Government Contractors

Hello, we already have members, so the game is always on!! New Normal for JEB Badminton To support government maintaining restrictions to contain the spread of COVID-19, JEB will update the regulations by setting the game with limited player and applied the following conditions : Fee Join = Rp. 80.000,- / person with max 8 players /court . 2 courts' court no 6&7 Cancellation Policy : A. More than 10 hours before game - no penalty / charge from Fee Join. B. Less than 9 hours before game - a half penalty / charge from Fee Join. Thank you for your kind understanding. Cu soon 🤩

Nongkrong sambil berbahasa Prancis! Niveau minimum : A2 mais tout le monde est bienvenu ! Au programme mardi 5 mai : petites improvisations théâtrales à deux, sérieuses ou comiques, comme vous voulez.

Please reserve your spot by registering on the below link : **Reserve** https://www.eventbrite.com/e/join-biggest-community-investors-founders-jakarta-online-tickets-1975092517889?aff=meetup **QUESTIONS ?** Pls Reach out to; Rose - +971528033410 ( WhatsApp Only)

**What to Expect** *A relaxed, productive weekday environment - High-speed WiFi & comfortable co-working space *Flexible padel play throughout the session - Meaningful networking with professionals & entrepreneurs *Opportunity to exchange ideas, collaborations & contacts - Short, insightful talks (TED-style) from inspiring speakers *Great coffee, food & social atmosphere **Work, play, connect—and grow, all in one place.**

