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1. Donations. QR codes to donate to our Ko-Fi will be around. We have a library of games that we think will suit all players. If you have any suggestions please message: Schedule: We will start at 5:30pm and play until 8:30pm. 2 Strike Policy Late-leavers: attendees who cancel within 24 hours of the event. No-shows: attendees who mark themselves as “going” but don’t turn up. Someone who does either of these once will be forgiven but flagged. On a second offence, they will be removed. Long-time regulars will be afforded some leniency. Legitimate reasons will be considered for leniency. What to bring: Yourself! Feel free to bring any games of your own but neither is necessary to having an enjoyable time with us (no alcohol permitted). What we will bring: We will bring our library of games that we think will suit players of all experience and taste, tap water is available. Below is the list of games we make available to this event. We will bring a subset of these games. WAVELENGTH (2019) Codenames Duet Codenames Monikers The Resistance: Avalon Deception: Murder in Hong Kong Dominion: Second Edition Dixit 7 Wonders Sheriff of Nottingham: 2nd Edition Catan Splendor Modern Art Chinatown Landmarks (2024) Bang! Secret Hitler Mafia Crossfire Insider Wonky (2015) Love Letter 7 Flip And Way MORE List of banned games: Monopoly (any version)

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.

How about we kick off the best day with a jog and coffee together? Trust me, you won't want to miss out! 🏃‍♂️Training menu🏃‍♂️ Every Sunday 8:00~ Fed Square Assembly 【https://maps.app.goo.gl/zmPQ6U533pUDcNSA9?g_st=ic】 If you have luggage, please consider using the lockers at the station. 💥40~60 min Jog+Walk Pace: Easy pace, suitable for beginners. If you got tired, let's walk together. 【schedule】 8:00 Gathering 8:10 Start 9:00 End of training Challengers we are waiting for you 😊

* 🌏 **MELBOURNE → NOOJEE** 🏙️ * 📅 SUN **3 MAY, DAY TRIP ☀️** * ✨ Travel far enough to feel both adventure and calm. ✨ \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Escape the city and join us for a beautifully balanced day in nature — where everything is taken care of, and all you need to do is arrive, breathe, and enjoy. From the moment we leave Melbourne, the rhythm begins to slow. The road opens into rolling Gippsland hills, forests deepen, and the air shifts — fresher, softer, calmer. In **Noojee**, we ease into a **gentle, scenic hike** through tall trees and peaceful trails, moving at a comfortable pace with space to connect, unwind, and simply be present. After the walk, we gather for a **relaxed picnic with a fresh fruit platter, snacks, and drinks — all included**. A moment to share, recharge, and enjoy nature together. The afternoon flows into a **quiet riverside experience** — a short walk through town brings us to the water, where we pause for a **guided meditation and grounding session**, surrounded by stillness. We continue with a scenic drive through the countryside, stopping at a **beautiful lookout** for views across the rolling hills, before finishing the day with a visit to a **local sculpture gallery** — adding a creative and cultural touch. No planning. No stress. Just a smooth, meaningful day of nature, movement, and connection. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ## 🎒 **All-Inclusive Experience — $99** ✅ Comfortable **Mercedes minivan transport** 🚐 ✅ Guided **10 km scenic hike** + gear support 🥾 ✅ Meditation & grounding session 🌿 ✅ Fresh **fruit platter picnic** 🍉 ✅ Unlimited **snacks,** soft drinks, coffee & tea ☕ ✅ Scenic lookouts & curated itineraries 🌄 ✅ Friendly, welcoming group atmosphere \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- #### 🕒 Itinerary: 🌅 **07:00 — Pick-up from Melbourne CBD (St Paul’s Cathedral)** ⛽ **07:30 — Stop break** 🌿 **09:00 — Arrival in Noojee** ☕ Morning tea / coffee / snacks *(all included)* 🥾 **09:15 — Easy Scenic Hike** • \~10 km \| \~170 m elevation • Comfortable pace, forest & views 🍉 **13:00 — Picnic Lunch** • Fruit platter + snacks + drinks *(all included)* 🌊 **14:00 — River Walk + Meditation** • Gentle walk through town • Guided grounding session by the water 🌄 **15:00 — Lookout Stop** • Scenic views across Gippsland hills 🎨 **15:30 — Sculpture Gallery Visit** 🚐 **18:00 — Return to Melbourne CBD** 📍 Drop-off: Hamer Hall \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **🎒 What to Bring?** ✔️ **Comfortable hiking shoes (or able to supply, let me know size)** **✔️ Wind/water-resistant jacket**🧥 ✔️ **Long pants & long sleeves** 🌿 ✔️ **Hat/beanie** 🧢 ✔️ **A positive mindset & big smile!** 😊 \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **💰 How to Book?** Secure your spot with a **$99 transfer**: 🔹 **PayID:** 0414 661 458 🔹 **Bank Transfer:** **NAME:** KARAPETIAN G **BSB:** 013233 **ACCOUNT:** 226325836 **Ref:** NOO 🌟 **Limited spots available—RSVP now!** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ❗️**Please Note:** **Payments are only credited or refunded if the event is canceled or rescheduled by the organizer.** In all other circumstances, payments are **non-refundable and non-transferable**. ❗️Thank you for understanding and supporting the planning involved in creating these experiences! 🌿 \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 📢 **Questions?** Feel free to **DM me anytime!** 📩 ✨ **Let’s make this an adventure to remember** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Visit our sources: https://www.facebook.com/groups/812911556223655/?ref=share Instagram: nogeography.hike.kayak https://www.meetup.com/en-AU/no-geography-hike-and-kayak/ \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- \*\*\*Where Relaxation Meets Adventure **\*\*\*** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **LIABILITY WAIVER** The organizer of this group cannot accept any liability for any loss, damage, injury, or accident to participants or their property at this event. By participating in this event, you're taking responsibility for your own safety and well-being. By joining this event you agree to these terms. ## **COVID-19 Safety Measures** * The event host is instituting the above safety measures for this event. * Please do not attend if you are experiencing any flu-like symptoms, such as fever, cough, or sore throat. * If you have recently tested positive for COVID-19 or have been in close contact with someone who has, we kindly ask that you refrain from attending. * Thank you for your understanding and cooperation in keeping our community safe!

