Virtual Freelancers

**Welcome to 'GENESIS' - The Generative AI Filmmaking Networking Event!** ***THIS MAY BE A LIMITED EVENT - PLEASE MAKE SURE TO RSVP.*** This group is for individuals interested in exploring the intersection of generative AI technology and movie making. Whether you're a filmmaker eager to discuss movie production, a technician looking to collaborate, or simply wishing to learn more and discuss AI in film, this group is for you! Join us at the Emporium food court (located behind Grill’d Burger Restaurant in the CBD, not near Melbourne Station) to discuss AI technologies, workflows, productions, AI ethics, government responsibility and more. After 7pm, we continue the evening with Happy Hour drinks at a nearby bar and a chance to grab dinner together. Feel free to bring friends interested in AI filmmaking; it’s a great way to introduce new faces to our expanding network. RSVP to help us gauge attendance and become part of a growing network of film professionals and enthusiasts. Though the event begins in the afternoon, the relationships you build here can last well into the night and beyond. At 7 PM, we move to The Carlton Club, a five-minute walk away, where we continue networking in a more formal rooftop setting over drinks and food. This change of venue offers an ideal environment to keep conversations flowing. We want to foster a supportive network for creativity, film and television production, and collaboration between the world of cinema and AI. Connect with like-minded individuals and explore the exciting world of generative AI filmmaking together at GENESIS.

We are excited to host Pavel for our next Melb.NET event where we discuss PR Reviews and how we can reduce the bottleneck effect they have on our development velocity! **Agenda:** * 5:30pm arrival - Food and drinks provided in-person * 6pm kickoff - Welcome & Introduction and few words from our Sponsors - 10 min * 6:10pm - Session 1 * 6.45pm - Session 2 **Session 1:** Breaking the PR Review Bottleneck by [Pavel Oborin](https://www.linkedin.com/in/poborin/) Pull request reviews are often the biggest bottleneck in software delivery, especially for distributed teams. What takes minutes to write can sit for days waiting for review, killing development velocity. The open source world has solved this at scale. Major projects like Kubernetes, Rust, and React coordinate thousands of contributors with sophisticated review strategies that go far beyond traditional approaches. This session explores proven techniques from leading OSS projects and how to adapt them for your teams: early design alignment, automated reviewer assignment, merge automation, cultural process shifts, velocity metrics, and modern workflow patterns. You'll leave with practical strategies to eliminate review bottlenecks and measurably improve your team's delivery speed. **Session 2:** How to achieve PR Flow in Messy Legacy Codebases by [Alex Phomphoukhao](https://www.linkedin.com/in/aphomphoukhao/) Exploring how we improved PR flow in a complex legacy .NET codebases. Covering metrics, workshop-driven changes, and how AI tools like GitHub Copilot and CodeRabbit helped reduce review load and speed up delivery. **Hosts:** * [William Liebenberg](https://www.linkedin.com/in/william-liebenberg/) \- Microsoft \.NET MVP \| Consultant at Arinco * [Bron Thulke](https://www.linkedin.com/in/bronthulke/) \- Microsoft \.NET MVP \| CTO / Co\-Founder at YouLi * [Bill Chesnut](https://www.linkedin.com/in/billchesnut/) \- Microsoft Azure MVP \| Consultant at SixPivot * [Tama Waddell](https://www.linkedin.com/in/tama-waddell/) \- Consultant at Arinco **Sponsors:** We have some amazing sponsors that help make this event possible: * [Arinco](https://arinco.com.au/) \- Venue\, Food and Drinks **Location:** In-Person at Arinco Melbourne. Level 6 / 440 Collins Street, Melbourne CBD 🗣 Apply to speak now: [https://bit.ly/melb-dotnet-cfp](https://bit.ly/melb-dotnet-cfp)

Get outside and join us for a day of planting trees and shrubs on a beautiful property in the Yarra Valley. Come and help to protect waterways, improve ecosystems and create habitat for wildlife. Share the day with a fun bunch of outdoorsy folk who like doing good! No experience required - we will train you on the day. Morning tea and lunch are provided for free. **[YOU MUST REGISTER VIA THIS LINK!](https://events.humanitix.com/copy-of-help-plant-native-seedlings-at-healesville-day-2)** This link tells you everything you need to know - what to bring, where to go, FAQs - and you MUST register on this page! You'll meet friendly, like-minded people, and return home knowing that you've done something meaningful. You'll need your own transport, approximately one hour's drive from Melbourne CBD. TreeProject is an award-winning, not-for-profit organisation that has been growing and planting native seedlings for farmers and Landcare groups for over 30 years. We have grown over 2 million trees! This year alone we are growing over 150,000 trees, and helping landowners plant about 50,000 trees! Come and join us!

