social network analysis

Join us for a relaxed, no‑pressure networking evening designed to bring Melbourne’s business community together with purpose. There’s no formal agenda—just quality conversations and genuine connections, hosted by the team at [PropertySensor](https://www.propertysensor.com). **What to expect** A connection‑first environment (no sales pitches) Opportunities to expand your professional network Potential client introductions and new business leads - without the hard sell **Good to know** Cost: Free to attend (limited places — please register early) Food & drink: Available for purchase at venue restaurant / bar prices Bring: Your business cards and an open, collaborative mindset All Melbourne business professionals are welcome. Come to connect, share ideas and discover opportunities.

**Unlock Meaningful Connections at Our Speed Friending Event** [LINK TO BOOK](https://www.eventbrite.com/e/group-speed-friending-with-meaningful-conversations-tickets-1985108869065?aff=oddtdtcreator) Ready to step out of your comfort zone and make authentic connections? Join us at *The Bank on Collins* for an exclusive Speed Friending event with structured conversations designed for ambitious professionals and like-minded individuals who are eager to forge meaningful connections - not just small talk. This event attracts a diverse group of individuals who are serious about building friendships and expanding their network. Whether you're a professional climbing the career ladder, a creative pushing the boundaries of innovation, or an entrepreneur chasing your next big idea, you'll find yourself surrounded by like-minded go-getters who think big and dream even bigger. In a world where quality relationships are key to success, we believe that life is better with great people in it. This event is your opportunity to meet dynamic, driven individuals who are all about growth, collaboration, and real conversations. Be prepared to dive deep with thought-provoking questions that foster vulnerability and genuine connections so you can Find Your Tribe. Whether you're a seasoned event-goer or this is your first event, we're here to support you every step of the way. Push past surface-level interactions and start building the kind of relationships that truly matter. **Event Structure:** * **6:30 pm:** Arrive, grab a drink, and mingle. (Tip: Happy hour ends at 6:30 pm, so come early to snag a deal!) * **6:45 pm - 7:30 pm:** 3 rounds of group speed friending. You'll meet 12+ like-minded people ready to connect on a deeper level. * **7:30 pm - 8:00 pm:** Post-speed friending social networking. This is where the magic happens—spend time with the people you vibed with most and start building real friendships. **Investment:** $10. We are for passion, not profit. 50% of your contribution supports the running costs of the group, while the other 50% goes towards The Man Cave, Australia's leading preventative mental health charity for teenage boys and their communities. [Home - The Man Cave - Preventative mental health programs for teenage boys](https://themancave.life/) Link to book: https://www.eventbrite.com/e/group-speed-friending-with-meaningful-conversations-tickets-1985108869065?aff=oddtdtcreator To support the venue, please buy a drink (alcoholic or non-alcoholic) or snack during the event. **Liability Disclaimer:** By attending this event, you acknowledge that you are participating voluntarily and are responsible for your own health, safety, and well-being during the session. *Find Your Tribe Melbourne* and its hosts are not liable for any injury, loss, or damage that may occur. Please take care, be mindful of your surroundings, and participate within your own comfort level. **Photo & Video Disclaimer:** Please note that photos and videos will be taken throughout the event and may be used on our social media channels or other platforms. If you prefer not to be photographed or filmed, kindly inform one of the hosts at the beginning of the event. **Take the leap - join us for a night of transformative connections and step into a community of movers and shakers. We can't wait to meet you!** [LINK TO BOOK](https://www.eventbrite.com/e/group-speed-friending-with-meaningful-conversations-tickets-1985108869065?aff=oddtdtcreator) Instagram: @findyourtribemelb

We're thrilled to invite you to our next Microsoft Student Accelerator event on **Thursday, May 14th at 3:00 PM** at the **Microsoft Melbourne Office**! 🎉 Whether you're looking to understand different tech roles, learn how to best prepare for tech interviews, or learn about how to make your LinkedIn stand-out, this meetup is for you. Join us for an engaging afternoon filled with insights, practical guidance, and opportunities to connect with industry professionals and fellow students. ## What’s on the agenda: 📝 **Interview Preparation & Tips** – Learn what kinds of questions to expect in tech interviews and how to best prepare for them. 💬 **Crafting your LinkedIn Profile** – Get some tips about how to make your LinkedIn profile stand out. 🔦 **Role Spotlights** – Discover different tech pathways through short talks from professionals across multiple disciplines. 🤝 **Networking & Food** – Connect with peers and industry professionals to wrap up the afternoon. 📍 Microsoft Melbourne Office - Level 5, 4 Freshwater Place, Southbank VIC 3006 🗓 Thursday, 14th May 🕒 3:00 PM – 6:00 PM (AEST) (Please note: meetup event shows time in AWST, this event is at 3PM Melbourne time) We can't wait to see you there! 🤩 Best regards, The MSA Melbourne Team