**Social Pickleball - All Levels Welcome!** \*\* [Instagram: @rmit_pickleball](https://www.instagram.com/rmit_pickleball/) [WhatsApp: RMIT Pickleball Club](https://chat.whatsapp.com/G7VE0NcThWWIgLnnJBVQBq)\*\* \*\* Paddles and balls provided! Beginner friendly - simply show up and we’ll teach you the basics \*\* Grab a paddle, play pickleball, and meet new people! \*\* Who is it for?\*\* * Members of public and RMIT students * Complete beginners * Intermediate players * Advanced players (up to DUPR 4.5 expected) **✅ How to join?** 1. **Become a club member** [at the RMIT Store](https://store.rmit.edu.au/pages/club/pickleball) (one-off payment) 2. **RSVP** on Meetup to join the session 3. When marked as **“Going”**, pay for the session: **\- Payment link** is in the **comment section below** (posted 1-3 days before) \- Use your RMIT Store account with a club membership \(from step 1\) 4. Can’t attend? Update your RSVP to “Not Going” **⏳ Priority on waitlist** 1. Clear Meetup profile with name and photo 2. RMIT students 3. Regular attendees \*\* On the day\*\* * New players, please **introduce yourself to the host** * New players wanting a **rules intro**, please arrive on-time and ask a host * Have your **emailed ticket receipt ready** \- it will be checked on the day \*\* Cancellations and Refunds\*\* * No refunds for change of mind, non-attendance, or no-shows * Refunds only if the event is cancelled (weather or court availability) * Credit for a later session may be offered by agreement in case of event cancellation * Pay only when we share the payment link in Meetup - using old links is at your own risk Whether you are new to pickleball or a regular player, this is a great way to get some games in and connect with the community. Come solo or bring a friend - everyone is welcome! \*\* Spots are limited, so RSVP early! \*\*