Jewellers can hire a desk in our workshop to make or finish off their own pieces. This workshop is self run, you need to attend a health and safety induction before working daily unattended. Basic jewellery making tools are provided and some consumables such as flux, borax, tumbling polish, lathe polish and some drill bits. Aprons and safety glasses are provided, tie up loose hair, wear enclosed shoes. Please email claw.creative.studios@gmail.com for any questions or inquiries. Clara Carija, Director CLAW CREATIVE.

Please reserve your spot at bit.ly/bnitickets - do not RSVP here on MeetUp. Please mention Jerry invited you. BNI Momentum are a motivated group of business owners and business professionals who meet weekly to refer business to each other. (ordinarily we meet in Brighton, Bayside Melbourne). And now more than ever you can't afford to be losing connections you would have normally made face to face. BNI has embraced online networking, so come and join us! BNI is business as usual, but currently we are meeting online, and already our meetings still have the same amazing buzz with loads of Referrals, business and 1:1 meetings go ahead every week. Please arrive online by 10.15am (but from 10am) so you have plenty of time network and before our meeting officially starts at 10.30am. You will be emailed the weekly online link from the BNI Momentum Visitor Host team. So look out for an email from bnimomentumvisitorhosts@gmail.com - or please email that address if you have not received something by the Monday night before your chosen event date. Come along and network with people who want to refer you business. Learn the system, get some business education, hear from our weekly speakers. If you want to grow your business through referrals in a system guaranteed to work, then come along and see why BNI is the World's most successful networking organisation.

Women only class Open level. Some experience recommended. Address provided when booking in $20 casual Cash only Full-body workout: Tone your core, improve posture, and boost flexibility with the graceful movements of Egyptian bellydance. Perfect for beginners — our classes are welcoming and fun for all fitness levels Eugenia has been teaching Egyptian style bellydance for 15+ years Wear comfortable clothes and are feet or socks. Shoes optional. Spare coin belts available To book please text 0407770164

We are a multi-disciplinary group of PhDs and academic staff who write together regularly and help one another to achieve our writing goals through supportive community, focus and a structure that works. We welcome anyone who wants to get some writing done in a collegial, supportive, encouraging environment. You don’t have to be from University of Melbourne (you don’t have to be from university at all!). We use the Pomodoro method, which means we write in timed intervals of silence, then chat and catch up for 5 mins and repeat the cycle. Arrive when you like, leave when you like. The goal is to keep our writing projects progressing and reduce the isolation that can be part of the academic and/or writing life. **Session Outline:** Welcome: 9.00-9.05 (5 mins) Pomodoro 1: 9.05-9.30 (25 mins). Break: 9.30-9.35 (5 mins) Pomodoro 2: 9.35-10.00 (25 mins) Break: 10.00-10.05 (25 mins) Pomodoro 3: 10.05-10.55 (50 mins) Break: 10.55-11.05 (10 mins) Pomodoro 4: 11.05-11.30 (25 mins) **A note about the format** We don’t host critiques or readings. These events are a safe space for writers of all skill levels and genres to work on their craft, so no one will read or critique your writing. For our full event schedule, visit [https://shutupwrite.com](https://www.shutupwrite.com). **Other Important Details:** WiFi name/password: There is free public wifi available at the Melbourne Connect Superfloor (speak to the concierge for details). University of Melbourne staff and students can connect to the university wifi; staff and students from other universities can join Eduroam using their home institution's log in credentials. Travel / Parking info: Public bike parking along Swanston and Grattan Streets. Tram routes 1, 3, 3a, 5, 16. 16, 64, 67, 72 along Swanston Street (Stop 1) and 19 along Royal Parade (Stop 10). The nearest train station is Parkville Metro Station. Bus routes include 200, 207, 250, 251, 401, 402, 403, 505, 546. There is no public parking available at Melbourne Connect, however the area is well serviced by nearby public carparks, including Cardigan House Parking at 96 Grattan Street and the University of Melbourne Eastern Precinct Car Park at 375 Grattan Street. A taxi rank is located on Grattan Street.

