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Frequently Asked Questions
Yes! Check out text analytics events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the text analytics events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Text Analytics Events Today
Join in-person Text Analytics events happening right now
Let's build: A.I/ML/Robots using Google Colab and Aiko Services
**Aim:** Create A.I / Machine Learning projects ... optionally with Robots
**Web-site: [https://ai-ml-robots.github.io](https://ai-ml-robots.github.io)**
**Discussions: [https://tinyurl.com/ai-ml-robots-discussions](https://tinyurl.com/ai-ml-robots-discussions)**
**Pre-meeting catch-up:** 6:00 pm at **[Grill'd Burgers, 127-133 Swan St, Richmond](https://maps.app.goo.gl/N6QBydEVo1JW6ctn9)** ... great opportunity for casual discussion and especially for newcomers to get acquainted with the group
***(our table will have orange traffic cones)***
**Activity:** Using [Google Colab](https://colab.google) and [Aiko Services](https://github.com/geekscape/aiko_services), we will build a project ... where the details will be provided / updated a couple of weeks prior to the meet-up date.
**Agenda:** **7:00 pm sharp at 415 Church Street, Richmond**
\- 7:00 pm ML software "guided" build session using Google Colab
\- 9:30 pm Projects show and tell: ad\-hoc for anyone to contribute
\- 9:45 pm Tidy up room
\- 10:00 pm Hard stop \!
**Please bring a laptop, as these are hands-on build sessions.**
Just think of a laptop as a robot without wheels or legs !
If you are a newcomer to Machine Learning or robotics, you are still very welcome.
If you do have a robot, please bring it along !
Milkyway in Premium Location - One Solo Photo
Please note that **this event is not open for photographers** (no option to bring Camera/GoPro or tripod). I will be taking photos of people with the Milkyway. Cameras and tripods aren’t allowed due to past accidents that led to damaged cameras/lenses and injuries in the dark. We have done over 200 Milkyway events. Please read the group rules before signing up.
Please follow these two steps to confirm your spot:
Step 1: Please RSVP to this event on meetup.
Step 2: Please get your tickets on Trybooking ($20 - Early Bird, $25 - Regular) - [https://www.trybooking.com/DMCVS](https://www.trybooking.com/DMCVS)
We will scan Trybooking tickets at the meeting point.
Please note that Trybooking tickets will only be refunded if the event is moved or cancelled. Trybooking Tickets are non-refundable. There is no option to also transfer the ticket to a new date. Payments are managed through Trybooking and not Meetup. You will see an **"Unpaid" status on your RSVP**. The only thing you need is the Trybooking ticket which you will receive by email.
**Meeting Point**: Let's meet in the Corner of Spencer Street and Bourke Street (Station Side - Near the steps) at 5:45 PM and head to one of the **premium locations** (100km away from Melbourne). Driving to the destination is not an option for any of our stargazing events. We should be back in the CBD around 11:30 PM.
**Meeting Point Photo**: [https://bit.ly/2SkyVL2](https://bit.ly/2SkyVL2)
Please carry a warm jacket as the temperature is expected to be around 8°C. Please carry takeaway dinner as there are no food options at the destination.
**Cost:**
Organizer Fee: $20 - Early Bird, $25 - Regular
Transport: PTV is Free
Taxi/Uber: $50 (In an unlikely event where Vline services are cancelled )
Photos: All the images will be uploaded to our Facebook Group (Explore Melbourne) - [https://www.facebook.com/groups/exploremelb](https://www.facebook.com/groups/exploremelb) and meetup.
I take one solo photo for everyone with the Milkyway. These events are not aimed at photographers.
Location: For the safety of people attending the event and flexibility to change location at the last minute based on the weather forecast, we will only share the location details with people at the meeting point. For the safety of people attending future events, please do not share the Milkyway location with anyone. Also, please do not tag the location when sharing photos on Social Media.
The Milky Way Galaxy is one of the most interesting naked eye sights in the night sky. We live under light-polluted skies, and to see a glimpse of the Milkyway, we need to travel outside the city. We run Milkyway events near Melbourne (40-50km away) and events in premium locations (over 80-100km from Melbourne CBD). We will mention premium events on the title of the event.
