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Frequently Asked Questions
Yes! Check out stream events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the stream events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find stream events near your location here. Connect with your local community and discover events within your area.
Stream Events Today
Join in-person Stream events happening right now
Breaking the PR Review Bottleneck
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
๐ฃ Apply to speak now: [https://bit.ly/melb-dotnet-cfp](https://bit.ly/melb-dotnet-cfp)
Team Up Tuesdays
*๐ฎ Play games. Make friends ๐ฒ*
Make new mates every Tuesday night at Team Up Tuesdays: A fun, social gaming night at Fortress. Hosted in our Tavern, you can enjoy friendly team-based games in a welcoming, social environment.
**The Games ๐น๏ธ**
After checking in with our host, you'll be sorted into one of two teams. These two teams will go head-to-head across 3 rounds of casual games every week!
**The Prizes ๐**
\- Fun prizes for everyone on the winning team
\- Spot prizes throughout the night
\- Best of all\, spending $15 on food or drinks gets you a spin on **The Wheel**: Your chance to win from a random selection of vouchers, merch and other fun prizes
**The Venue ๐ป**
Held in our Tavern, you can enjoy hot food and cold drinks in a fun fantasy setting.
*See you next Tuesday!*
**TERMS & CONDITIONS**
* *Fortress Melbourne is a licensed venue, and as such, a valid ID is required and checked upon entrance to the premises.*
* *Unaccompanied minors are not permitted in the venue at any time. Please make sure any guests under 18 are accompanied by a responsible adult at all times.*
* *Minors are not allowed in the venue past 8:00 pm*
* *No outside food or drinks.*
*More information on valid forms of identification and Fortress' minors policy can be found here: [www.fortress.games/minors/](https://www.fortress.games/minors/)*
'GENESIS' - The Generative AI Filmmaker's Networking Event
**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 Grillโd 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; itโs 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.
Help plant native trees in the Yarra Valley!
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!
Backcountry film festival 2026
Join members of the club and other backcountry enthusiasts at RMIT for
this year's 21st Annual Winter Wildlands Alliance Backcountry Film Festival.
The backcountry film festival is a pre winter institution in Melbourne. This yearโs screenings are a collection of 10 short documentaries and ski movies about the pursuit of adventure in the mountains, artistic vision, friendship, and how the snowsports community is adapting to a changing environment.
Hosted by Friends of the Earth, the festival will screen in the city at:
RMIT Building 80, 080.01.002 Level 1 Cinema
445 Swanston St
Melbourne, VIC 3000
To see the program go https://winterwildlands.org/backcountry-film-festival-21st-annual-season-lineup/
The plan is:
* Arrive from 6pm for yarns, merchandise, info stalls. Good chance to meet up with other YHA XC Ski members.
* The program kicks off at 6pm: starting with a few speakers from groups like Mountain Safety Collective and the Victorian Backcountry Festival, and a mini launch of this year's Mountain Journal print magazine, then
* at 6.30pm, we will screen the program that is put together by the US-based Winter Wildlands Alliance (check below for the listing of films, there will be a brief interval half way through)
* Followed by a selection of locally made backcountry films, including Alpine Odyssey, which covers Huw Kingston's winter crossing of the Australian Alps
* Finish by 8.00om
You can pre-purchase your ticket/s online ($25 household, $15 waged or $10 unwaged) Click here https://www.melbournefoe.org.au/bc_film_festival_2026 You will also be able to buy tickets on the night (cash or card).
Beyond The Bathroom Choir
Hey Shower Singers!
Meet us at our new venue the Craftsman's Corner
(*313 Lygon St, Brunswick East*)
**Please Note:** ACCESS to our rehearsal room requires walking up 2 flights of stairs - there is no lift.
You can rock up and and register at the door, or contact us prior if you wish [via our website](https://beyondthebathroom.org/contact-us). We are in person or online, 7.30-9.30pm on Tuesdays. Casual attendance fees are $20 and $15 concession. If it's your first time, please come early so we can give you everything you need for a fun choir session!
Looking forward to singing with you soon,
BTB
Shut Up & Write!ยฎ at Melbourne Connect
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 donโt have to be from University of Melbourne (you donโt 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 donโt 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.
