Apache Sling
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Frequently Asked Questions
Yes! Check out apache sling events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the apache sling events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find apache sling events near your location here. Connect with your local community and discover events within your area.
Apache Sling Events Today
Join in-person Apache Sling events happening right now
Bachata ConeXion Saturdays 'In the Shadow of the Moon'
### ๐ In the Shadow of the Moon โ Bachata Workshop & Social Dancing ๐
Join us on **Saturday, May 2nd** for an eclipse of the senses. Weโre creating a universe of deep connection and lunar vibes in North Melbourne. Whether youโre a beginner or a pro, find your place on the dark side of the moon. ๐๐บ๐
โจ **No partner needed โข All dance levels welcome**
***
### ๐ THE DETAILS
* ๐
**Date:** Saturday, May 2nd ๐โจ
* ๐ **Location:** Sokol Melbourne Inc (497 Queensberry Street, North Melbourne)
* ๐ **Dress Code:** Black & White ๐ค๐ค
***
### โฐ THE SCHEDULE
* **8:00 PM โ Bachata Workshop (Open Level) ๐** Find your flow in the shadow. Build strong fundamentals while enhancing timing and partner connection.
* **9:00 PM- 12:30 AM โ Social Dancing ๐** Dance under the stars and soak up the mysterious energy.
* **10:30 PM โ Special Performance & Prize Giveaways! ๐โจ** Don't miss the heat on stage and your chance to win some lunar treats!
***
### ๐ต THE GALACTIC VIBES
๐ถ **Main mix:** 70% Bachata โข 30% Salsa โข Touch of Kizomba & Zouk ๐ง **DJs:** DJ Hong Starr โข DJ Spanky โข DJ Pombo
***
### ๐ฐ PRICING
๐ **Online Booking:** Save your spot and some cash here: ๐ [https://www.trybooking.com/DKOTY](https://www.trybooking.com/DKOTY)
๐ **Door Sales:** Available on the night!
***
๐ Come dance in the shadow, find your light, and experience the rhythm. Prize giveaways, a killer performance, and great peopleโdonโt let this eclipse pass you by! ๐โจ
๐ฟSerene NOOJEE: Day trip: Hike + Picnic, Meditation, Lookout, Sculptures
* ๐ **MELBOURNE โ NOOJEE** ๐๏ธ
* ๐
SUN **3 MAY, DAY TRIP โ๏ธ**
* โจ Travel far enough to feel both adventure and calm. โจ
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
Escape the city and join us for a beautifully balanced day in nature โ where everything is taken care of, and all you need to do is arrive, breathe, and enjoy.
From the moment we leave Melbourne, the rhythm begins to slow. The road opens into rolling Gippsland hills, forests deepen, and the air shifts โ fresher, softer, calmer.
In **Noojee**, we ease into a **gentle, scenic hike** through tall trees and peaceful trails, moving at a comfortable pace with space to connect, unwind, and simply be present.
After the walk, we gather for a **relaxed picnic with a fresh fruit platter, snacks, and drinks โ all included**. A moment to share, recharge, and enjoy nature together.
The afternoon flows into a **quiet riverside experience** โ a short walk through town brings us to the water, where we pause for a **guided meditation and grounding session**, surrounded by stillness.
We continue with a scenic drive through the countryside, stopping at a **beautiful lookout** for views across the rolling hills, before finishing the day with a visit to a **local sculpture gallery** โ adding a creative and cultural touch.
No planning. No stress. Just a smooth, meaningful day of nature, movement, and connection.
