Net Neutrality
Meet other local people interested in Net Neutrality: share experiences, inspire and encourage each other! Join a Net Neutrality group.
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Frequently Asked Questions
Yes! Check out net neutrality events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the net neutrality events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find net neutrality events near your location here. Connect with your local community and discover events within your area.
Net Neutrality Events Today
Join in-person Net Neutrality events happening right now
Thursday Night Networking After 5
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.
AppSec Aus Melb #18 - Rise of the AI Anti-Patterns
**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)
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## **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
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Note: Please complete the event confirmation form: [https://forms.gle/3KHTRMddqW2RXvig9](https://forms.gle/3KHTRMddqW2RXvig9)
Melbourne CocoaHeads No. 195
Our regular monthly presentation night on the second Thursday of the month from 6:30pm!
Thanks to Mantel Group for hosting us again this month. If you're coming in person we're there with food and drinks from 6pm. We will be live streaming the presentations as usual from 6:30pm at [http://www.melbournecocoaheads.com/live](http://www.melbournecocoaheads.com/live)
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In an unusual turn of events we have two AI-related talks this month — but I think both will be speaking to the state of our industry and offering perspective on where we are and maybe where we're going.
**Agenda**
\| 6:00pm \| Food \+ Networking \|
\| 6:30pm \| Event begins\. Introductions \|
\| 6:40pm \| Andrew Murphy — The five stages of losing our craft \|
\| 7:15pm \| Rob Amos \(Bok\) — Forging a Sword Spirit: From AI skeptic to autonomy \|
\| 7:55pm \| Wrap up \+ social time at a nearby venue \|
\* All times are approximate. Presentation order will be confirmed on the night.
\-\-\-\-
We are always looking for speakers and believe everyone has an interesting talk hiding inside themselves. If you are interested in letting that talk out at a future event you can get in touch on the website [https://www.melbournecocoaheads.com/talks](https://www.melbournecocoaheads.com/talks) or on Slack.
Atheist Society.
**ATHEIST SOCIETY** \- Melbourne\, Australia\.
***"Artificial Intelligence".***
**Dr. Ian Storey** will present the topic and lead the discussion.
**Venue**: Unitarian Hall, 110 Grey Street East Melbourne.
(Adjacent to the Epworth Freemasons Hospital).
**Zoom** Meeting ID: 852 9852 4260 Passcode: 249550
All are welcome. Come early to socialise before (and after) the meeting.
These hybrid meetings are on the 2nd Thursday of the month, 8pm.
Convenor: John Perkins - Tel: 0411 143 744 - **[jlperkins@tpg.com.au](http://jlperkins@tpg.com.au/)**
Atheist Society: **[Website](https://reason101.tech/Atheist/Society.htm) \- \- \- [Meetups](https://www.meetup.com/melbourne-atheists/)**
Volleyball Openplay (BB/A) - Advanced (KCARC)
Welcome to Melbourne Volleyball Academy. 🤗
**[[WHAT]]**
This session is specifically for games only (no training). There will be a cap of 18 players, allowing for 3 teams of 6. Games will be played to 15 points, with a cap at 18 points.
These games are intended to be played at a high-intermediate(BB)/advanced(A) level.
Please see an explanation of skill levels on our website here: [https://melbournevolleyballacademy.com.au/skill-levels-explained](https://melbournevolleyballacademy.com.au/skill-levels-explained)
**[[WHO]]**
The session is intended for Intermediate players.
Players should be able to:
* Have strong fundamentals for all volleyball techniques
* Serve receive a majority of serves well & serve over the net consistently
* Basic understanding of 5-1, and 6-2 systems (we do not play a pass middle 4-2 system in this session)
* Have an understanding of base defense
* Know all/most volleyball rules
Players that are not of the intermediate(BB)/advanced(A) level will be asked to leave as we want to ensure that all players have an enjoyable time playing.