Stream Events This Week
Discover what is happening in the next few days
KSUG.AI Australia #60 - Melbourne Meetup @AWS - 6 May 2026
**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-05-06](https://konfhub.com/ksug-au-2026-05-06) **<=**
**Latest promotions** discovered by our community!
* **40%** OFF **[Linux Foundation](https://mf1.ksug.ai)** bundles Code: **FOURTH26AI**
* **25%** OFF **[FinOps X Day](https://ksug.ai/discount/?tab=events&ref=meetup)** Code: **KSAIX26899**
* Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop!
We're excited to welcome you to the upcoming **KSUG.AI Australia Meetup** โ happening both in-person at at Amazon and online via [Zoom](https://linktr.ee/ksug.ai)! ๐
We're actively seeking more awesome K8s and AI topic speakers!
๐ [https://speaker.ksug.ai](https://speaker.ksug.ai)
**Agenda and topics preview:**
* Food, drinks and Socializing
* Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)**
* **Topic 1:** Unlock GenAI inference anywhere with Amazon EKS Hybrid Nodes and Nvidia DGX by **[Frank Fan](https://www.linkedin.com/in/frankfan7/)**, Principal Container Specialist SA @**[AWS](https://aws.amazon.com/)**
* **Topic 2:** I Came for the Kubernetes. The AI Did the Kubernetes by **[Olga Mirensky](https://www.linkedin.com/in/olgamirensky/),** Sr. SRE @**Ping** Identify
* **Lighting Talk:** From Zero to Episode 1: Building a Content Pipeline With Claude Code by **[Eva Ng](https://www.linkedin.com/in/evang2/)**, Founder @**GMIG**
* **Quiz time:** nice swags giveaways
Food and drinks will be provided between **5.30 and 6 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our sponsors @**[Amazon](https://aws.com/)**!
**[Register here](https://konfhub.com/ksug-au-2026-05-06) to secure your spot!** See you all there!
**Location:** Amazon MEL12, Level 13.304 [555 Collins St, Melbourne VIC 3000](https://maps.app.goo.gl/Kbi13GZqj2zDqDz2A)
๐ Join our [Discord](https://discord.com/invite/Rp9WzYyKua) and [WhatsApp](https://chat.whatsapp.com/D9a9IDiCS7U4cqQ0Sh60cz?mode=gi_t) for latest update!
๐ ๐๐ง๐ ๐จ๐ข๐ง๐ ๐๐ข๐ฌ๐๐จ๐ฎ๐ง๐ญ๐ฌ:
โธ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG**
โธ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20**
๐๐ก๐ฒ ๐๐ ๐๐จ ๐๐ก๐ข๐ฌ:
โ
Learn ๐
๐๐๐๐๐ โก
โ
Certify ๐๐๐๐๐๐๐ ๐ฐ
โ
Grow ๐๐๐๐๐๐๐๐ ๐ช
๐๐๐,๐๐๐+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** ๐ฅ [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai)
*By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.*
**[KSUG.AI](https://ksug.ai/?ref=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.
End-to-End Observability on EKS: A Hands-On CNCF Workshop
๐ **Build Your Own CNCF Observability Stack: Hands-On Workshop**
Join us for a practical, end-to-end workshop where youโll build a modern observability stack from the ground up using industry-standard CNCF tooling.
In this session, you will learn to set up metrics with Prometheus, visualize and analyze data with Grafana, instrument your application using OpenTelemetry, and implement distributed tracing with Jaeger. Youโll also apply best practices for collecting, managing, and interpreting telemetry data.
This is a fully hands-on session, so come ready to build, break, and learn. By the end, youโll have a working observability stack and a clear understanding of how to instrument and monitor your own applications in real-world environments.
๐ ๏ธ No prior observability experience required, but basic familiarity with containers or cloud-native concepts will help.
**A laptop is required to participate.**
Coffee & Dreams: Share Freely Over a Cup
โ Letโs grab coffee and talk about what really matters our dreams.
Whether itโs something youโre working on, something youโve been scared to start, or just a curious thoughtโฆ this meetup is a safe space to share freely.
No pressure. No judgment. Just meaningful conversations with kind people.
๐ง Why come?
โข Share your dream (or just listen!)