**PLEASE NOTE THE FOLLOWING DETAILS:** This group is suitable for an intermediate type player. You need to be able to play a good level of tennis to participate. Beginners should participate in the Monday program. **YOU WILL NEED TO REGISTER AND PAY VIA THE ATTACHED LINK TO SECURE YOUR SPOT:** https://play.tennis.com.au/RoyalParkTennisClub/Coaching **Players who just register their interest on Meetup, do not have their spots secured and may miss out.** **Registration Opens:** 6 Days in advance at 9am **Registration Closes:** Close 6pm the day *before* the event. This is to finalise player numbers and organise a playing roster. **Social Tennis Structure:** * Location: Royal Park Tennis Club (333 The Avenue, Parkville, Melbourne) * Day: Thursday * Time: 10.00am-12.00noon Cost: $10 for Non-Members, $0 for Members. * Participants will play 3 sets of tennis: emphasis on having a good hit of tennis, getting some exercise and making friends. * After each set, participants will rotate around. * Balls are provided each week. * Racquets are available for hire if required. * Some refreshments are available for purchase. * Please remember to wear shoes suitable for tennis! * Maximum of 12 spots for each session.

**Event Confirmation Form (NEW LOCATION)!** ➡️ We kindly request you fill out this **event confirmation form** to confirm your attendance for the event and your dietary requirements - [https://forms.gle/3KHTRMddqW2RXvig9](https://forms.gle/3KHTRMddqW2RXvig9) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ## **What's On? 👀** **Speaker:** Paul McCarty **Title:** Rise of the AI Anti-Patterns **Abstract:** AI full-stack “vibe coding” platforms repeatedly converge on the same default stacks and the same failure modes. When your agent encounters an obstacle, it chooses the easiest path to get around it, which often means doing the bad security thing. If you know where to look, these "bad things" coalesce into several standard "AI anti-patterns". This talk will dive into these anti-patterns and underscore why you need consistent security tooling, because the agent can (and will) make insecure choices to satisfy the prompt. ## **Location** 📍(NEW!) Origin Melbourne M01, Ground Floor 321 Exhibition St Melbourne VIC 3000 ## **Agenda ⏰** * 5:30 - Food is served * 6:15 - Session start * 7:30 - Post-event networking \-\-\- Note: Please complete the event confirmation form: [https://forms.gle/3KHTRMddqW2RXvig9](https://forms.gle/3KHTRMddqW2RXvig9)

**Generative AI for Developers Meetup 2026** ***Building AI Applications with Agentic AI, GenAI Workflows & Multi-Agent Systems*** We’re gearing up for another massive night on **Thursday, 14th May**. We’ve got an incredible lineup of speakers, a hands-on agenda, and our wonderful MC, **Annemarie Boicovitis**, to guide us through the evening. **📅 AGENDA** 1️⃣ **Implementing Voice AI Agents** **David Galtieri (DepthNode)** David has been deep in the trenches implementing AI chatbots for enterprise. He’ll share insights on moving beyond text and the mechanics of deploying production-ready Voice AI. 2️⃣ **Round Table Discussion: Is software engineering dead?** **Featuring event host Dr. George Vossos** A community-wide debate on the existential questions facing developers today. George will be joining the panel to dive into how AI-augmentation is shifting the role of the engineer. 3️⃣ **The New Agentic Skill Set & Hiring Trends** **Joh Leonhardt** Our regular AI futurist breaks down what "agentic skills" actually look like in practice and exactly what the industry is looking for in its next wave of AI hires. 4️⃣ **Zero to markermate.ai: The Reality of Building an AI SaaS** **Ryan Sinnott** One of our founding members, Ryan, tells the "real story" of building and launching his own AI SaaS—the technical hurdles, the pivots, and what it actually takes to get to market. *** Whether you're a seasoned dev or just curious about the agentic future, come for the technical insights and stay for the networking with Melbourne’s AI community. *** 🌍 **Live-streamed globally** — YouTube link shared on the day (EU + US welcome!) \-\-\- **Why attend?** If you’re building (or about to build) agentic AI systems, this is the room where you’ll pick up reusable patterns, avoid common traps, and meet others shipping in the same space - developers, data folks, founders, and technical leaders. RSVP here: https://www.meetup.com/genai-for-developers/