Hey, friend in Jakarta! Now that you joined JakFri... **are you a member of [Jakarta Writers](https://www.meetup.com/jakarta-friends) yet?** Want to see **pictures** of past events? **[Take a look here!](https://www.meetup.com/jakarta-friends/photos/)** And feel free to upload a few pictures you will take at the event 😊 JakFri and JakWri is **the** biggest, oldest, most active, and most inclusive MeetUp community in Jakarta… and we invite you to join us to join us for this **BURGER NIGHT in Lawless Menteng!** Everyone is always welcome to join our events. Our community is all about creating authentic in-person connections in this urban jungle. Come as you are... it’s the best version of yourself. **ABOUT THE EVENT** Let's have dinner together at Lawless Burger in Menteng. They have burgers, hotdogs, fries, beers, milkshakes. Friday night is the time to chill. What better way than sitting together and making new friends in a friendly, informal setting? After burgers, we can walk and continue our evening at one of the many places nearby. We will choose together where to go depending on our mood. **Newcomers are particularly welcome!** Come alone or with a friend or partner. There won't be a shared bill. Everyone will pay for what they consume. We have organised this event many times before! You can see a few past events here: * [Burger night at Lawless Menteng (Mar 2026)](https://www.meetup.com/jakarta-friends/events/313624813) * [Burger night at Lawless Menteng (Jan 2026)](https://www.meetup.com/jakarta-friends/events/312705350/) * [Burger night at Lawless Citos (Dec 2025)](https://www.meetup.com/jakarta-friends/events/312031508/) * [Burget night at Lawless Menteng (Nov 2025)](https://www.meetup.com/jakarta-friends/events/311725059/) * [Burget night at Lawless Menteng (Sept 2025)](https://www.meetup.com/jakarta-friends/) * [Burger night at Lawless Menteng (March 2025)](https://www.meetup.com/jakarta-friends/events/306637535/) * [Burger night at Lewless Menteng (Sep 2024)](https://www.meetup.com/jakarta-friends/events/303479032/) * [Burger night at Lawless Kemang (Aug 2024)](https://www.meetup.com/jakarta-friends/events/302273440/) * [Burger night at Lewless Menteng (Apr 2024)](https://www.meetup.com/jakarta-friends/events/300000152/) **ABOUT THE VENUE** Lawless is a very decent joint and there will be tables reserved for us. The price range for a burger and drink is about 100 IDR and up. * Let's meet directly at Lewless Menteng in Sarinah. There are tables reserved for us (non-smoking area) * Don't arrive earlier of the event starts at 8.00 PM -- we want to start together * Feel free to arrive later. The last order is at around 10.00 PM. You can also join us after dinner if you prefer, or join only to socialise without eating (please order at least one drink our of respect for the venue) * After burgers, we can go have a drink nearby. Text in the comment section if you want to find us later during the evening * We encourage you to reach the event by public transportation. MRT stop Bundaran HI is only 5 minutes walking distance **HOW TO REGISTER TO THE EVENT?** To register, just click “Attend”! There are a few simple rules * We kindly ask attendees who cannot manage to join to **update RSVP at least 24 h before the event** as a courtesy to other attendees and event organisers. * People on the waitlist cannot attend, and are encouraged to check a few hours before the event if they got a spot * Repeated no-show (3X) without updating RSVP will be removed from the group. * Cancellation at the last minute is unfriendly for other attendees, organisers, and venue. Please cancel whitin 2 hours for exceptional circumstances **only**. Otherwise it will count as no-show! * Attendees who bring a +1 are responsible to make sure that the guest understands and agrees to our rules of respect and inclusivity. Thank you for your understanding and cooperation! **WE HAVE A MEMBERSHIP FEE. HOW DOES IT WORK?** Our community has a **monthly membership fee** that can be paid through the app (**2 USD/month or about 33k IDR/month**). Membership can also be paid as a **yearly membership of 320k IDR** valid for 365 days after payment. Membership fee is offered with a **promo discount to first-timers**, who can become members for only **240k IDR/year** (**Option A**). First-timers can decide to join with **a sneek peak price of 50k IDR & pay the remaining 270k IDR at the next event** they attend (**Option B**). Registered +1 can attend for free. Renewals (after 365 days) and upgrades (to join JakWri) are offered at a special rate. All this is aimed at encouraging people to sign up, and then to attend as many events as they like! Yearly membership can be paid at an event (cash/bank transfer/Gopay) or beforehand (bank transfer/Gopay). Text Corrado (+62 8211 489 3580) if you have any questions about membership. Membership to **both** Jakarta Friends and Jakarta Writers is offered for **only** 390k IDR/year (**Option C**). Membership gives **access to all events** plus exclusive perks available only to paying members, like for example our [Give Away Birthday Celebrations with lucky draw](https://www.meetup.com/jakarta-friends/events/300470498) (Sept 2024) or [FREE pasta cooking (and eating 😉) workshop](https://www.meetup.com/jakarta-friends/events/304253623/) (Nov 2024) or [Museum visits with FREE GUIDED TOURS](https://www.meetup.com/jakarta-creatives/events/301738408/) (Sept 2024). To most events, attendees can **bring a +1 for free**, and we have some events open to all (paid and unpaid) members. To all members we **guarantee** to keep organizing plenty of events. You will receive a **full refund** if the group closes down, or if there’s no event happening in three months. In the past 3 years we have organised up to 2-3 events per week (browse past event [of JakFri here](https://www.meetup.com/jakarta-friends/events/?type=past) and [of JakWri here](https://www.meetup.com/jakarta-writers/events/?type=past)). That is, with your membership you can attend up to 5-10 events! We **guarantee** to keep organising plenty of events. You will receive a **full refund** if the group closes down, or if there’s no event happening in three months. **THE RULES OF OUR COMMUNITY** Our communities are: * **Jakarta Friends**: [https://www.meetup.com/jakarta-friends](https://www.meetup.com/jakarta-friends) * **Jakarta Writers (former Jak Creatives)**: [https://www.meetup.com/jakarta-writers/](https://www.meetup.com/jakarta-creatives/) Members often participate in events of both groups. Over the past three years, we held over 300 events with over 2,500 attendees. Attendees rate our events **very positively** and give wonderful feedback, with an average of **4.8**⭐ (out of 5⭐) afrom over 500 reviews ([take a look at our reviews here!](https://www.meetup.com/jakarta-friends/feedback-overview/)) We value diversity, inclusivity, respect, and authenticity. We **do not tolerate** harassment or discrimination of any kinds. * You are invited to join our WhatsApp group where we announce our events regularly: [https://chat.whatsapp.com/BR0sC0BrPbc9xTqvj1qLfx](https://chat.whatsapp.com/BR0sC0BrPbc9xTqvj1qLfx) * Feel free to tag us on Instagram, and we will repost! [www.intagram.com/jakarta.friends.creatives](http://www.intagram.com/jakarta.friends.creatives) * For questions about the event, please post a comment on the event page, or DM the event organisers

