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Frequently Asked Questions
Yes! Check out ruby events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the ruby events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find ruby events near your location here. Connect with your local community and discover events within your area.
Ruby Events Today
Join in-person Ruby events happening right now
【女性限定】Girls’ Night🇨🇦🇯🇵Language Exchange【言語交換】🦄🌱
Small Group | Women-Only Event
※日本語の案内は下にあります
【Fee】 $10
(**Only $5 if you bring snacks or drinks for share**)
【Payment】:Cash or E-Transfer only
⚠️ Credit/debit cards are not accepted.
✨ Loyalty Reward for English Speakers ✨
**Attend 3 Girls’ Nights in a row and receive a $15 event credit.**
(Credit must be used within 2 months of issue)
• We’ll provide a cup of green tea.
(Cups, plates, napkins, wet wipes, board games and snacks will also be available.)
Meeting Point: The central stage on the first floor of the library
(If you are late, please come to Study Room 1 and 2 on the first floor or Study-room on the second floor).
• A relaxed tea-time hangout with casual chatting in both English and Japanese, plus card games 🌸🍵
(There’s no structured “language exchange time,” so don’t worry if you’re not confident—just take it at your own pace! 🙋♀️)
【Important Request】
If you can’t make it, please mark yourself as “Not Attending” so someone on the waitlist can join.
If you fail to show up twice without marking “Not Attending,” you may be removed from the group.
【Eligibility Notice】
This event is exclusively for individuals assigned female at birth (AFAB).
While we deeply respect all gender identities, this particular gathering is intended to provide a safe and comfortable space for AFAB women to connect.
We kindly ask trans women, non-binary, and other gender-diverse individuals to refrain from attending this time.
Additionally, if your name or profile photo does not clearly reflect your gender (e.g. male-identifying names, random numbers, spam-like characters), you may be removed from the event. Thank you for your understanding.
少人数|女性限定
【参加費】 $10
(**シェアできるお菓子か飲み物を持参で半額の$5**)
【支払い】:現金 or E-Transfer のみ
⚠️ カードの取り扱いはありません
・緑茶をご用意します。
(他:コップ、お皿、手拭き、スナック、ボードゲーム等あります)
【集合場所】 図書館の一階中央ステージ
(遅刻した場合はStudy Room 1 or 2または2階のStudy roomに来てください)
・英語と日本語を自由にミックスしておしゃべり、カードゲームなどゆるっとお茶会スタイル
【こんな方におすすめ】
女の子の友達が欲しい!
Meetupに参加してみたいけど、不安がある。
【お願い】
参加できない場合は「不参加」にしてください。
「不参加」なしで2回現れなかった場合、退会となります。
【参加対象についてのご案内】
本イベントは「出生時に女性として割り当てられた方(AFAB)」に限らせていただいております。
あらゆるジェンダーアイデンティティを尊重しておりますが、今回はAFABの女性が安心して交流できる場を意図しております。
トランス女性・ノンバイナリー等の方々におかれましては、誠に恐れ入りますが、今回のイベントへのご参加はご遠慮ください。
また、名前やプロフィール写真から性別が判断できない場合(明らかに男性である、数字の羅列、スパムのような文字の羅列など)イベントから退会してもらう可能性があることをご承知ください。
Karaoke Thursdays
The Irish Rose Pub
Hosted by KJ Sharon
This cozy pub, loved by locals, is a true community favourite!
The food is hearty, comforting, and always made fresh 👨🏽🍳
It’s a welcoming spot where people come together, share laughs, and enjoy great company 😃
Newcomers quickly feel at home and often leave with new friends!
⭐️⭐️ When you arrive, just check in with me or the staff and we’ll get you set up with seating and service 🍺🍽🥃 ⭐️⭐️
See you at The Irish Rose🎤
Toronto Tech Mixer and Social (Tech / AI / Data / IT) ✨
Whether you're a seasoned tech veteran or just starting out, let's create the ideal afterwork place to meet and chill with other workers in tech - find that new job, expand your network, share ideas, and stay up-to-date on the latest trends in the industry. Let's inspire, innovate, and shape the future of technology in Toronto!