**Single? 💔** **Over Dating Apps?** **Instantly Get The Dates!** **Meet Someone Today** ❤ . . **Book Through Link to Participate** 👇 [https://speeddatingsocial.au/speed-dating-melbourne-event-34-55yrs-2-may-2026](https://speeddatingsocial.au/speed-dating-melbourne-event-34-55yrs-2-may-2026) . . **Want To Meet Someone?** All your friends in relationships? Are you better at talking in person? . . **Get 12 Fun Dates in 1 Night** Easily Meet New People Find someone to share your life ♥ Popular with professionals & everyday people . . **Simply Turn Up... ✅** We do the rest for you Be introduced to each date So you can easily chat one on one . . **Ladies Sit & Men Rotate** Simply rotate every 5mins Get paired & meet each other 👋 Most Come Alone, or Invite Friends . . **Click below to Be Matched (limited places)** [https://speeddatingsocial.au/speed-dating-melbourne-event-34-55yrs-2-may-2026](https://speeddatingsocial.au/speed-dating-melbourne-event-34-55yrs-2-may-2026) . . **That’s 12 Fun Mini Dates** Easily meet new people, And see what they're like Enjoy your privacy, I booked us the bar . . **Select Whoever You Like** Anonymously Tick Anyone You Fancy So there’s no fear of rejection 94% get matches the next day ✅ . . **Equally Booked Ratios 50:50** (we advertise everywhere not just on Meetup) There's plenty of people to meet 50-80 attendees at each event! Most book early, so don't miss out . . **Must click below to Attend (limited places)** [https://speeddatingsocial.au/speed-dating-melbourne-event-34-55yrs-2-may-2026](https://speeddatingsocial.au/speed-dating-melbourne-event-34-55yrs-2-may-2026) . . **Still Unsure? 😕** We Get It... But it's the easiest way To meet new people Try a new experience . . **It's Okay to Feel Nervous** It's easy once the first chat starts Every night you’ll meet 12 singles Worst case, you'll make new friends . . **And If It’s Your First Time** We’re all in the same boat ⛵ Just turn up, I’ll find you a seat Every 5mins we rotate everyone . . **You Enjoy Fun Chats** Many have already found love Tick ‘yes’ whenever you like someone Get your matches the next day ❤️ . . **It Builds Confidence** Even if you’re new to the game, You’ll get better at meeting people Introduced to each new person Find friends & new connections . . **Always Heaps of Attendees** ✅ Each week I spend thousands on Google and Meta ads And keep ratios balanced 50:50 So there’s always plenty of people to meet ✓ . . **Whatever You’re Looking For** They’re only one 5min chat away Book now though the link below & find your someone today 👇 [https://speeddatingsocial.au/speed-dating-melbourne-event-34-55yrs-2-may-2026](https://speeddatingsocial.au/speed-dating-melbourne-event-34-55yrs-2-may-2026)

✨\*\*The Call of Soul – Have You Heard It?\*\*✨ "What on Earth is Going On?" You are more than your daily routine—you are an eternal, creative being. Join us for an ECK Light and Sound Service to explore your innate ability to know divine truth. This session is a blend of shared wisdom and quiet contemplation, featuring the HU Chant to help shift your frequency. It’s an hour dedicated to having your own personal experience with the Light and Sound of God. No labels, no judgment—just a chance to explore the spiritual principles that move through our lives. You are invited to stay for refreshments and fellowship after the service. Sponsored by ECKANKAR The Path of Spiritual Freedom more info - [www.eckankar-essa.org.au](http://www.eckankar-essa.org.au/)