**木曜日・ジャパンナイト 🇯🇵（Hikari Social Melbourne）** 日本文化や日本語に興味のある方のための、カジュアルで楽しい交流イベントです。 新しい友達を作ったり、リラックスしながら会話を楽しみましょう。 お一人での参加も大歓迎です。スタッフがサポートしますので、初めての方でも安心してご参加いただけます。 🎟 **特典：日本人の方は19時まで入場無料** 📍 **The Oxford Scholar（メルボルンCBD）** 🕕 **18:00〜22:00** *** ## 🇬🇧 English (for reference / below it) **Thursday Japan Night 🇯🇵 (Hikari Social Melbourne)** A casual and fun social event for anyone interested in Japanese culture and language. Meet new people, make friends, and enjoy relaxed conversations in a friendly environment. Most people come alone, and our hosts will help introduce you so you feel comfortable right away. 🎟 **Special: Free entry for Japanese before 7:00PM** 📍 **The Oxford Scholar (Melbourne CBD)** 🕕 **6:00PM – 10:00PM**

Are you craving some conversations with other big thinkers? The Movers & Shakers monthly coffee is for the creative's who are driven, are hustlers, are actively seeking to grow and look for new opportunities and are wanting to be around other dreamers and action takers. If you're seeking out those conversations that inspire you, that leave you feeling motivated, then this event is for you. The Creative Hustle is a social events community for professional creatives in Melbourne's arts industry. STRUCTURE: 15 min - casual networking/order your coffee 40 min - round table intros and questions 30 min - guided conversations topics in small groups Finish with casual networking MINIMUM SPEND: Everyone who attends this event is required to purchase something from the cafe, minimum of 1 drink.

**—— Details ——** We will meet at the starting point, take round trip around the Tan and a short stroll inside the botanical garden. BYO coffee/ water bottle. Dress for outdoor walk. Come along & simply say, "Hi, it's my first time joining the group event." or ask the organiser to introduce you. You can take it slow and start from there. If you enjoy the conversations, take the initative to invite others to hang out over a bite/ drink after. **\-\-\- Running Late \-\-\-** If you are running late, please message at least 30 mins in advance. We will wait up to 15 mins before heading off. We won't be able to keep track of messages once we start. **\-\-\- RSVP / Change of Plan \-\-\-** Change of plan or decide not to attend is absolutely okay. Please do update your RSVP to "NO", so others can have the opportunity to attend. **\-\-\- Intro \-\-\-** Kudos 2 Friends is a Melbourne based community created for individuals who are looking to expand their social circle and form long term friendship overtime. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, hiking, sporting, chilling, 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.

🌟 **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.