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
## ๐ **All-Inclusive Experience โ $99**
โ
Comfortable **Mercedes minivan transport** ๐
โ
Guided **10 km scenic hike** + gear support ๐ฅพ
โ
Meditation & grounding session ๐ฟ
โ
Fresh **fruit platter picnic** ๐
โ
Unlimited **snacks,** soft drinks, coffee & tea โ
โ
Scenic lookouts & curated itineraries ๐
โ
Friendly, welcoming group atmosphere
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
#### ๐ Itinerary:
๐
**07:00 โ Pick-up from Melbourne CBD (St Paulโs Cathedral)**
โฝ **07:30 โ Stop break**
๐ฟ **09:00 โ Arrival in Noojee**
โ Morning tea / coffee / snacks *(all included)*
๐ฅพ **09:15 โ Easy Scenic Hike**
โข \~10 km \| \~170 m elevation
โข Comfortable pace, forest & views
๐ **13:00 โ Picnic Lunch**
โข Fruit platter + snacks + drinks *(all included)*
๐ **14:00 โ River Walk + Meditation**
โข Gentle walk through town
โข Guided grounding session by the water
๐ **15:00 โ Lookout Stop**
โข Scenic views across Gippsland hills
๐จ **15:30 โ Sculpture Gallery Visit**
๐ **18:00 โ Return to Melbourne CBD**
๐ Drop-off: Hamer Hall
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
**๐ What to Bring?**
โ๏ธ **Comfortable hiking shoes (or able to supply, let me know size)**
**โ๏ธ Wind/water-resistant jacket**๐งฅ
โ๏ธ **Long pants & long sleeves** ๐ฟ
โ๏ธ **Hat/beanie** ๐งข
โ๏ธ **A positive mindset & big smile!** ๐
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
**๐ฐ How to Book?**
Secure your spot with a **$99 transfer**:
๐น **PayID:** 0414 661 458
๐น **Bank Transfer:**
**NAME:** KARAPETIAN G
**BSB:** 013233
**ACCOUNT:** 226325836
**Ref:** NOO
๐ **Limited spots availableโRSVP now!**
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
โ๏ธ**Please Note:**
**Payments are only credited or refunded if the event is canceled or rescheduled by the organizer.**
In all other circumstances, payments are **non-refundable and non-transferable**.
โ๏ธThank you for understanding and supporting the planning involved in creating these experiences! ๐ฟ
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
๐ข **Questions?** Feel free to **DM me anytime!** ๐ฉ
โจ **Letโs make this an adventure to remember**
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
Visit our sources:
https://www.facebook.com/groups/812911556223655/?ref=share
Instagram:
nogeography.hike.kayak
https://www.meetup.com/en-AU/no-geography-hike-and-kayak/
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
\*\*\*Where Relaxation Meets Adventure **\*\*\***
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
**LIABILITY WAIVER**
The organizer of this group cannot accept any liability for any loss, damage, injury, or accident to participants or their property at this event. By participating in this event, you're taking responsibility for your own safety and well-being. By joining this event you agree to these terms.
## **COVID-19 Safety Measures**
* The event host is instituting the above safety measures for this event.
* Please do not attend if you are experiencing any flu-like symptoms, such as fever, cough, or sore throat.
* If you have recently tested positive for COVID-19 or have been in close contact with someone who has, we kindly ask that you refrain from attending.
* Thank you for your understanding and cooperation in keeping our community safe!
Imagine -> 2 hours of MiniSprints -> Surprise and Delight
We are meeting in the board-room of the 55th floor of 318 Russel Street (The Abode). When you arrive call me on 0447 591 141 and I'll come down and get you.
## **๐ ๏ธ Meetup Format (2 hours)**
**โก Project Intros (5 minutes total)**
Each participant gets **1 minute (hard stop)** to briefly share:
* What theyโre building
* What they want to focus on today
**๐ Build Sprints (90 minutes total)**
Weโll run **three focused build cycles**:
* **25 minutes** of deep, uninterrupted building
* **5 minutes** of casual chatting, sharing progress, and asking questions
**๐ค Demos & Wrap-up (10 minutes total)**
Each participant gets **1 minute (hard stop)** to:
* Demo what they built
* Share learnings or next steps
This format balances **deep focus**, **collaboration**, and **show-and-tell**, while keeping things lightweight and fun.
Our monthly social in the Southern Suburbs
Do you live in the Southern suburbs? Want to explore what the Southern suburbs has to offer? Or are you just interested to catch-up with like-minded people?
Once a month Steph hosts our Southern socials.
It is a great opportunity to meet others. Our emphasis is on fun whilst helping and supporting each other.
The socials include drinks and chats, casual coffees, dinners and other activities suggested by members from time to time. Our socials are informal and open to all. We pay for own food and drinks individually and there is no charge for the organisation of the events.
We hope to see you!