โข Connect with thoughtful people
โข Maybe get inspired to start something too
Bring: Yourself, a smile, and a dream.
[Telegram Group](https://t.me/+dV9wtoS3lzsxNDY1)
Saturday Morning Walk @ Ruffey Lake Park Templestowe 3106 ๐๐ปโโ๏ธ
Hi Radiant Ladies,
Join us for a refreshing Saturday walk at Ruffey Lake Park.
๐ญ Walk at your own pace
๐ Dogs welcome
โ Coffee after
๐ฆ๏ธ We walk every Saturday (unless itโs pouring)
New ladies welcome. See you!
โจโจLeanne & Lyn ๐
Wednesday Night Chill Run
Let's have fun while watching the night view with our friends!
๐โโ๏ธTraining menu๐โโ๏ธ
Every Wednesday 6:00p.m~
Fed Square Assembly
ใhttps://maps.app.goo.gl/zmPQ6U533pUDcNSA9?g_st=icใ
If you have luggage, please consider using the lockers at the station.
๐ฅ40~60 min Jog+Walk
Pace: Easy pace, suitable for beginners. If you got tired, let's walk together.
ใscheduleใ
6:00 p.m Gathering
6:10 p.m Start
7:00 p.m End of training
Challengers we are waiting for you ๐
Stream Events Near You
Connect with your local Stream community
Unknown Number: The High School Catfish
IMPORTANT!!! THE DATE OF THIS EVENT HAS BEEN CHANGED TO SUNDAY MAY 17, 2026!!!
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.
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.
Please be ready to discuss the movie by 7PM. 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.
๐ฅ Lincoln Street Salsa ๐ฅ Salsa, Bachata, and Merengue Dancing!๐ฅ
**๐ฅ Join us THIS Saturday and EVERY Saturday!**
**๐ฅ At Columbusโ Hottest New Salsa Venue!**
**.**
Lincoln Street Salsa
THIS Saturday and EVERY Saturday!
8 pm โ 1 am
**.**
**๐ฅ Gorgeously Renovated Studio!**
**๐ฅ Free Parking!**
**๐ฅ BYOB!**
**๐ฅ Easy Access from Highway!**
**.**
Lincoln Street Salsa
1717 Brice Rd
Reynoldsburg, Ohio 43215
**.**
**ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING**
**Behind Anthonyโs Pharmacy!**
**.**
**PLEASE SHARE and help get the word out!**
**.**
**๐ฃ Salsa, Bachata, and Merengue Dancing!**
**.**
**๐ฃ** 8:00 pm โ 8:30 pm
**๐ฅ๐ฒ๐ด๐ถ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป**
**.**
**๐ฃ** 8:30 pm โ 9:30 pm
**๐๐ฒ๐ด๐ถ๐ป๐ป๐ฒ๐ฟ ๐๐ฎ๐ป๐ฐ๐ฒ Class!**
**.**
**๐ฃ** 9:30 pm โ 1 am
**๐ข๐ฝ๐ฒ๐ป ๐๐ฎ๐ป๐ฐ๐ฒ ๐ฃ๐ฎ๐ฟ๐๐!**
**.**
**โ
Questions?**
**Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)**
Or Text Todd: 614-774-8146
**.**
**โ
No Experience Necessary!**
**โ
No Partner Required!**
**โ
Plenty of People to Dance With!**
**.**
**โ
$15 Cash / $16 Card**
**โ
College Students $5 Off with Valid ID!**
**โ
BYOB**
**โ
Age 18+**
**.**
**โ
Lincoln Street Salsa is the perfect place forโฆ**
**.**
**๐ Learning to Dance**
**๐** Social Dancing
**๐ Birthday Celebration**
**๐** Bachelorette Parties
**๐ Girlโs Night Out**
**๐ Date Night**
**๐** Getting Fit / Burning Calories
**๐ Meeting New People**
**๐** Having Fun, Fun, Fun!
**.**
โ
**Questions?**
Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/ "https://columbussalsadancing.com/")
Or Text Todd: 614-774-8146
.
Choose Your Movie: THE SHEEP DETECTIVES vs HOKUM at Cinemark Stoneridge!