**🕊️ Date Night on Zoom for East Melbourne People Short Rounds** Round by round, you'll rotate through guided one-on-one video rounds with people from East Melbourne sorted by age and compatibility, as a welcoming host takes care of everything. As part of the process, you fill in a quick matching survey — the results from that questionnaire to curate your East Melbourne matches by quiz results and age, making every round feel more natural from the first minute. After the final round, match notifications go to both parties — exclusively for mutual selections — and the conversation continues on your terms. **Register under your age group:** - **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=500.0&productType=onlineSpeedDating&city=East%20Melbourne&groupurlname=the-sociable-singles-meaningful-adventure-network&ar=18-32&face_v=4.0) - **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=500.0&productType=onlineSpeedDating&city=East%20Melbourne&groupurlname=the-sociable-singles-meaningful-adventure-network&ar=30-46&face_v=4.0) - **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=500.0&productType=onlineSpeedDating&city=East%20Melbourne&groupurlname=the-sociable-singles-meaningful-adventure-network&ar=40-58&face_v=4.0) - **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=500.0&productType=onlineSpeedDating&city=East%20Melbourne&groupurlname=the-sociable-singles-meaningful-adventure-network&ar=55+&face_v=4.0) **⚠️ Do not lose your spot:** Your rsvp here is a signal of interest not a booking, so use the link for your age range, complete sign-up, and submit the personality questionnaire — spots go quickly so register now rather than later, and this is not optional — both steps are required. --- **The Essentials** - **Format:** Curated in a live Zoom room structured around guided private rounds, paired by age bracket and quiz results throughout. - **Where:** Location-free — on any internet-connected device, Wi-Fi and a front-facing camera covers it completely, and wherever you have Wi-Fi and a bit of quiet is perfect. - **Host:** A warm host manages the timing so every conversation has proper room, giving you the space to just enjoy the conversation — every transition and every call to move on is handled. - **Vibe:** Comfortable personal date rounds with East Melbourne people who are ready for something real, and most people book again after the first time. - **Duration:** Usually wraps in around 60 to 90 minutes covering all rounds, and the format keeps things moving. **Great for:** - Members in East Melbourne bored of profiles that never convert to actual dates and prefer structure over ambiguity. - People calling East Melbourne home who have given up on dating apps that go nowhere and need a better way to meet people. - Returners locally in East Melbourne moving beyond shallow connections that never lead anywhere and are ready for something genuine instead. **How it unfolds** 1. **Find your age group** – by clicking your age group registration link, then answer the personality questions, as without this your RSVP holds nothing. 2. **Show up on Zoom** – via your Zoom registration link at the right time, no tech headaches involved since you just click and join, and the host introduces everyone and gets the rounds started. 3. **Go through the rounds** – short Zoom speed dating rounds with age-matched East Melbourne locals paired by quiz, as the host keeps everything smooth and well-timed, because no round here is random — everyone was selected. 4. **Discover your matches** – match results go out after — mutual only, private always, as privacy is guaranteed for all non-mutual selections, and you connect whenever you would like to with no pressure. ⭐ *"Laughed way more than expected — better than every app I have tried"* – East Melbourne local 💡 **Setup tip:** clear your background or find a tidy corner, so the rounds feel natural from the very start, since it only takes five minutes and makes everything smoother. --- ✨ Real conversations from home — secure your place via the link above and you are completely set in this batch. You might be surprised what one evening can do. 💗 ✨

Has it been just you and your phone lately? It’s easy to feel connected yet still feel alone. Real connection comes from eye contact, laughter, and meaningful conversations. At Fast Friending, we bring people together for genuine, face-to-face interactions—helping you meet new people, find common ground, and build real connections that last. **You will need to buy a ticket for attending -** [https://mel16thmay.eventbrite.co.uk](https://mel16thmay.eventbrite.co.uk) \*You can use any debit or credit card to purchase your ticket at PayPal checkout. It will ask you for your email address but that is only to send you a receipt. You do not need a PayPal account. TICKETS:- Early Bird - AUD 5 per person Regular Ticket - AUD 10 per person Cash at Meetup - If you do not purchase tickets in advance then you can pay AUD 15 cash to your host Nina when you meet her at the event. **What's more?** \- We have happy hours\! \- If you’re feeling a little shy\, don’t worry—we’ve got you covered\! You’re welcome to bring a lady friend along for free\! \- We will meet at 7\.00 pm when you will be welcomed by your host Nina\. She will manage the evening and also help you make connections\. If you are a bit shy or anxious then please come early. Nina will help you meet other members in a small group and help you settle down and get comfortable. All attendees are also welcome to bring a lady friend along with them for free. This will make it a lot less stressful for you as you will always have your friend alongside. Our venue for the evening - La Di Da is spacious, has comfortable seating and not very noisy. We have a reserved area where our members can meet each other in a supportive environment. \- From 7\.30 to 8\.30 pm\, we will start 'Fast Friending' where our host Ivy will ask you to speak to a different attendee every 3 minutes\. You will be able to meet lots of ladies and gentlemen and not be limited to only those sitting or standing next you\. \- After 8\.30 pm you will have time to interact with those you have met as well as others\. \- We are not a close knit tight group\. Our evenings are warm and comfortable for members attending for the first time and those coming alone\. You will not feel alone\! \- We have many groups in this city\. Members of our other groups who RSVP are included as guests of the organisers in order to give you an indication of expected people\. \- This evening is for ladies and gents in the 25 to 50 age group\. While some will be at the younger end of this range there will also be others at the other end of the range and lots in\-between\! You will naturally gel with others of your own age range and so you will always find many attendees who fit your range\. \- We are not a 'dating' group\. We are focused on helping ladies and gents meet other like minded ladies and gents\. You will generally find a good gender balance \(maybe not perfect\) at all our events\. Why do we have tickets? 1. Cover our costs - Our host is compensated for their time and work. We also pay meetup and have dedicated staff to manage our events, hosts, venues and communication. 2. Group Safety - By securing your ticket we have a record and you contribute to a well organized evening where everyone is more committed and better behaved. 3. Management - Tickets help us better manage attendee group size, book suitable space and activity. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ABOUT [fastfriends.co.uk ](https://fastfriends.co.uk/)- We have connected members successfully for the past 10 years in over 30 cities (operating as Expatsclub, MeetConnectDevelop and fastfriends.co.uk). \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- You can contact our founder Dan on +447715705005 with any questions or ideas. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Here are some videos which will give you some guidance and comfort to make your attendance more productive.** Secrets of socializing at our meetups - [http://bit.ly/secrets-socializing](http://bit.ly/secrets-socializing) How to make new friends - [https://www.youtube.com/watch?v=v6GB0Hc_bSs](https://www.youtube.com/watch?v=v6GB0Hc_bSs) How to make people like you at our socials -[ https://www.youtube.com/watch?v=K4guProkKrI](https://www.youtube.com/watch?v=K4guProkKrI)