Apache Sling Events This Week
Discover what is happening in the next few days
๐ผHARMONY BRIDGE : Concert I: Ukrainian Voices & Baltic Echoes
โจ I invite you to a special evening born from silence, harmony, and love for music -
๐ถ **Music needs no translation โ it speaks in the voice of the heart, even when the world falls silent.**
In times like these, it feels more important than ever to keep listening โ and to truly hear.
There is music that sounds beautiful.
And there is music that has lived through history.
A few things to know before concert [Harmony Bridge: UkraineโAustralia. With Ukraine in the Heart](https://www.facebook.com/events/2444840435976414/?__cft__%5B0%5D=AZaiWrl7AdRwZQkjTd5wGfL8ETUtwOtQ-Vs6ndJuTGBF4OQKRYH77tMtTDzcyw3EHXVl4xMPwNZojzfo46Yup3h-uXx0EwfWoNgd7GbYPjS4yrECQtadB0kiBCI2bKc_9g231u4mbqYqrPbl4OR00vgWc_ZCZbDtBlaGjIlM3h32MeJNHU9PZBEblMXgfOq-nfSlsitlkxwwV_qAnY62q43f&__tn__=-UK-R):
A string quartet is a form where nothing can be hidden โ every sound is exposed, every emotion is real. That is why composers entrusted it with their most personal thoughts.
Ukrainian chamber music was often created in difficult times โ becoming a way to preserve what could not be spoken aloud.
Some of the melodies you will hear were written over a century ago, yet they still resonate as if they were created today.
A quartet is always a conversation. Between instruments. Between composer and listener. Between past and present.
On 3 May, this conversation will come to life.
* **๐ Sunday, 3 May 2026 โ 3:00 PM**
**โฐ Doors open 2:00 PM**
**๐ Ukrainian House, 3โ11 Russell Street, Essendon VIC 3040**
* ๐๏ธ **Tickets:** [https://www.trybooking.com/DKDFH](https://www.trybooking.com/DKDFH?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExODEzeTdTWlV4bUV4dzRzdHNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR71eSdmD05pJ_PtDBCBCw1OTw2dzJJfSzLjIxC2q84asDiDVz-nklmP5Kx6bA_aem_3ipqV8ZEvf1tktRE_kI40Q)
* or cash at the doors
**TICKETS**
$35 โ GENERAL ADMISSION
$45 โ CONCESSION
STUDENT \| PENSIONER \| UNEMPLOYED
All proceeds will support **Harmony Bridge: UkraineโAustralia**, a not-for-profit organisation dedicated to preserving and promoting Ukrainian music and arts in Australia.
๐ฟ Music that stays with you long after the final note.
Melbourne's Leading Dating Coach [Meet & Greet] For Men | Register on Eventbrite
# Melbourne's Leading Dating Coach \[Meet & Greet\] For Men \| Register on Eventbrite
**[FREE Event]** drinks catchup for Single Men wanting to connect with Melbourne Dating Experts.
**.**
Meet & Speak to our Leading Melbourne Dating Coaches in-person
**.**
\*\* **[RSVP is a MUST!](https://Melbourne_dating_coach_meetup.eventbrite.com.au)**[ ](https://Melbourne_dating_coach_meetup.eventbrite.com.au)\*\*as we are limiting the number of attendees to 15
**.**
**[โก๏ธ\[ Reserve Your Spot Here \] โฌ
๏ธ](https://Melbourne_dating_coach_meetup.eventbrite.com.au)**
**.**
**.**
**Single? ๐**
**.**
**Feeling frustrated? ๐คฆโโ๏ธ**
**.**
**.**
**.**
Build your dating confidence[ ](https://Melbourne_dating_coach_meetup.eventbrite.com.au)**[RSVP](https://Melbourne_dating_coach_meetup.eventbrite.com.au)**[ ](https://Melbourne_dating_coach_meetup.eventbrite.com.au)& learn what to say when meeting someone new
**.**
**.**
**Seen an attractive woman and don't know what to say?**
**.**
**I get it!**
**.**
Join our **FREE** Live Meet & Greet and learn how to overcome social anxiety when initiating conversations with women and attract the right partner for you in Melbourne
**.**
Beat back the loneliness, regain your confidence and start getting more dates!