**Welcome to Startup Oasis!** If you are a startup founder, investor, developer, marketer, or anyone else in the tech ecosystem looking to start, join, or help a tech startup, this event is for you! Entrepreneurs pitch their startups to the attendees; then, you can join a breakout room/area (that we curate) to talk to the founders, join their team, ask questions, and/or give feedback. People have been able to start a business as a result of this process. You are welcome to just watch as well. After the last pitch, the audience will be able to vote on a winner who will become eligible to pitch during the championship round at the end of the year to win the grand prize! The official registration page is [here](https://luma.com/wmcdrbnq). **Schedule:** ​5:30 PM - Doors open for networking. 6:00 PM - Sign up at the check-in table if you want to pitch your startup 6:15 PM - Startup Oasis Begins, founders pitch 6:45 PM onward - Founders break off into break-out rooms/areas, and attendees can move around and help one another for the remainder of the time, similar to a hackathon **Startup Oasis was created to pierce the illusion of accessibility of startups and tech by creating a grassroots forum for early-stage founders to pitch to those in the tech ecosystem to get real-time feedback for their idea or business.** Use this [link](https://www.startupoasis.org/contact-10 "https://www.startupoasis.org/contact-10") to: * Follow us on LinkedIn * Join our community * Donate to our cause * Visit our website * Sign up for our newsletter **Nearby Transit:** * Tram: Waterfront City Station (Trams 35, 70, 86) * Car Parking: parking garage nearby

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

**Important Note:** the venue requires a guest list in advance. To lock in your spot, please message me on LinkedIn with your full name and email address after you have registered on Meetup. Once you've doen both of these, you’re in. LinkedIn: [https://www.linkedin.com/in/matthewstuckings/](https://www.linkedin.com/in/matthewstuckings/) If you’re building something and wouldn’t mind doing it around other switched-on humans, come join us for a relaxed co-working day at **United Co. Fitzroy**. **Location:** https://unitedco.com.au/contact-us/ No formal agenda. No awkward icebreakers. Just good people, decent coffee, and focused work. ☕ **Loose plans on the day** *10:00–11:00am* Coffee, chat, and a quick “what are you working on?” round. After that, everyone settles in and gets on with their own work. *12:30–1:30pm* Optional tag-along lunch nearby if you feel like stretching your legs. **What to expect** • A mix of founders, consultants, marketers, and side-project builders • Light conversation, real work • Space to focus without being isolated You can network as much or as little as you like. **Who this is for** • People actively building something • Those who enjoy thoughtful conversation • Anyone who prefers productive days over scrolling at home **Details** Location: United Co. Fitzroy Capacity: 25 people Cost: Free Please RSVP only if you genuinely intend to attend. Spots are limited. Bring your laptop, your to-do list, and something meaningful to move forward.

**English for Beginners (A1–B2): Casual Speaking Meetup** （※Mainly for people in their late teens to 20s） • You understand English… but can’t reply? • You studied for years… but still can’t speak? • You feel nervous speaking English? You’re not alone You just need a place to try This meetup is for beginners who want to actually SPEAK. ✨ Small group (4–10 people) ✨ Friendly & relaxed atmosphere ⸻ **✨ What makes this different?** We don’t just chat randomly. Everyone gets a chance to speak! • Level-based groups (A1–B2) • Pair conversations (10 min each) • New partner every round • Simple question sheets No one is left out :) ⸻ **No pressure, no judgement** Mistakes are OK ‍♂️ Speak slowly, use gestures or a translator You WILL speak — even a little! And you might actually enjoy it ⸻ **How it works (1 hour)** • Short intro • 3 rounds of pair conversations • Free chat at the end Speak a little or a lot — both are okay! ⸻ **Who is it for?** • English learners (A1–B2) • International students / working holiday • Anyone who feels shy speaking English • Young adults (around 18–30) ⸻ **About the host** Hi, I’m Yuki I also struggled to speak English before. So I created this space where beginners can feel safe and try. ⸻ **When & Where** Saturday 11:00–12:00 — Meeting Room 1 - Library at The Dock **Free (just buy a drink)** ⸻ ✨ Just come, try, and enjoy! See you there :)