**[[HOW MUCH $$]]**
$21 card payment will be processed on the day via square reader (EFTPOS).
**[[WHEN]]**
The stadium is booked from 6:30 PM-9:30 PM weekly, every Thursday. However, feel free to come early and stretch as the Community Centre is open earlier.
Last minute dropouts and no shows will have a zero-tolerance policy going forward.
All players are expected to update their RSVP at least 24 hours in advanced if they are unable to attend.
This applies to players on the going list and the waitlist.
**[[OTHER DETAILS]]**
Only those on the “going” list are permitted to play. If you are on the waitlist, or not registered at all, you will not be permitted into the gymnasium.
Thursday @ Melbourne Central | *Read Description* RMIT PKBL CLUB
**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! \*\*
Social Volleyball Games Session *South Yarra*
BOOKING NOT REQUIRED FOR THIS EVENT !
Games start 6 pm at Girls Grammar School South Yarra (entrance from Chapel Street)
\*ALL LEVELS WELCOME\*
This event is for adults only! (18+)
The fee is $17 payment by card on spot.
Membership available
Become a IVC member - get cheaper fees for camps, insurance + IVC game jersey - ask for more info today!
[#International](https://www.facebook.com/hashtag/international?__eep__=6&__cft__%5B0%5D=AZVWqTrC41QG8leik-TstHubA-byf5_UTz2Qo5bQ73HIIc7qB6xsAMS7gJpmbCDggNrqajl4UPwH1y4uocs5NVV9Sjwx9Jpq1z_anmw14HxzWMwIy3x2sTV3vAfgbR5sXuLNDL99e6dM3x4s8y0QoxoP&__tn__=q) [#Volleyball](https://www.facebook.com/hashtag/volleyball?__eep__=6&__cft__%5B0%5D=AZVWqTrC41QG8leik-TstHubA-byf5_UTz2Qo5bQ73HIIc7qB6xsAMS7gJpmbCDggNrqajl4UPwH1y4uocs5NVV9Sjwx9Jpq1z_anmw14HxzWMwIy3x2sTV3vAfgbR5sXuLNDL99e6dM3x4s8y0QoxoP&__tn__=q) [#Club](https://www.facebook.com/hashtag/club?__eep__=6&__cft__%5B0%5D=AZVWqTrC41QG8leik-TstHubA-byf5_UTz2Qo5bQ73HIIc7qB6xsAMS7gJpmbCDggNrqajl4UPwH1y4uocs5NVV9Sjwx9Jpq1z_anmw14HxzWMwIy3x2sTV3vAfgbR5sXuLNDL99e6dM3x4s8y0QoxoP&__tn__=q) [#Melbourne](https://www.facebook.com/hashtag/melbourne?__eep__=6&__cft__%5B0%5D=AZVWqTrC41QG8leik-TstHubA-byf5_UTz2Qo5bQ73HIIc7qB6xsAMS7gJpmbCDggNrqajl4UPwH1y4uocs5NVV9Sjwx9Jpq1z_anmw14HxzWMwIy3x2sTV3vAfgbR5sXuLNDL99e6dM3x4s8y0QoxoP&__tn__=q)
To be protected by International Volleyball Club Member Protection Policy and covered by our Personal Accident Insurance, everyone participating in a International Volleyball Club event or with a International Volleyball endorsed club, association, or provider is required to maintain an active membership at the appropriate level with International Volleyball Club. For more information message us
Net Neutrality Events This Week
Discover what is happening in the next few days
Advanced Volleyball Session (Men’s Net)
There will be a cap of 18 players, allowing 3 teams of 6. Games will be played to 15 points.
These games are intended to be played at an intermediate to advanced level.
$8 per person if you wouldn't mind! 😁🙏
Account name: Tam Nguyen
BSB: 067873
Account number: 12770014
Or
PayID: 0481463419
_Make sure to attach YOUR name!_
RSVP opens each Friday at 10:00pm
Only those on the “going” list are permitted to play.