Many Solo and some group photos from previous events: [https://drive.google.com/folderview?id=1F0fE1-s4mkkNIi1oATIVBE3I5riDTRO3](https://drive.google.com/folderview?id=1F0fE1-s4mkkNIi1oATIVBE3I5riDTRO3)
Please follow us on Social Media for photos, videos & updates:
[YouTube](https://www.youtube.com/@explore-melbourne) \| [Facebook Page](https://www.facebook.com/exploremelb) \| [Facebook Group](https://www.facebook.com/groups/exploremelb) \| [Instagram](https://www.instagram.com/xpmelb/) \| [TikTok](https://www.tiktok.com/@exploremelbourne) \| [ExploreMelbourne.AU](https://exploremelbourne.au/)
Explore Melbourne is the largest meetup group in Australia. We have seven simple rules in place to protect our community and for everyone to have a positive experience.
❌ **Not a dating group!** – We’re here to make friends, not find soulmates. No flirty business, please!
📵 **No phone numbers**, please! – Feel free to swap social media if both parties are cool with it, but let’s keep our digits private. Please **don’t add people to WhatsApp or other groups**.
🔞 Our events are only **open to people aged 18 and older**.
📢 Please **do not advertise other events or groups**.
😅 **Don’t be a social octopus!** – Give people space to chat with others. Please don't be clingy.
🚗 We **don't allow carpooling** due to safety incidents/our public liability insurance not covering motor related accidents.
💰 **No sales pitches!** – No selling, no MLMs, no pyramid schemes, no “life-changing mentorship” offers—let’s keep things scam-free.
By joining this event, you’re giving us a virtual pinky promise 🤝 that you’ll follow the rules. Break them, and—poof!—you’re out for good. No second chances, no do-overs. Let’s keep it fun, friendly, and drama-free!
**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 safety and well-being. By joining this event, you agree to the liability waiver mentioned here: [https://exploremelbourne.au/explore-melbourne-liability-waiver/](https://exploremelbourne.au/explore-melbourne-liability-waiver/)
MELBOURNE TABLE TENNIS COACHING @ MSAC
$29 per person for 2 hours of training (includes table hire)
## 🏓 MELBOURNE TABLE TENNIS COACHING @ MSAC
Ready to seriously improve your table tennis — or finally start the right way?
Join our **ongoing in-person group coaching sessions at MSAC**, where you’ll train in a structured but fun environment with players who come regularly, as well as new faces every week.
Our sessions are designed for **both total beginners and advanced players.** You don’t need experience — and you won’t be bored if you already have it.
### What to expect
* ✅ **10–15 players per session**
* ✅ **2 experienced coaches on court**
* ✅ **Structured drills + match play**
* ✅ **Individual feedback based on your level and goals**
* ✅ **A welcoming group that trains regularly**
You’ll work on **technique, footwork, consistency, tactics, and real match situations** — not just hit balls randomly. We organise the group so everyone is challenged at the right level.
### Why people love these sessions
* Ongoing training with a real community
* Fast improvement, not just social play
* A great way to **move, learn, and make friends**
* Fun, supportive atmosphere with serious coaching behind it
Whether your goal is to **learn from scratch, get fitter, sharpen your skills, or start competing**, this is a perfect place to train.
### What to bring
* 🏓 **Bat/paddle** (if you have one — if not, we’ll provide it)
* 👟 **Sports shoes (runners)**
* 👕 **Comfortable sports clothes**
* 💧 **Water bottle**
* 🧴 **Small towel**
Grab your paddle, bring your energy, and come hit with us at MSAC.
Please send me an email to:
p.tretinik@gmail.com
to confirm attendance. This helps me to book enough table for a smooth session.
NOTE: If this is not your first time coming to this meet up, the cost is $36 for the whole 2 hours.
“DanceTogether”-Ceroc Classes
A mix of dance classes, connections & laughter!
We love offering a diverse range of moves to keep things fresh and exciting, and it’s always amazing to see our dance community connecting on and off the dance floor. It’s all about coming together, learning, and having fun!
Brighton Beach Bowls Club
2B South Rd Brighton
7:00 pm - 9:30 pm
Beginner & Intermediate levels
$25 CASH or PAYID
Boot Scootin’ Hustle - Line Dancing Classes
🤠 Monday nights — Boot Scootin’ Hustle (Line Dancing)
Line dancing is an absolute blast — upbeat, energetic, and surprisingly addictive!
Wonderfully warm, welcoming vibe — the kind of people you’ll want to dance with every week.
Whether you’re a total beginner or just looking for somewhere fun to move, you’d fit right in!