Tech, AI, Data, IT, and more \~
\-\-\-\-\-\-\-\-
### Event Details
💰 Cost: Free
🍺🥃 Afterwork drinks and social
📍 The Goodman Pub and Kitchen (Inside, or ask for Tech Social) - 207 Queens Quay W
🕕 6:00pm onwards every Friday
**Or RSVP on the website for our Discord / WhatsApp communities, and to see who else is going and what their backgrounds/seniority/interests are:**
🔗 [Link to Website](https://techsocialtoronto.com/event/meetup)
If you cannot find us, ask staff about Tech Social, or ask in the WhatsApp community above.
\-\-\-\-\-\-\-\-
### Who Should Attend?
Perfect for **Toronto tech professionals** including:
* **Software Developers & Engineers** (Python, JavaScript, Java, C++, React, Node.js)
* **Data Scientists & Analysts** (Machine Learning, AI, Data Visualization, SQL)
* **Cybersecurity Professionals** (InfoSec, Ethical Hacking, Cloud Security)
* **Product Managers & Tech Entrepreneurs**
* **Students & Tech Graduates** looking to break into tech
* **Career Changers** entering tech industry
* **Remote Workers & Digital Nomads** in Toronto
* **Startup Employees & Entrepreneurs**
* **Digital Marketing & Product Professionals**
* **Senior Engineers** looking to mentor and network
\-\-\-\-\-\-\-\-
### What You'll Experience
* 🤝 **Network with Toronto tech community**
* 💼 **Job opportunities** and referrals from peers
* 🚀 **Career acceleration** through peer networking
* 🎯 **Skill sharing** and tech discussions
* 🧠 **Knowledge sharing** on latest tech trends
* 🎉 **Social activities** and games
* 🧠 **Learn from peers** about real-world challenges
* 🚀 **Collaborate** on projects and ideas
* 🎯 **Mentorship connections** (both ways!)
* 🍻 **Fun, casual atmosphere** \- no matter your seniority level
\-\-\-\-\-\-\-\-
### Event Guidelines
* Support the venue by purchasing drinks/food (no outside items allowed)
* Maintain appropriate behavior and respect for all attendees
* Bring physical ID if required by venue (call ahead to confirm)
\-\-\-\-\-\-\-\-
*Toronto Canada tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers Toronto Canada tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers*
Meet New People in Toronto | Drinks & Dialogue
**Meet new people over great food in a relaxed, social setting.**
This is a small-group social dining experience for people who enjoy good food, good conversation, and expanding their circle in a natural way. Everyone attending is there to meet others — no pressure, no awkward networking.
**What to expect**
* A small group (usually 4–8 people)
* A friendly, low-pressure atmosphere
* Easy, natural conversation
**How it works**
We coordinate the group and reserve the table once attendees confirm. The venue and details are shared with the group beforehand.
Just show up, order what you like, and enjoy the experience. Each guest covers their own food and drinks.
To keep groups balanced and confirmed, seat confirmations happen through #dine:
https://www.hashtagdine.com/
Meet New People in Toronto | Burger Bond
**Meet new people over great food in a relaxed, social setting.**
This is a small-group social dining experience for people who enjoy good food, good conversation, and expanding their circle in a natural way. Everyone attending is there to meet others — no pressure, no awkward networking.
**What to expect**
* A small group (usually 4–8 people)
* A friendly, low-pressure atmosphere
* Easy, natural conversation
**How it works**
We coordinate the group and reserve the table once attendees confirm. The venue and details are shared with the group beforehand.
Just show up, order what you like, and enjoy the experience. Each guest covers their own food and drinks.
To keep groups balanced and confirmed, seat confirmations happen through #dine:
https://www.hashtagdine.com/
Ruby Events This Week
Discover what is happening in the next few days
Mob Programming at Mofer Coffee
Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together.
Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions.
If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming!
Want to learn by watching how others code and solve problems? Join someone else’s project at this event!
Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event!
**Discord**:
We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event!
https://discord.gg/xwjDdVSw3E
**Event policy**:
* We have 0 tolerance for harassment.
* We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets.
* The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do.
* Please buy a drink, and tip the barista well.
Dupont Morning Code
[Summary]
This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only.
[Price]
Attendance is FREE. But you need to buy something from the venue.