Welcome to Elixir Melbourne's monthly meetup. Where we go over Elixir ecosystem news, listen to great talks, and socialise with other Elixir developers of all levels. We’re rebooting the meetup after a hiatus with new (and old) organisers, a new venue and emphasis on more time to socialise. There are still speaking spots open. If you want to talk about anything Elixir related, get in touch. **Agenda** * 6:00pm - Arrive, socialise * 6:30pm - Welcome; introduction; “who’s hiring” pitches. * 6:45pm - Talk 1 (speaking spot open!) * 7:15pm - Food, socialise * 7:45pm - Maybe another talk (speaking spot open!) * 8:15pm - Finish up and head to Saint & Rogue (down the street from SuperAPI at 582 Little Collins St, Melbourne) **Sponsor** Huge thanks to [SuperAPI](https://superapi.com.au/) for catering and venue.

We are moving to a new platform and will be only running the new platform in 2025. please signup here: [https://www.downtomeet.com/Melbourne-Writers](https://www.downtomeet.com/Melbourne-Writers) This is the time to write whatever it is you want to write. \-\-\-\-\-\> IMPORTANT <\-\-\-\-\-\-\- We ask for the Nook which is to your left as you go in, but it is not always available. Ask for the table under "Mat Clarke". Sometimes we do not have an official host, so please say hi to people as they arrive and make everyone feel welcome. Thanks. No limitations. Come along and bring your laptop or pen and paper and work on whatever you want. There are no rules :) You can write. You can chat and write. You can share your work. Or not share your work. (If you need silence to concentrate then headphones are a good idea considering it is in a cafe/bar.) Coffee, hot chocolate, etc., available to buy. Also food and drink. Please buy something to show our thanks for the space they give us free of charge. There are some people that will want to chat, but most will be writing. So bear that in mind. See you there :) \-\-\-\-\-\-Please only RSVP if you can make it\-\-\-\-\-\-\- \-\-\-\-\-\-Un\-RSVP if you need to cancel\-\-\-\-\-\-\- We're booking the area, so we will need you to turn up if you say you are coming. Thanks. Thank you, Melbourne Writers. Great Links: Facebook: https://www.facebook.com/MelbWriters Website: www.worldwriterscollective.com Twitter: https://twitter.com/MelbCityWriters Blog: http://melbournewriters.wordpress.com **Help us by adding to these social pages and site**

CBD Business Owners Network is a professionally facilitated networking experience designed specifically for business owners who are serious about building meaningful connections and growing their business. This is not a typical large, unstructured networking event. The focus is on **quality conversations, genuine relationships, and long-term business growth**. **What This Event Is About** We bring together a small group of business owners in a relaxed, structured environment to: * Build strong professional relationships * Create opportunities for referrals and collaboration * Have real conversations about business growth * Connect with like-minded business owners in Melbourne There are **no presentations and no sales pitches** — just focused, high-quality networking. **What to Expect** * A curated group of business owners (not a large crowd) * Structured introductions to help you connect with the right people * Open networking and meaningful conversations * A relaxed and welcoming environment * Opportunities to build long-term referral relationships **Who Should Attend** This event is ideal for: * Business owners and decision-makers * Consultants, service providers, and entrepreneurs * Professionals looking to grow through referrals and partnerships This event is designed **for business owners only** **Why Attend** If you’re looking for a networking environment that is: * Not overcrowded * Not overly sales-driven * Focused on real connections and growth …then this is for you. **Contact** If you have any questions or would like to know if this is the right fit for you: **Rakesh Singh** PinnacleEdge Business Coaching 0423 804 123