* **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. 🏃 🏃‍♂️ 🏃‍♀️

❤ **!! 🎫 MAC ACMI x CITY WALK 3 MAY 2026 🎫 !!** ❤ Tickets - $5pp Join us for a tour around the free ACMI Museum!! This is a fun activity space to walk through together. The event officially ends after we finish at ACMI however.... should weather allow us to continue the day, we will head out for a long walk followed by dinner and possibly desserts!! WAHOO!! We encourage all participants to wear comfortable shoes, clothes, and bring a bottle of water. All attendees who have carers are asked to invite and RSVP with their carer and due to the nature of this outdoor public event this will be a mandatory requirement. All carers play an important role and are asked to participate equally and be a connection bridge for their participants at all times. \>\>\>\>Strictly no drop ins will be allowed<<<< \>\>\>\>Tickets sell quickly\! Please do not wait to RSVP<<<< Connect with us on Discord for quick responses as there can be a multi day lag via Meetup messages: JOIN MAC DISCORD: [https://discord.gg/C3Ug63F](https://discord.gg/C3Ug63F) ❤**DATE:** 3 MAY 2026, SUNDAY ❤**TIME:** Meet at 3:00PM for 3:30PM START \*arrivals after 4.00pm require attendees to find our current location via Discord ❤**START PLACE:** GROUND FLOOR ACMI [[across from the gift shop at the bottom of stairs]] **THE PLAN:** Arrivals take place from 3:00pm for a 3:30pm start!! We will meet, be put into groups, walk through ACMI. The event technically ends here. If weather permits, we will have an after party by taking a stroll together, get take away somewhere and possibly even some dessert! This is an extremely relaxed public outdoor event! **Some insight for newer members:** It's a natural process to feel a little anxious attending a large event you have never experienced before. This is not our usual MAC LIBRARY EVENT however if you feel uncomfortable at any time, you can ask Rebecca to link you in with someone!! We have many friendly non judgemental faces within our community and all you have to do is notify Bec if you struggle. In all our events you should expect adults having wholesome fun and letting lose whilst being challenged to push some comfort zones - we invite you to do as well! We have witnessed many wonderful long term friendships formed at MAC so we do hope you join us! **THANK YOU FOR YOUR DONATIONS** A big thank you to everyone who RSVPs - This money helps with the club's upkeep and hiring of the venue! We are completely NOT-FOR-PROFIT and we sincerely appreciate your contributions!! Raffle tickets will be available on the day to further support our MAC community!! ❤\*\*::MELBOURNE ANIME COMMUNITY ONLINE::\*\*❤ You can also join our online MAC Discord Server via the following link to discuss this event and have any of your questions answered. JOIN MAC DISCORD: [https://discord.gg/C3Ug63F](https://discord.gg/C3Ug63F) *Please follow the prompts and provide your FIRST NAME in our #introduce-yourself channel. Providing your real first name helps you build happy healthy long term friendships especially when meeting in person. If you are not able to provide this please kindly provide reasons to @superbec who can help assist.* **IMPORTANT TO KNOW** ❤Everyone is welcomed to MAC events. We ask that all attendees be polite, respectful, and kind to one another. We pride on genuine SAFE SPACE for any one and every one. Our community does not tolerate bad behavior and we are committed to stamping out bullying! If you see bad behavior disguised as "jokes" please call it out or contact the community leaders so we can address this and keep the community a safe space. For more information please see our POLICY on our Discord. JOIN MAC DISCORD: [https://discord.gg/C3Ug63F](https://discord.gg/C3Ug63F) ❤By RSVPing to our events, you automatically agree to our policy and your pictures taken at our events for promotional purposes. If this does not suit you, please let us know during sign in. ❤Our events have a strict 'Respectful Attendance' policy. This means our community will not tolerate drop ins or creation of concurrent events with MAC members during a live MAC event. This is in line with our creating-community values. ❤MAC is committed to being an inclusive space. Where a carer is required, a carer must attend and have a purchased ticket. This is to ensure that all individual needs of a participant can be met during an event. None of the organisers of the event are trained to provide special assistance. ❤\*Release and Indemnity. Please read carefully. This section contains a surrender of certain legal rights. Upon RSVPing to all MAC events, you hereby acknowledge and assume all of the risks in participating in the event and agree to release, waive indemnity, and not to sue Melbourne Anime Community along with any applicable organisers, hosts, and related personnel/venue spaces, and volunteers. This is respect to any and all claims, liabilities, suits or expenses including attorney's fees and costs for any injury, damage, death, lost, stolen, or disposed property or any loss connected to participation of the activity that you may have suffered. Help us improve our community by providing negative or positive feedback!