**.**
**.**
**.**
**โก๏ธโก๏ธ [REGISTER YOUR TICKET HERE](https://Melbourne_dating_coach_meetup.eventbrite.com.au) โฌ
๏ธโฌ
๏ธ**
* Improve speaking and communication skills with women
* Connect with our students and coaches
* Taking that first step outside of your comfort zone
**.**
**.**
**Fast track your success!**
Get 1-on-1 help with our Leading Melbourne Dating Coach, Andrew Gung
Featured in the Herald Sun, News.com.au, SBS, KIISFM and ABC.
**.**
**.**
**๐Schedule your COMPLIMENTARY 20 minute Dating Strategy call**
**[https://www.coreconfidence.coach/](https://www.coreconfidence.coach/)**
๐ JUST GUTSY โ Solo Travelers Meetup (Melbourne 4PM local time)
No agenda. No awkward intros. Just good people.
Just Gutsy is a weekly meetup for solo travelers, nomads and locals who love meeting them, a simple way to find your people in a new city.
Who comes:
Solo travelers in transit ยท digital nomads ยท curious locals who love meeting travelers
What to expect:
casual and self-led ยท small group energy ยท show up, talk to someone, see where it goes
Not sure how to talk to strangers? I put together a set of questions that actually make it easy โ find them here: [justgutsy.com/icebreakers](http://justgutsy.com/icebreakers)
The only things you need to do:
โ Comment below so others know you're coming
โ If plans change, update your RSVP
โ When you arrive: comment "Here, [what you're wearing]" so people find you
When & where:
โข Every Sunday ยท 4PM local time
Meetup.com sometimes shows a different timezone โ ignore it, it's always 4PM where you are
โข Location: in front of the Dolphin Fountain (inside Fitzroy Gardens)
Join Just Gutsy โ [justgutsy.com](http://justgutsy.com/) ยท Early members get lifetime premium access to the app
JUGGER - soft-combat foam weapons, free to try!
It's Jugger time! Get on down to Hawthorn for fun, sun, exercise, and silly shenanigans!
* โ
Free to attend
* โ๏ธ Jugger Equipment is supplied
* ๐ Post-training social lunch - all welcome
* โก๏ธ [Find us on Discord](https://discord.gg/WHnMyk56Cu)
Jugger is an exciting, mixed-gender soft combat sport. Two teams use a selection of padded foam spars to tag opponents as they aim to put the jugg (the game ball) into their opponent's goal.
**Watch Jugger being played in [this excellent short demo video](https://vimeo.com/28592980).**
Jugger Melbourne training sessions include both full games of jugger, as well as a variety of training drills designed to promote **teamwork, communication, exercise, health and fitness, and teach core game skills.**
After training we head across to Glenferrie Rd for lunch and socializing, which you are welcome (and encouraged!) to join.
**โ๐โโ๏ธโโก๏ธ New Player Info / Who Can Join**
New players are always welcome! Our experienced coaches will teach you basics to get you and and swinging in no time Jugger is easy to pickup the basics while deep to master.
We have a minimum age policy of 16 years (please note, anyone under 18 must be accompanied by a guardian), but other than that we welcome anyone of all fitness levels. Jugger is a great way to keep active, and a fun way to meet new people in a friendly and inclusive community!
**๐ How to Join a Session and What to Bring**
Joining is simple - just show up! RSVPing on Meetup or Discord is a big help as it helps us plan around expected numbers. You are also welcome to bring along any interested friends and family.
**โ๏ธ Jugger equipment is supplied.** We have a collection of gear to loan out to new players.
Bring a water bottle (there is a tap nearby), sunscreen, and wear comfortable clothes and shoes for running around in - and that you don't mind getting a bit dirty!
Recommend but not required items include: sunglasses, football boots, kneepads, and gloves if you have them. You don't need any of these to get started, but you may find you want them if you become a regular.
**โ
Are there any costs are involved?**
Our training sessions are **free to attend** as often as you like, we are essentially just a group of friends that meet for training and socializing on the weekend.