Participants attend and play at their own risk. We are not liable for any injury, loss, or damage that may occur during the session.
Have fun, be respectful, and keep a positive attitude!
Movers & Shakers - Monthly Social & Networking Coffee
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.
NeuroSparks Social Meetup!!!
Hi all, us at NeuroSparks are having another fortnightly meeting and we'd love to see you there!
When: the 16th of May (Saturday) from 12:30-3:30PM.
Where: we will be meeting at the Majorca Room at the City Library.
Access to the room is via a lift or steps in the foyer.
The City Library is located at 253 Flinders Lane, right next to Flinders Street/Town Hall Station.
This social gathering will be for those looking to connect with others in the community. It'll be a very casual setting, where everyone can be themselves and can and go when they feel like it. For anyone wanting to continue socialising after the room booking ends, we encourage you to get out and hit the town together!
**People are welcome to bring food/drinks to the event. Conveniently for us, there is a cafe on the library's ground floor and there are many cafes also nearby on Degraves Street! But for the sake of continuing to use the venue, please tidy up after yourself.**
This event is open to all neurodivergent people and anyone who values a friendly, inclusive space. Many attendees come on their own, so if you’re feeling a bit hesitant, know you’ll be in good company and warmly welcomed. If the group/noise feels too overwhelming at any point, there is a silent study room next door to decompress in.
If at any point you have concerns or feel uncomfortable
about any group member, please notify one of the organisers.
**For the purposes of not overwhelming attendees, we will be capping RSVPs at 50 people maximum. If you have RSVP’d and can no longer attend, please cancel your booking, to allow others to attend. If you sign up for the waitlist and Meetup prompts you to pay, please ignore this, as this event is not intended to be paid for.**
Looking forward to seeing all of you there!
Disclaimer & Safety Notice
By attending this Meetup, you agree:
• Participation is voluntary and at your own risk.
• Organisers are community volunteers, not medical or professional providers.
• You are responsible for your own safety, choices, and belongings.
• Organisers are not liable for injury, loss, or damage at any time.
• If you have health or access needs, please make your own arrangements.
• In an emergency, call 000 immediately.
By joining, you accept full responsibility for your actions and well-being.
Volleyball Openplay (BB/A) - Advanced (NMRC)
\*\*\*\*NEW SESSION!!\*\*\*\*
Welcome to Melbourne Volleyball Academy. 🤗
**[[WHAT]]**
This session is specifically for games only (no training). There will be a cap of 18 players, allowing for 3 teams of 6. Games will be played to 15 points, with a cap at 18 points.
These games are intended to be played at a high-intermediate(BB)/advanced(A) level.
Please see an explanation of skill levels on our website here: [https://melbournevolleyballacademy.com.au/skill-levels-explained](https://melbournevolleyballacademy.com.au/skill-levels-explained)
**[[WHO]]**
The session is intended for ADVANCED players.
Players should be able to:
* Have strong fundamentals for all volleyball techniques
* Serve receive a majority of serves well & serve over the net consistently
* Basic understanding of 5-1, and 6-2 systems (we do not play a pass middle 4-2 system in this session)
* Have an understanding of base defense
* Know all/most volleyball rules
Players that are not of the intermediate(BB)/advanced(A) level will be asked to leave as we want to ensure that all players have an enjoyable time playing.
**[[HOW MUCH $$]]**
$14 card payment will be processed on the day via square reader (EFTPOS).
**[[WHEN]]**
The stadium is booked from 12:20 PM-2:20 PM weekly, every Saturday. However, feel free to come early and stretch as the Recreation Centre is open earlier.
Last minute dropouts and no shows will have a zero-tolerance policy going forward.
All players are expected to update their RSVP at least 24 hours in advanced if they are unable to attend.
This applies to players on the going list and the waitlist.