**Welcome to Incubator Melbourne!** Curious about how board games are made? This is our regular event to test prototype games. Newcomers are very welcome and no experience is needed. You don’t need to bring a game to join and play. ***Please RSVP here and cancel if you cannot attend.*** *Total attendance is higher than the Meetup RSVP list, and we typically have a good-sized group on the day.* 🗺️ **HOW TO FIND US** The Lion Hotel is on level 3 of Melbourne Central. We’ll be down the back at Jac’s Bar. Look for our tables and grab a seat. 👀 **WHAT TO EXPECT** • Bring a game to test, or just join in others’ games • Two sessions: short games first, longer games after lunch • Quick intros, setup, lunch break, then afternoon games ⏰ **TIMES** • 11:00–11:30am: Intros and setup • 11:30–1:00pm: Short games • 1:00–1:30pm: Lunch • 1:30–4:00pm: Longer games

**Social Pickleball - All Levels Welcome!** \*\* [Instagram: @rmit_pickleball](https://www.instagram.com/rmit_pickleball/) [WhatsApp: RMIT Pickleball Club](https://chat.whatsapp.com/G7VE0NcThWWIgLnnJBVQBq)\*\* \*\* Paddles and balls provided! Beginner friendly - simply show up and we’ll teach you the basics \*\* Grab a paddle, play pickleball, and meet new people! \*\* Who is it for?\*\* * Members of public and RMIT students * Complete beginners * Intermediate players * Advanced players (up to DUPR 4.5 expected) **✅ How to join?** 1. **Become a club member** [at the RMIT Store](https://store.rmit.edu.au/pages/club/pickleball) (one-off payment) 2. **RSVP** on Meetup to join the session 3. When marked as **“Going”**, pay for the session: **\- Payment link** is in the **comment section below** (posted 1-3 days before) \- Use your RMIT Store account with a club membership \(from step 1\) 4. Can’t attend? Update your RSVP to “Not Going” **⏳ Priority on waitlist** 1. Clear Meetup profile with name and photo 2. RMIT students 3. Regular attendees \*\* On the day\*\* * New players, please **introduce yourself to the host** * New players wanting a **rules intro**, please arrive on-time and ask a host * Have your **emailed ticket receipt ready** \- it will be checked on the day \*\* Cancellations and Refunds\*\* * No refunds for change of mind, non-attendance, or no-shows * Refunds only if the event is cancelled (weather or court availability) * Credit for a later session may be offered by agreement in case of event cancellation * Pay only when we share the payment link in Meetup - using old links is at your own risk Whether you are new to pickleball or a regular player, this is a great way to get some games in and connect with the community. Come solo or bring a friend - everyone is welcome! \*\* Spots are limited, so RSVP early! \*\*

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

Hike approx 4.0 miles at approx. 18 minute mile pace. Meet in front of the Nature Center.

Join us as we get together to get together to help those in need at this CMG Gives Back event! We have a great little community of Movie Group friends so rather than see a movie this time, we’ll help “create a better world” by helping serve those in need. Here are complete details and our plan for this event: FAITH MISSION – GRANT KITCHEN: The Faith Mission kitchen and dining room serves residents 3 meals a day, every day of the year. For this event, our group will help prepare food, serve meals, assist residents in the dining room, wash dishes, and clean surfaces. PLAN: We will be preparing / serving / cleaning for BRUNCH from 10:30am to 12:30pm and have space for a total of 7 volunteers. Please arrive at 10:20am and wear closed-toe shoes and long pants. LOCATION: Faith Mission – Grant Kitchen is located at 245 N. Grant Ave. Enter the kitchen at Dock 1 (in the back of the building), indicated in the attached map. On-site parking in the adjacent lot and street parking is available in the surrounding area. Below are some links / attachments with additional info/details: IMPORTANT REMINDER: Our group will be providing all of the volunteers on this day so a firm RSVP count is essential. Please only sign up if you are certain you’ll be able to attend. If something unavoidable comes up, please try to update your RSVP no later than one week prior to the event. With few exceptions, no shows or cancelations within 1 week of the event will not be eligible for future CMG Gives Back events. I appreciate your understanding as we try to ensure the agencies have the volunteers needed to provide the essential services they provide to the vulnerable population they serve. Our Partner Agency for this event is Lutheran Social Services! A huge THANK YOU to all of YOU for volunteering at this (and any of our previous) CMG Gives Back events! Should be another good/fun/meaningful time together, Dan

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