# 🌟 *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.***

**📅 DATE:** Saturday, May 16th, 2026 **⏰ TIME:** 7PM–9PM (Check-in from 7PM–8:30PM) **📍 WHERE:** DraftKings Sports & Social – 840 N. High St., Columbus, OH **🎟️ Check in:** at the host stand when you arrive say, **"DK Meetup Social"** 🍻 Join us for a fun, social night out! Meet new people, grab a drink, and kick back in a high-energy atmosphere right in the heart of Columbus 🎉 🎯 **What to Expect:** 🎶 DJ starting at 9PM 🏓 “Water” Pong + games 📺 Huge 37ft TV wall for all the live sports action 🥂 **Drink & Food Specials (7PM–9PM):** $3 Domestic Drafts – Miller Lite & Coors Light $3 Well Liquor Cocktails $4 Select Call Liquor – Tito’s, Bacardi, Tanqueray, Dulce Vida Blanco, Jameson & Jack Daniel’s $4 Topo Chico Seltzers $5 White Tea & Green Tea Shots $3 OFF Appetizers (excluding traditional bone-in wings) **📌 Quick Details:** 🔞 21+ only 🚗 Parking available at Hubbard Garage (behind venue) Pull up, bring your crew (or come solo), and get ready for a great night out 🥂

**PLEASE BUY TICKETS THROUGH EVENTBRITE. RSVP THROUGH MEETUP IS NOT A TICKET PURCHASE CONFIRMATION.** Strive welcomes you to 'General Business Networking', Columbus' hottest networking event! We are set in the perfect central location in Downtown for all to join. Are you interested in business? Want to elevate your career? Meet Consultants, Analysts of all types, Bankers, Software Engineers, Entrepreneurs, and more who are active in the space or are eager to get started. **\*\*This will be a multi-vertical event\*\*** **There will be professionals with backgrounds in the arts, finance, tech, real estate, healthcare, and more. Come with an open mind, and leave with connections that wouldn't be possible otherwise!** Pack some business cards and come with an open mind! Meet your future business partners, employers, coworkers, investors, and friends. You don't want to miss this opportunity to expand your network and create a brighter future. We will have a space for our event to check-in. The event will go from 6:00 PM - 8:00 PM (feel free to come at any point in this timeframe). Name tags will be provided. Business casual dress code. Job fair attire. **Remember, it's not who you know, it's who you meet tomorrow!** We look forward to meeting you at the event! Sincerely, Strive Networking Team *Refund requests are permitted up to 24 hours after purchase, so long as we are not within 48 hours before the event start time. Refunds will be made in full and repaid to your method of payment. Note that we are unable to reimburse PayPal fees.* *Disclaimer: By attending Strive Networking events you agree to photos/videos taken during the event being used to promote future events.*

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

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 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)