The Australian Jugger League has a voluntary annual membership that helps to support the sport (including maintaining equipment and paying for Meetup), and we encourage people to join once they become a regular attendee or begin attending tournaments. However there's no obligation so spend any money when you're first trying it out or just attending casually.
**โก๏ธ External Links**
We organise our regular players through our Discord group and their attendance is not often represented in the Meetup attendance numbers (we use Meetup to reach out to new people).
Events are also (though less regularly) posted to Facebook, while event photos and videos are shared on our Instagram.
* [Join our Discord](https://discord.gg/WHnMyk56Cu)
* [Jugger Melbourne on Facebook](https://www.facebook.com/groups/JuggerMelbourne)
* [Follow us on Instagram](https://www.instagram.com/jugger_melbourne/)
* [Australian Jugger League website](https://www.jugger.au/)
\*\* See you on Sunday \*\*
Apache Sling Events Near You
Connect with your local Apache Sling community
Journey: Hiking the Highlands in Scotland 2026
*We can only take 13 women on this trip.*
**The details...**
Immerse yourself in the wild splendor of Scotland on this exclusive **womenโs 8-day hiking** adventure.
Misty moors, heather-clad hillsides, verdant glens, and ancient castles steeped in folklore will fill your camera roll by the end of this trip.
***Learn more about this all women journey here: [Highlands](https://www.boldspirittravel.com/journeys-1/hiking-highlands-scotland-2026)***
**A guided adventure:**
Guided by experienced locals, explore the untamed hills of Glencoe and the Cairngorms during invigorating day hikes. Each evening, unwind and reflect on the dayโs experiences, forging friendships and savoring Highland hospitality.
This is more than a hiking trip.
Itโs an opportunity to immerse yourself in Scotlandโs rich history and traditions. Learn about women-led crofts and take a loch plunge while wild swimming (followed by a steamy sauna).
**What to expect...**
* Hike in Scotlandโs rugged Highlands and experience green Glencoe.
* Visit a medieval castles and historic stone villages.
* Soak up the history of Edinburghโs city center.
* Indulge in delicious and plentiful Scottish cuisine, including fresh seafood, local beer, and hearty breakfasts.
* Traverse heather-clad landscapes while giving your body a good workout. (You must train for this trip.)
* Enjoy restorative stays at beautiful hotels.
**Wait, there's more...**
* Bask in the beauty of the Cairngorms.
* Hike with other Bold Spirit women who love to travel as much as you do.
* Learn about rewilding and women-led crofting.
* Shop along the cobblestone streets of Edinburgh.
* Take the plunge into a loch for wild swimming and a shoreline sauna experience.
* Stretch both your mind and hamstrings on this special journey.
The best part? Our team **takes care of the logistics** so you can focus on enjoying a much needed vacation in beautiful Scotland.
Are you ready to meet other women who love to hike and travel, plus see Scotland with professional guides?
***Learn more about this all women tour here: [2026 Hiking the Highlands Journey](https://www.boldspirittravel.com/journeys-1/hiking-highlands-scotland-2026)***
* Ask us questions here: [Tell me more about this trip](https://www.boldspirittravel.com/contact)
* Learn about Bold Spirit Travel [here](https://www.boldspirittravel.com/about).
* Rates start at $6195
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
.
Bachata Dance Classes: Beginner and Intermediate (Every Monday)
**โ
Bachata Mondays with Todd Smith!**
**๐ Beginner Bachata Class**
**$15 In Advance / $20 At the Door**
7:00 pm โ 7:15 pm โฆ Registration
7:15 pm โ 8:15 pm โฆ Beginner Class
**๐ Intermediate Bachata Class**
**= $15 In Advance / $20 At the Door**
8:15 pm โ 8:30 pm Registration
8:30 pm โ 9:30 pm Intermediate Class
**๐ If You Take Both Bachata Classes**
**= $25 In Advance / $35 At the Door**
**๐ Buy Advance Tickets Now at:**
https://columbussalsadancing.com/bachata-mondays-dance-class-tickets/
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







![Melbourne's Leading Dating Coach Andrew Gung [Meet & Greet] For Men](https://secure.meetupstatic.com/next/images/fallbacks/redesign/event-cover-2.webp?w=640)

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