It’s designed for people like us who usually work from home—but prefer doing it from a vibrant, engaging space. A place where work meets lifestyle: you can enjoy great coffee and food, stay productive, and take refreshing breaks to play or recharge. With access to multiple activities like swimming, yoga, Pilates, and padel, it’s more than just a workspace—it’s an experience. A community of like-minded individuals coming together to share ideas, build connections, and inspire each other—especially for entrepreneurs looking to grow, collaborate, and create something meaningful.

Hello, Jakarta Writer! **Are you a member of [Jakarta Friends](https://www.meetup.com/jakarta-friends/) yet?** Want to see **pictures** of past events? **[Take a look here!](https://www.meetup.com/jakarta-creatives/photos/)** And feel free to upload a few pictures you will take at the event 😊 JakCre and JakFri is **the** biggest, oldest, most active, and most inclusive MeetUp community in Jakarta… and we invite you to join us for this **WRITERS' CLUB: GIVE & RECEIVE FEEDBACK on your writing!** Everyone is always welcome to join our events. Our community is all about creating authentic in-person connections in this urban jungle. Come as you are... it’s the best version of yourself. **ABOUT THE EVENT** What's one of the most difficult part in writing? Getting high-quality feedback! This event addresses exactly this! Plus, writers will have the chance to be part of a friendly community and a support system for fellow creatives. **We want to help and elevate each other!** This is what we will do: We will meet at the indicated time (please don't be late) and everyone who wishes to can drop their name on a box for a lucky draw. One person is selected by chance and will need to have a text **of any kind** (poetry/fiction/non-fiction/essay/article/script/blog/music lyrics/whatever!) ready to share with everyone on a Google drive folder. Then everyone will take their time and read the piece(s) on their own. We allocate **about 60-90 minutes quiet reading time**. Readers will take notes on what they wish to give feedback to. The author is also welcome to brief readers on what they should pay attention to or give feedback on. People who wishes to be there as readers only (that is, without putting their name in the lucky draw box), are most welcome to! The crucial part is that everyone needs to be respectful of each other's craft and give **polite, constructive feedback**! After reading time, there is the feedback time! **For about 90 minutes, we will discuss what we have read, and give feedback to the author.** Sounds easy, fun, and productive? It is. Everyone will have the chance to learn something new! This event doesn't require any preparation! We will read and give feedback on the spot. This will be a unique occasion to receive a feedback on your writings (of any kind) and to practice your ability to give and receive feedbacks on texts! Just be ready to share (not mandatory) **a piece of your writing of about 2,000 words** (1,000 to 10,000 words is OK, too, but be aware that a shorter piece is more likely to receive plenty of feedback) as a Google Drive link and grant people access to read. Be sure you will join with a device where it's possible to join a video conference (Zoom/GoogleMeet/tbd). **We have done this event before! Take a look here:** * [GIVE & RECEIVE FEEDBACK on your writings 🤓 (Feb 2026)](https://www.meetup.com/jakarta-writers/events/313180424/) * [GIVE & RECEIVE FEEDBACK on your writings 🤓 (Jan 2026)](https://www.meetup.com/jakarta-creatives/events/312723598/) * [GIVE & RECEIVE FEEDBACK on your writings 🤓 (Dec 2025)](https://www.meetup.com/jakarta-creatives/events/312032052) * [GIVE & RECEIVE FEEDBACK on your writings 🤓 (hybrid) (Nov 2025)](https://www.meetup.com/jakarta-creatives/events/311725541/) * [GIVE & RECEIVE FEEDBACK on your writings 🤓 (hybrid) (Aug 2025)](https://www.meetup.com/jakarta-creatives/events/310122815/) * [GIVE & RECEIVE FEEDBACK on your writings 🤓 (online) (Aug 2025)](https://www.meetup.com/how-to-become-a-writer/events/308662343/) * [WRITERS' CLUB (May 2025)](https://www.meetup.com/jakarta-creatives/events/307536966/) **ABOUT THE VENUE** **Mad for Coffee** is a lovely coffeeshop with great coffe and some nice food on the menu. The owners are so kind to have a room or the upstairs terrace for us! At Mad for Coffee they also have regular comedy shows, including one just after our event at 4 PM which we can attend together! Link to be shared soon -- take a look here at a past free comedy event we attended together: https://www.meetup.com/jakarta-creatives/events/312964219/ (walk-ins at the comedy event are usually possible, too) * Let's meet directly there! There will be tables prepared for us * At the venue, ask for Corrado or MeetUp at the staff. There will be a MeetUp sign on our table to find us * Here is a link to the venue for more information: [https://www.instagram.com/madforcoffeeid/](https://www.instagram.com/madforcoffeeid/) * We encourage you to reach the event by public transportation MRT Cipete Raya is just 15 minutes walk! **ABOUT THE HOST** Corrado Nai has a Ph.D. in microbiology and writes mostly about science. His feature articles has been published in Smithsonian Magazine, New Scientist, Asimov Press, and many more. Currently he's writing [a graphic novel about agar-agar's surprising role in science](https://fanny-hesse-graphic-novel.site/), called "The Dessert That Changed the World" which can be followed and supported through Patreon ([www.patreon.com/corradonai](https://www.patreon.com/corradonai)) **HOW TO REGISTER TO THE EVENT?