[Policies]
\- We do not tolerate harassment of our members
\- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated
Further information: https://torontostack.exchange/
🇨🇦Japanese and English Language Exchange (Page for everyone)
~English description below~
イベント参加費として、日本人の方(日本で生まれ育ち、現在英語を勉強している方)は$2、日本人以外の方(日本語を勉強している方)は$5頂いております。
皆さんから頂いたお金は、こちらのサイトの維持費や将来のランゲージエクスチェンジ施設利用料やソーシャルイベント等のために使われます。ご理解の程、よろしくお願いいたします。
予約受付開始:土曜日5:00PM
予約取消締切:土曜日14:00PM(当日)
予約受付締切:土曜日15:00PM(当日)
スケジュール
5.15 PM - 5:30PM - チェックイン、グループ分け
5:30 PM - 6:15PM - 日本語の時間[または英語の時間]
6:15PM - 7:00 PM - 英語の時間[または日本語の時間]
【イベント内容】
Language Exchangeへようこそ!このグループでは、皆さんのレベルに応じて、3〜4名のグループにわかれ、同じ席になった人たちで各45分間、それぞれ英語と日本語でフリートークを行なっていただきます。決まったディスカッショントピックなどはございませんので、気軽に質問をしながらそれぞれのセッションを楽しんでいただければと思います。
開催場所:Atrium フードコート
TJEXのサインボードを持ったオーガナイザーにお声がけください。(もしサインがなかったり、わからなければメッセージをお願いします!)
予約規約(⚠️重要)
・当日の不参加、もしくは15分以上の遅刻、また予約取消締切後の変更は原則不参加(No-Show)とみなします。不参加(No-show)が3回になりますと会員登録が抹消され、退会となりますのでご注意ください。
・イベントに遅れそうな場合は必ずオーガナイザーまでメッセージをお願いします。イベント開始時間にいるメンバーでグループを組み直すこともあるので、連絡なしで到着された場合はイベントに参加できない可能性もあります。原則、30分以上遅れての参加はご遠慮いただいております。あらかじめご了承ください。
キャンセル待ち
・満席の場合、”キャンセル待ち”リスト(waiting-list)にご登録いただくことが可能です。“参加予定”リスト(going-list)中に空席が発生した場合は、”キャンセル待ち”への登録が早かった方を優先に、オーガナイザーが”参加予定”へ移動しますので、当日の参加状況の変更がないかご自身でご確認ください。
※ご注意※
・空席ができた際は、自動的に”キャンセル待ち”より”参加予定”へ変更されます。この時にMeetupよりお知らせがあるかはわかりません。
・システムにより自動的に”参加予定”とされ、それに気づかずに参加しなかった場合でも、不参加とみなされますのでご了承ください。
Instagramアカウント @tjex.ca
最新情報やミートアップの様子を掲載しています。
ぜひこちらもフォローお願いします!
***
***Although our group is a non-profit organization, we collect $ 5 per English Speaker for every event. All the proceeds are used to run this website and for social events***
RSVP:
RSVP open: 5:00 PM
RSVP cancel deadline: Saturday, 2:00 PM (day of the event)
RSVP close: Saturday, 3:00 PM (day of the event)
Day of Event:
5:15 PM - 5:30 PM - Check-in and Group placement
5:30 PM - 6:15 PM - Japanese conversation
6:15 PM - 7:00 PM - English conversation
Event Description:
This is an in-person language exchange! Members are placed into groups of three or four based on their language level. Each 45 minute session consists of friendly casual conversation, and/or informal study.
Optional Dinner :
After the Language event, we usually go for Dinner. Dinner is optional, you may or may not join the Dinner, it depends on you.
However, Dinner is only for Participants that joined on the day of the event.
Event Location:
Atrium Food Court
The food court is directly connected to the Dundas subway station. Leave the subway station and walk west along Dundas Street.
At the intersection of Bay Street and Dundas Street, you will find an entrance. Proceed down the escalator.
The food court is on the basement floor. Please talk to the organizer with the signboard showing TJEX. (If you can’t find them, please send a message to the organizer.)
⚠️RSVP & Late Policy:
If you are unable to join on the day of the event, please change your status from 'going-list' to 'not going-list'. Failure to Not show up will result in 1 No -Show. Also, in case of arriving 15 mins late to the event will result in 1 No-Show.
Members are removed from the group after 3 No-Shows.
Waiting List:
Members can join the waiting-list even if an event is full. When a spot becomes available, we will move you to the going-list.
Going List:
Only Members on the going-list can participate on the day of the event.