**[[OTHER DETAILS]]**
Only those on the “going” list are permitted to play. If you are on the waitlist, or not registered at all, you will not be permitted into the gymnasium.
Geelong For Singles Looking For Commitment
**Online Speed Dating for Mature Geelong Singles**
Live on Zoom. Real conversations. Local people who value genuine connection and traditional dating.
**Pick your age group to register:**
- Ages 18-32: [Click to Register](https://tempodating.com/product?productId=500.0&productType=onlineSpeedDating&city=Geelong&groupurlname=society-of-lively-retirees-socializing-together&ar=18-32&face_v=2.0)
- Ages 30-46: [Click to Register](https://tempodating.com/product?productId=500.0&productType=onlineSpeedDating&city=Geelong&groupurlname=society-of-lively-retirees-socializing-together&ar=30-46&face_v=2.0)
- Ages 40-58: [Click to Register](https://tempodating.com/product?productId=500.0&productType=onlineSpeedDating&city=Geelong&groupurlname=society-of-lively-retirees-socializing-together&ar=40-58&face_v=2.0)
- Ages 55+: [Click to Register](https://tempodating.com/product?productId=500.0&productType=onlineSpeedDating&city=Geelong&groupurlname=society-of-lively-retirees-socializing-together&ar=55+&face_v=2.0)
RSVP alone does not hold your spot. Register through the link above and complete the quick personality quiz.
For mature singles who appreciate meaningful connections and are serious about finding the right person. Host-guided. All ages welcome. Mutual matches shared after the event.
Fast Friending: Real Connections! (25-45/Happy Hour/Bring a lady free)
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.
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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).
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You can contact our founder Dan on +447715705005 with any questions or ideas.
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**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)
Net Neutrality Events Near You
Connect with your local Net Neutrality community
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
Unknown Number: The High School Catfish
IMPORTANT INFO: I strongly suggest not reading anything about it online before seeing it. It's best viewed with no previous knowledge. This documentary contains crude terminology and deals with cyberbullying, which may be a trigger for some folks.
AGAIN, PLEASE DO NOT EVEN READ ABOUT IT BEFORE YOU SEE IT.
A very unusual choice for his group... Unknown Number: High School Catfish is an American [true crime](https://en.wikipedia.org/wiki/True_crime "True crime") documentary film directed by [Skye Borgman](https://en.wikipedia.org/wiki/Skye_Borgman "Skye Borgman") and released to [streaming](https://en.wikipedia.org/wiki/Streaming_media "Streaming media") on [Netflix](https://en.wikipedia.org/wiki/Netflix "Netflix") on August 29, 2025.
The documentary explores the events and investigation into an unknown person [cyberbully](https://en.wikipedia.org/wiki/Cyberbullying "Cyberbullying") and [harassing](https://en.wikipedia.org/wiki/Harassment "Harassment") teenagers in [Beal City, Michigan](https://en.wikipedia.org/wiki/Beal_City,_Michigan "Beal City, Michigan") using an unknown number via insults and sexual claims. It also explores the increasingly great impact of the harassment on the community, the eventual reveal of the culprit, and the trial that followed.
Please be ready to discuss the movie by 7PM. We suggest arriving early enough to order and get food beforehand. Thanks.
Unfortunately, it is only available on Netflix. If you would like to attend but do not have Netflix, say so and maybe we can figure something out.
Central Ohio .NET Developers Group
* Who Can Attend \*
The Central Ohio .Net Developers Group meetings are free and open to the public!
All developers; professional, student, and hobbyist are welcome and encouraged to attend.
* When we meet \*
The Central Ohio .Net Developers Group meets on the 4th Thursday of every month.
* Where we meet \*
Please check our Meetup group link below for the latest location details!
* Join our Meetup Group \*
https://www.meetup.com/Central-Ohio-NET-Developers-Group-CONDG/
General Business Networking - Columbus
**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.*
Gold Star Business Networking
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!
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




