** To register, just click “Attend”! There are a few simple rules * We kindly ask attendees who cannot manage to join to **update RSVP at least 24 h before the event** as a courtesy to other attendees and event organisers. * **Be on time! Don’t be early!** * Come alone or with a friend, family, or your better half * People in the waitlist cannot attend, and are encouraged to check a few hours before the event if they got a spot * Repeated no-show (3X) without updating RSVP will be removed from the group. * Cancellation at the last minute is unfriendly for other attendees, organisers, and venue. Please cancel whitin 2 hours for exceptional circumstances **only**. Otherwise it will count as no-show! * Attendees who bring a +1 are responsible to make sure that the guest understands and agrees to our rules of respect and inclusivity. Thank you for your understanding and cooperation! **WE HAVE A MEMBERSHIP FEE. HOW DOES IT WORK?** As this group is slowly unrolling into a Writers' Group, it will be soon possible to join through Patreon, too: https://www.patreon.com/corradonai Monthly membership through Patreon will grant access to **all** events of Jakarta Writers (this group) **and** of [Jakarta Friends](www.meetup.com/jakarta-friends). Our community has a **monthly membership fee** that can be paid through the app (**2 USD/month or about 33k IDR/month**). Membership can also be paid as a **yearly membership of 320k IDR** valid for 365 days after payment. Membership fee is offered with a **promo discount to first-timers**, who can become members for **240k IDR/year**. First-timers can decide to join with a **sneek peak price of 50k IDR & pay the remaining 270k IDR at the next event** they attend. Registered +1 can attend for free. Renewals (after 365 days) and upgrades (to join JakFri) are offered at a special rate. All this is aimed at encouraging people to sign up, and then to attend as many events as they like! Yearly membership can be paid at an event (cash/bank transfer/Gopay) or beforehand (bank transfer/Gopay). Text Corrado (+62 8211 489 3580) if you have any questions about membership. Membership to **both** Jakarta Friends and Jakarta Writers is offered for **only** 390k IDR/year. Membership gives **access to all events** plus exclusive perks available only to paying members, like for example our [Give Away Birthday Celebrations with lucky draw](https://www.meetup.com/jakarta-friends/events/300470498) (Sept 2024) or [FREE pasta cooking (and eating 😉) workshop](https://www.meetup.com/jakarta-friends/events/304253623/) (Nov 2024) or [Museum visits with FREE GUIDED TOURS](https://www.meetup.com/jakarta-creatives/events/301738408/) (Sept 2024). To most events, attendees can **bring a +1 for free**, and we have some events open to all (paid and unpaid) members. To all members we **guarantee** to keep organizing plenty of events. You will receive a **full refund** if the group closes down, or if there’s no event happening in three months. In the past 3 years we have organised up to 2-3 events per week (browse past event [of JakFri here](https://www.meetup.com/jakarta-friends/events/?type=past) and [of JakWri here](https://www.meetup.com/jakarta-writers/events/?type=past)). That is, with your membership you can attend up to 5-10 events! We **guarantee** to keep organising plenty of events. You will receive a **full refund** if the group closes down, or if there’s no event happening in three months. **THE RULES OF OUR COMMUNITY** Our communities are: * **Jakarta Friends**: [https://www.meetup.com/jakarta-friends](https://www.meetup.com/jakarta-friends) * **Jakarta Writers (former Creatives)**: [https://www.meetup.com/jakarta-writers/](https://www.meetup.com/jakarta-creatives/) Members often participate in events of both groups. Over the past two years, we held over 250 events with over 2,000 attendees. Attendees rate our events **very positively** and give wonderful feedback, with an average of **4.8**⭐ (out of 5⭐) afrom over 500 reviews ([take a look at our reviews here!](https://www.meetup.com/jakarta-creatives/feedback-overview/)) We value diversity, inclusivity, respect, and authenticity. We **do not tolerate** harassment or discrimination of any kinds. * You are invited to join our WhatsApp group where we announce our events regularly: [https://chat.whatsapp.com/BR0sC0BrPbc9xTqvj1qLfx](https://chat.whatsapp.com/BR0sC0BrPbc9xTqvj1qLfx) * Feel free to tag us on Instagram, and we will repost! [www.intagram.com/jakarta.friends.creatives](http://www.intagram.com/jakarta.friends.creatives) * For questions about the event, please post a comment on the event page, or DM the event organisers

