEzocvDsIJ_&__tn__=q) [#Volleyball](https://www.facebook.com/hashtag/volleyball?__eep__=6&__cft__%5B0%5D=AZXzD4DTZ8qMuf7ux-RU6ayZMRoyft2zts9t8TIzvrRksCLYNBhLSZ9ZodJXUUvns2XIw1hFY9nmow8y2JI-joF0vFwPlefJSluyKSZA6rtFeJE5lywJ5opJG0DQkgjc3P2WHPtihqioTxEzocvDsIJ_&__tn__=q) [#Club](https://www.facebook.com/hashtag/club?__eep__=6&__cft__%5B0%5D=AZXzD4DTZ8qMuf7ux-RU6ayZMRoyft2zts9t8TIzvrRksCLYNBhLSZ9ZodJXUUvns2XIw1hFY9nmow8y2JI-joF0vFwPlefJSluyKSZA6rtFeJE5lywJ5opJG0DQkgjc3P2WHPtihqioTxEzocvDsIJ_&__tn__=q) [#Melbourne](https://www.facebook.com/hashtag/melbourne?__eep__=6&__cft__%5B0%5D=AZXzD4DTZ8qMuf7ux-RU6ayZMRoyft2zts9t8TIzvrRksCLYNBhLSZ9ZodJXUUvns2XIw1hFY9nmow8y2JI-joF0vFwPlefJSluyKSZA6rtFeJE5lywJ5opJG0DQkgjc3P2WHPtihqioTxEzocvDsIJ_&__tn__=q) To be protected by International Volleyball Club Member Protection Policy and covered by our Personal Accident Insurance, everyone participating in a International Volleyball Club event or with a International Volleyball endorsed club, association, or provider is required to maintain an active membership at the appropriate level with International Volleyball Club. For more information message us.

🌟 **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.

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!

# 🌟 *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.***

Free monthly Lunch + Learn for Columbus business owners. Practical local marketing strategies and real connections. Space is limited so RSVP Marketing Monday Lunch + Learn is a free monthly event for local business owners in Columbus who want practical marketing strategies and real connections with other business owners in their market. Each month covers one actionable local marketing topic. You will leave with one thing you can put to work the same week. This is not a pitch fest. It is a focused conversation with people who are serious about building their local visibility and growing their business. Register here: [https://www.eventbrite.com/e/marketing-monday-lunch-learn-tickets-1988509765237](https://www.eventbrite.com/e/marketing-monday-lunch-learn-tickets-1988509765237)

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!

Join us for lunch and meet our very successful group. We are each others sales team...always looking for referrals for our members. If you are looking for new clients, let us help you out! Bring your business cards and brochures to share with us. We have a speaker each week so that we can learn about their business. Because we have only one member per business, we have many of the spots filled. However, we are specifically looking for an estate attorney, a handyman/electrician, and an event planner. We have referrals for you! All visitors are welcome. Any questions contact [pmarchio@farmersagent.com](mailto:pmarchio@farmersagent.com)

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

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)

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.