Brighton Beach Bowls Club
2B South Rd Brighton
6:00 pm – 6:45 pm
$15 CASH or PAYID
May Madness Sale = 4 x line dancing classes for $40
Queer Meditation
Join Queer Meditation Melbourne for an evening of self-exploration and mindfulness in a safe and inclusive space. Start the event with a guided meditation session focused on promoting wellness, positive thinking, and spiritual growth. Connect with like-minded individuals from the LGBT community and enjoy meaningful conversations that nurture self-empowerment and consciousness.
After the meditation practice, we will engage in social activities, promoting healthy living and dining out experiences. This event is designed for gay men and gay and lesbian friends who are looking to nurture their spiritual journey while building connections within the community. Come together to foster a sense of belonging and support each other in a space that celebrates diversity and self-care.
Monday Beginner Social Tennis @ Royal Park TC
**PLEASE NOTE THE FOLLOWING DETAILS:**
This group is suitable for a beginner type player only.
**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: Monday
* Time: 5.30pm-7.30pm
* Cost: $18 for Non-Members, $12 for Members.
* Participants will play some casual games of tennis: emphasis on learning about tennis, improving your serve, trying to get the ball into play, and having fun. \*\*\* *Please note there is no coaching for this program.*
* 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 8 spots for each session.
Text Analytics Events This Week
Discover what is happening in the next few days
(External RSVP) GitHub Copilot Dev Days
\*\* Important RSVP [here](https://www.aicamp.ai/event/eventdetails/W2026051322) (Due to room capacity and venue security, it's required to pre-register at the link for admission).
RSVP on Meetup is turned off.
**Description:**
Join us for a community-led developer event focused on AI-assisted coding with GitHub Copilot. This event brings together developers to explore practical workflows, real-world use cases, and hands-on experiences using GitHub Copilot.
Whether you are new to GitHub Copilot or already using it, this event will help you better understand how to apply AI-assisted coding techniques in everyday development.
**Tech Talk: GitHub Copilot in Practice**
**Speaker:** Scott Holden (Microsoft)
**Tech Talk: LLMs, GitHub, and Copilot: Concepts, Capabilities, and Practical Use**
**Speaker:** Shehr Yar (G42)
**Speakers/Topics:**
Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA)
**Sponsors:**
We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 5,000+ AI developers in Melbourne and 500K+ worldwide.
Unlock the Power of Generative AI
**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/
Melbourne: Beyond the Hype: The Data & Blueprint for AI ROI in 2026
**In-person event!**
## **The Reality Check**
90% of organisations are seeing some value from AI, but there is a massive gap between the “experimenters” and the “performers.” Most are stuck in Pilot Purgatory—burning through budgets while boards demand proof of return.
***
## **The Session**
We’ve bought out from the United States, **Laks Srinivasan** (CEO, Return on AI Institute) to share with our market the global research the Institute has undertaken and published in Harvard Business Review along with the great AI Native offering for Enterprises from AI-Native by Scaled Agile.
1. **The Research:**
Laks Srinivasan (CEO, Return on AI Institute) breaks down a global study of 1,000+ executives. He’ll share the “Value Gap” data—revealing exactly what distinguishes organizations winning with AI from those just spending money.
2. **The Blueprint:**
We’ll dive into the Scaled Agile AI-Native system. This isn’t just about tools; it’s about the [AI-Native Foundations](https://prettyagile.com.au/course/ai-native-foundations) and [Change Agent](https://prettyagile.com.au/course/ai-native-change-agent) and [Leading the AI-Native Organisation](https://prettyagile.com.au/course/ai-native-leader).
Frameworks that rewire how teams work, from prompt fluency to enterprise-scale workflows and how Executives lead AI Native Enterprises.
***
## **The Mix**
**5:00 pm Welcome drinks + nibbles**
**5:30 pm Data & Strategy:**
* Laks presents the Harvard Business Review global research featured findings and the AI Money Map.
**6:00 pm Group Jam**
* A facilitated “unfiltered” discussion. We’ll explore how to move from scattered AI insights to an executable, AI-Native strategy.
**6:30 pm Mingle with drinks + nibbles**
***
## **What’s in it for you?**
* **Executives:** Get the metrics and “Board-ready” data to justify AI spend.
* **Leads/Agilists:** See the AI-Native Change Agent roadmap to scale AI beyond small pilots.