Join us for an unforgettable night 7:30pm in Jakarta [[Click This Whatsapp Groupchat Link](https://chat.whatsapp.com/BQcHLsg2oJfLugoOG27jjk)] We’re not just a language exchange — we’re a roaming social experience for 20s and 30s who love new faces and open conversations. Whether you're an expat, traveler, or Seoulite looking for something beyond the usual Saturday, this is the place to be. Connect, talk, laugh, repeat.

Join us for 2 loops of the 1.1 mile trail surrounding Civic Park In Reynoldsburg this Thursday (5/7) at 6:30 pm. This is a fully paved trail so no worries about mud after a rainy week. Just come and get some exercise while connecting with others.

Bienvenue! Columbus French Conversation group invites you to our Saturday morning French conversation club. Expect a casual and welcoming atmosphere in which to learn french! I will bring my laptop so we can look up new vocabulary as needed! The venue is a beautiful French restaurant so you can really get into the zone :)

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Do you want more motivation and confidence to build Lasting Relationships? This is a free, in-person meeting on the subject of betrayals, losses and how to get over them so you can build lasting relationships. Are you burdened by a stressful relationship? Unhealthy relationships can trigger feelings of anger, despair or self-doubt. They can create dwindling spirals of fights and seeking to make-up, or trying to “pin the blame” on someone or something. If you don’t find the RIGHT reasons, or select the correct sources of the problem, the problem can just get worse and worse. Whether in love or personal ties, with friends or at work, our life really IS affected by the quality of our relationships. Good ones can promote pleasure and survival, while less optimum ones can lead to annoyance, anger, self-doubt, stress, or even affect our health and ability to survive well. Whether you are suffering from a divorce, or a painful break-up, don’t know who to trust (or who to CHOOSE) as a partner, friend, boss or employee - the anxiety of relationship troubles can really make a mess of things. Maybe you’ve suffered a betrayal, or are dealing with hostility or criticalness or invalidation. Dwindling relationships can involve destructive behavior, where we hurt those we love, or start succumbing to self-destructive thoughts, attitudes or behaviors that spiral out of control and affect much more than our immediate relationship. Past losses in love or life can affect how we act or react to new people and situations and hold us back from even starting to create new, possibly great relationships! How can one get back onto a saner course of action? Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life: human relationships! Break free from self imposed limitations Here we will discuss: • How to “erase” the trauma of past hurts and betrayals so that one isn’t always repeating past mistakes. • Why and how do the negative emotions of others affect you? • Why is my partner withdrawing and what can I do about it? • Why do we sometimes feel compelled to hurt the ones we love? • Fights & arguments - what's really behind them? • What underlies “corrosive criticism” or the need to invalidate self or others? • How one can stably change one’s outlook on life so they can affect positive change? • Where do compulsive destructive behaviors come from and what can be done about them? • How to form closer bonds & keep growing the relationships with the people you care about? • How to enhance one’s own ability to survive and create positive healthy relationships whether in love, family & friendships or in work, business or one’s career? Relationships can be hard and life itself IS challenging. Why not arm yourself with the knowledge and breakthroughs that have been made about the mind, mental reactions & interpersonal relationships, so that one has better awareness and control over themselves and life in general. Learn where painful experiences are “stored” and how they can unknowingly affect us. You will also find out how one can “erase” those past painful experiences so that one is free to move forward without being tripped up by the past. Learn too, about what can lead some people to become “toxic” personalities and how to identify those traits in others so you won’t be tripped up trusting the wrong person. Our free Meet-ups occur in a safe environment where one can learn, without fear of judgment or criticism, and without the recommendation of harmful mental techniques or therapies, just how YOU can get yourself onto a happier & more successful path: in love & in life. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This class is held at the Dianetics and Scientology Life Improvement Center.