We are recruiting new group leaders for virtual men's groups! Our primary groups are outdoor movement groups, but we are launching virtual groups for the state of Ohio and beyond and the groups will move outside in the spring, creating room for men's groups, women's groups and coed groups all over the country. Read below to learn about our groups and click the links at the bottom to apply. ### **What is an Outdoor Empowerment Group?** Our Outdoor Movement & Community Empowerment Groups are simple, guided experiences designed to help people reconnect with nature, themselves, and others. We combine some form of movement (hike, walk, run, bike, yoga, workout) and meaningful conversation within a simple community circle to create a space where individuals can support each other while prioritizing mental and physical well-being. Whether you’re seeking stress relief, personal growth, or community, our groups offer everyone a unique and welcoming environment. ## **Why Join?** * **Improve Mental & Physical Well-Being** – Movement, nature, and supportive conversations reduce stress and promote balance. * **Feel Less Alone** – Build genuine connections with like-minded people in a safe, welcoming space. * **Gain Clarity & Perspective** – Step outside daily routines and into a space designed for personal growth and reflection. ## **The Ideal Group Leader** The ideal group leader * Has a born-in passion for mental health, movement, connecting with nature and building community. * Has 5 extra hours per week to dedicate to a meaningful cause for at least one year. Yes, you can leave any organization at any time and we can also ask you to leave, but we are building with legacy in mind and we need people who can commit and be ALL IN on this mission to build with us. * Is independently financially stable with the ability to volunteer with no expectation of pay. This is a deeply beautiful journey of service that all participants commit to at Speak Your Mind. * An ability to manage groups with high emotional intelligence and desire for human connection. * An ability to self-motivate and market/promote their group on Facebook and other social platforms. * Nature informed therapy or clinical therapists/psychologists a plus. ## **Our Impact**  Since launching, we have helped thousands find support, connection, and healing through our Outdoor Movement Groups. 100% of participants surveyed have reported: * A noticeable improvement in mental clarity and emotional well-being. * An increase in social connection and a sense of belonging. * Said they would return again. We believe mental health should be accessible, community-driven, and rooted in nature. Join us and take the first step toward a more connected, grounded, and supported version of yourself. ### **Why Our Groups are Donation-Based** Our Outdoor Movement Groups are made possible through a donation-based model. This approach allows us to keep our events accessible to everyone, regardless of financial circumstances, while also ensuring that we can continue expanding our reach. It’s a great way to pay it forward and support the growth of this beautiful mission! Every contribution helps us: * **Cover Essential Costs** – Donations allow us to pay essential legal, marketing, insurance, and admin costs as well as nourish the important people who run the organization. * **Grow Our Mission** – With your support, we can bring these healing experiences to thousands more people in the future and execute our long term plan to expand across the USA, affecting up to 500,000 people per year. By choosing to contribute, you’re not just leading an event—you’re helping build a mental health movement that supports long-term well-being and connection for all during a severe mental health epidemic. ## **Come Join Us!** We’d love to have you be part of this growing community of people prioritizing their mental health, movement, and connection. 🔹 **Visit Our Website to Learn More:** https://speakyourmind.men/joinusoutside 🔹 **Apply Here to Lead Your Own Group!** – https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application 🔹 **Support the mission**: If you resonate with the mission and want to support, feel free to join a group before applying or donate to help us reach our goals to help more people! You can donate here: https://secure.givelively.org/donate/angels-for-angels/speak-your-mind Please text Mario with any questions: (808) 855-8831

**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.*

Are you passionate about supporting other men on their mental health journey? We’re building a movement of virtual and in-person men’s groups across Ohio — and we’re looking for group leaders who want to make a real difference with us. As a group leader, you’ll create a safe space where men can connect, reflect, and grow together. Training and support are provided — you just need heart, presence, and a willingness to lead. **Apply now to lead a group in your area:** 👉 https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application Speak Your Mind is a mental health non profit dedicated to bringing our community together to end the isolation that leads to mental struggle and suicide. Learn more about them here: https://linktr.ee/taketimespeakyourmind

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.

💌 **Online Speed Dating for Columbus Singles — Real Connections, Long-Term Thinking** This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter. Live on Zoom. Personality matched. Built for people who want something that lasts. **Choose your age group to register:** - Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0) - Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0) - Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0) - Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Columbus&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0) 🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz. --- **How it works:** 1. Register via your age group link and complete the personality quiz. 2. Join Zoom at the event time — works on any device, no downloads needed. 3. Meet Columbus singles in short one-on-one rounds matched by age and personality. 4. Mutual matches are shared after — take it forward at your own pace. 🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.

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