* **Engineers/PMs & Teams:** Learn how to redesign workflows to be “AI-First” without losing agility with AI-Native Foundations.
Pure Consciousness Revealed: Nirvana Shatakam Workshop
**Nirvana Shatakam – Shankara's Six Verses on Freedom**
Most spiritual paths tell you to become something. This teaching does the opposite.
Through six ancient verses by Adi Shankara, you discover who you are by removing what you're NOT – the body, mind, and roles you play. What remains is your limitless nature that was always here.
Over seven months, we'll unpack these verses line by line, transforming how you see yourself and your life.
**What You'll Learn**
* How you mistake yourself for body, mind, emotions, and roles
* Why self-knowledge differs from self-improvement
* Why you've never actually been bound – and what keeps that recognition hidden
* What it means to recognise yourself as the sought, not the seeker
**About the Teacher**
Andre Vas teaches Vedanta full-time under the Swami Dayananda (Arsha Vidya) lineage. As a former business owner, he relates deeply to householders juggling work, family, and inner growth. Known for making knowledge stick through lived experience, not just concepts.
**Who This Is For**
No prior background needed. For anyone noticing that acquiring more, achieving more, or becoming better doesn't stick. For those with burning curiosity and a hunger to know, understand, and live this wisdom. **I'll set up group discussions also to help us make new friends.**
**When & Where**
📅 2:00-4:00pm Melbourne time
📍 3 Anjaya Court, Blackburn, Melbourne
**More info: [YesVedanta.com/nirvana](https://YesVedanta.com/nirvana)**
Find Your Personality Match - Make Friends (Age group: 25-45))
🌟 **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.
Are You Measuring the Right Things? SLOs, Toil, and the Metrics That Matter
**Please sign up using Luma -** https://luma.com/x9tq0e88
A series of lightening talks on the topic on **The Measurement Problem** *"Are You Measuring the Right Things? SLOs, Toil, and the Metrics That Actually Matter.* After these talks we'll open the floor for discussion and Q&A with our presenters.
**SCHEDULE**
**5.30pm** 🍕Doors open – food and drinks served
**6:00pm** ⚡️Three talks and Q&A and discussion with speakers
**7:00pm** 🍻 Networking and drinks
**7:30pm** 👋 Doors close
NuCalm - Brain Health
NuCalm is a patented, drug-free neuroscience technology designed to rapidly reduce stress, improve sleep quality, and aid recovery by shifting the body from a "fight-or-flight" state to a deeply relaxed parasympathetic state within minutes.
[https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html)
It uses neuroacoustic software, a biosignal processing disc, and light-blocking eye masks to guide brain waves from active beta states down to alpha/theta (relaxation/meditation) levels
NuCalm uses a patented, clinically proven pitch and frequency matrix with non-linear oscillating algorithms to safely present your brain with precise signals, prompting what is known as a frequency-following response. Your brain synchronizes with the incoming NuCalm signals helping you naturally and effortlessly manage your state of mind by speeding up or slowing down your brain wave frequencies.
NuCalm has mapped all of your brain wave frequency zones and created products to safely and predictably guide you to whatever mental state you desire.
The amazing thing is, NuCalm is all-natural and works every time you use it within minutes.
The best thing to do now is to watch the video on the website and download the NuCalm app.
All you need is a headset and eye mask. This app purchase is covered with a 30-day money-back guarantee. Get started today and FEEL the difference even 15 minutes can make.
WATCH THE VIDEO ON THE WEBSITE.
[https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html)
Text Analytics Events Near You
Connect with your local Text Analytics community
Data & Analytics Wednesday - Mapping and Dashboards
**Total Eclipse of the Chart: School Redistricting Dashboards**
In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these.
While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics.
**About Our Speaker**
Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council.
Thanks to our 2026 sponsors:
[Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro)
More info at [cbusdaw.com](https://cbusdaw.com)
Quarterly Community Gathering
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)
CBusData - Practical AI for Power BI Developers
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.
LLM Showdown: ChatGPT vs Claude vs Gemini vs Local Models
Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability.
You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required.
LOGISTICS AND PARKING:
The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks!
The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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
TBD
**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you.
The building address is 4450 Bridge Park
The entrance is 6620 Mooney St, Suite 400
You will need to scan your ID at the door to get a visitor badge.
**Abstract**
TBD
**YouTube Link**
TBD
NFT AI ART Columbus
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.

