Join us for this free, in person meeting on the subject of betrayals, losses and how to get over them so you can build lasting relationships. Do you want more motivation and confidence to build lasting relationships? Are you burdened by a stressful relationship? Unhealthy relationships can trigger feelings of anger, despair or self-doubt. They can create dwindling spirals of fights and seeking to make-up, or trying to “pin the blame” on someone or something. If you don’t find the RIGHT reasons, or select the correct sources of the problem, the problem can just get worse and worse. Whether in love or personal ties, with friends or at work, our life really IS affected by the quality of our relationships. Good ones can promote pleasure and survival, while less optimum ones can lead to annoyance, anger, self-doubt, stress, or even affect our health and ability to survive well. Whether you are suffering from a divorce, or a painful break-up, don’t know who to trust (or who to CHOOSE) as a partner, friend, boss or employee - the anxiety of relationship troubles can really make a mess of things. Maybe you’ve suffered a betrayal, or are dealing with hostility or criticalness or invalidation. Dwindling relationships can involve destructive behavior, where we hurt those we love, or start succumbing to self-destructive thoughts, attitudes or behaviors that spiral out of control and affect much more than our immediate relationship. Past losses in love or life can affect how we act or react to new people and situations and hold us back from even starting to create new, possibly great relationships! How can one get back onto a saner course of action? Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life: human relationships! Break free from self imposed limitations Here we will discuss: • How to “erase” the trauma of past hurts and betrayals so that one isn’t always repeating past mistakes. • Why and how do the negative emotions of others affect you? • Why is my partner withdrawing and what can I do about it? • Why do we sometimes feel compelled to hurt the ones we love? • Fights & arguments - what's really behind them? • What underlies “corrosive criticism” or the need to invalidate self or others? • How one can stably change one’s outlook on life so they can affect positive change? • Where do compulsive destructive behaviors come from and what can be done about them? • How to form closer bonds & keep growing the relationships with the people you care about? • How to enhance one’s own ability to survive and create positive healthy relationships whether in love, family & friendships or in work, business or one’s career? Relationships can be hard and life itself IS challenging. Why not arm yourself with the knowledge and breakthroughs that have been made about the mind, mental reactions & interpersonal relationships, so that one has better awareness and control over themselves and life in general. Learn where painful experiences are “stored” and how they can unknowingly affect us. You will also find out how one can “erase” those past painful experiences so that one is free to move forward without being tripped up by the past. Learn too, about what can lead some people to become “toxic” personalities and how to identify those traits in others so you won’t be tripped up trusting the wrong person. Our free Meet-ups occur in a safe environment where one can learn, without fear of judgment or criticism, and without the recommendation of harmful mental techniques or therapies, just how YOU can get yourself onto a happier & more successful path: in love & in life. We look forward to having you join us! This class is held at the Dianetics and Scientology Life Improvement Center of Central Ohio.

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