Join us as we get together to see your choice of two VERY different movies โ one sweet and wholesome โ the other a terrifying folklore horror! Option 1 is the fun whodunnit-action-comedy-mystery led by Hugh Jackman, THE SHEEP DETECTIVES! Option 2 is the top-reviewed supernatural-horror-thriller starring Adam Scott, HOKUM! Hereโs a description, trailer and plan for this event:
THE SHEEP DETECTIVES: Every night a shepherd reads aloud a murder mystery, pretending his sheep can understand. When he is found dead, the sheep realize at once that it was a murder and think they know everything about how to go about solving it. The film is directed by Kyle Balda and take a look at this ensemble cast: Hugh Jackman, Nicholas Braun, Molly Gordon, Hong Chau and Emma Thompson and the voices of Julia Louis-Dreyfus, Bryan Cranston, Chris O'Dowd, Regina Hall, Patrick Stewart, Bella Ramsey, Brett Goldstein and Rhys Darby. TRAILER: https://www.youtube.com/watch?v=pyZI5oM6hWk
HOKUM: In this film, a horror writer visits an Irish inn to scatter his parents' ashes, unaware the property is said to be haunted by a witch. It is written/directed by Damian McCarthy stars Adam Scott, Peter Coonan, David Wilmot, Florence Ordesh and Austin Amelio. Hokum premiered to rave reviews at this yearโs SXSW Festival and is being release by Neon. It is earning a stellar 97% positive rating on Rotten Tomatoes, which calls it, โA classic haunted house story enriched with atmospheric folklore and perfectly-timed shocks!โ TRAILER: https://www.youtube.com/watch?v=EVCIK_MPyhc
PLAN: Weโll plan for a 7pm-ish showing of both films and will meet inside the theater lobby about 20 minutes before showtime. If the showtimes work out, weโll try to get both groups together for a bite before the shows! Complete details and showtime will be confirmed/announced as the date gets closer.
Look forward to seeing you there, Dan
Central Ohio Real Estate Investing Expo
(Note: RSVPing here on meetup does NOT reserve your seat. To do that, youโll need to register at our website, [HERE](https://www.coreerocks.com/Events.aspx?ID=2026-Central-Ohio-Real-Estate-Investing-Expo-14-5-5-2026).)
Weโre serious about helping you succeed in real estate.
That means not just teaching youโbut putting you in the room with the people who help you get deals done.
Every deal depends on people.
The agent or wholesaler.
The lender.
The contractor.
The title company.
The insurance agent.
The problem is that most investors meet those people slowly.
This event fixes that.
One room full of:
โข Lenders
โข Contractors
โข Title companies
โข Insurance providers
โข Property managers
โข And active local investors
A place where you can:
โข Build your team
โข Find funding
โข Solve real problems
โข Make connections that lead to deals
If youโre serious about real estate, this is a smart room to be in.
Members and non-members at any level of knowledge and experience are welcome.
This event is free.
Remember, to actually reserve your seat, you have to go [HERE](https://www.coreerocks.com/Events.aspx?ID=2026-Central-Ohio-Real-Estate-Investing-Expo-14-5-5-2026) and register on our website!
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 ยท 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
"Under the Oak Tree" by Suji Kim
Join us for lunch/tea at Asterisk Supper Club to discuss our May book "Under the Oak Tree" by Suji Kim
Lady Maximilian is the daughter of the powerful Duke Croyso, but she is rarely allowed outside her familyโs sprawling castle for fear that her stutter will tarnish their noble name. When she is forced to marry Sir Riftan, a lowborn knight caught in one of her fatherโs schemes, Maxi doesnโt dare hope for happiness, let alone love. Her stumbling communication and his gruff manner sour their relationship before it can begin, and Riftan leaves without a word the morning after their vows are exchanged.
Now, three years after their disastrous wedding night, Riftan has returned as a war hero. To Maxiโs surprise, despite rumors that he was offered marriage to Princess Agnes, a beautiful and renowned sorceress, Riftan still wants Maxi for his wife. And when he comes to claim her, his longing becomes a desire that bewilders Maxi, even as she is overcome by the scorching heat that Riftanโs presence ignites within her. As she learns to navigate the intricacies of her new life, Maxi will find herself and her courage, and discover that she is anything but powerless.




