Group Instagram -
@tjex.ca
Feel free to follow us!
[CAS] Korean & English Language Exchange
한국어는 아래를 참조하세요!
A warm welcome to CanAsian Station’s In-Person English x Korean Meetup!
A weekly event where we invite you to enjoy sharing language and culture with each other.
*Beginners are welcome, what’s important is you’re willing to learn!
- Short on ideas? Fear not! We provide new topics each week ,also doubling as study material!
Our participation fee is **$5 per event**. All fees are to be E-transferred to canasianstation@gmail.com We also accept payment in cash, but please be advised that E-Transfers are preferred.
Looking very forward to meeting and sharing with you all! 😊
📍Location: Go to the food court downstairs.
⚠️ [Notice] Booking & Tardiness Policy
We do not accept walk-ins. Please ensure you sign up in advance.
We do not accept members who are more than 30 minutes late. Please be on time.
No refunds will be provided for tardiness or no-shows.
CanAsian Station의 대면 영어 x 한국어 만남에 오신 것을 환영합니다!
매주 열리는 행사로, 여러분이 서로의 언어와 문화를 나누며 즐길 수 있는 자리를 마련합니다.
초보자도 환영합니다! 중요한 것은 배우고자 하는 마음입니다.
아이디어가 부족하다면 걱정 마세요! 매주 새로운 주제를 제공하며, 그 주제들은 학습 자료로도 활용됩니다!
참가비는 **행사당 5달러**입니다. 모든 요금은 canasianstation@gmail.com으로 E-Transfer를 통해 송금해주세요. 현금 결제도 가능합니다만, E-Transfer를 선호합니다.
여러분과 만나고, 함께 나누게 될 것을 기대하고 환영합니다!😊
📍장소: 지하에 있는 푸드 코트로 와주시길 바랍니다
⚠️ [필독] 예약 및 지각 관련 규정 안내
현장 접수 불가 (No Walk-ins)
사전 예약 없이 방문하실 경우 참여가 불가능합니다. 반드시 미리 신청해 주세요.
30분 이상 지각 시 입장 제한 (30-Minute Late Limit)
모임 시작 후 30분 넘게 늦으시는 분은 참여하실 수 없습니다. 시간을 엄수해 주세요.
지각이나 당일 불참(노쇼)으로 인한 환불은 불가합니다.
Toronto’s BIGGEST Language Exchange Event Party & Social, organized by [TILE.]
**Join [TILE.]** at the **most popular Saturday Language Learning Social Event & Party in Toronto! 🍁**
**[TILE.] = Toronto International Language Exchange [Instagram](https://www.instagram.com/tilelearning/)**
**[TILE.]** now has a **2-for-1 special event,** which includes:
**1.** From **[6:30 - 7:15 PM](https://www.meetup.com/english-class-with-certified-award-winning-teacher):** An optional new $5 small group 45-minute **[English language class](https://www.meetup.com/english-class-with-certified-award-winning-teacher)**[ ](https://www.meetup.com/english-class-with-certified-award-winning-teacher)led by a certified language teacher
**2.** From **[7:15 - 11 PM](https://www.meetup.com/biggest-language-party-event-social-in-toronto):** Our usual huge group **[BIGGEST LANGUAGE EXCHANGE SOCIAL EVENT AND PARTY IN TORONTO](https://www.meetup.com/biggest-language-party-event-social-in-toronto)** (Cost: *$5, unless you already paid for the same day 6:30 English class right before, in which which case the 7:15 social is FREE)*
Both events happen Saturday on the 2nd floor of the Madison Pub (14 Madison Avenue). ***Attend either or both events for $5!***
Meet Toronto locals and international friends. Talk to language teachers and speakers to learn English, French, Korean, Japanese, Spanish, and much more! Join us for board games, conversation, dancing, singing, and more! Make sure to get a nametag from one of our helpers.
*You **must** read the full event description below before attending. By attending, you agree to all the terms listed.*
**[TILE.] Toronto International Language Exchange** event details:
* We are on the 2nd floor of the Madison pub on the patio with all the international flags! *The dance floor opens around 10 PM, and the live piano bar singer start around 10:30 on the 1st floor.*
**PAY** **$5** right at the event by **CASH, CREDIT, or DEBIT**, or **SEND $5 E-TRANSFERS** to: **TILETORONTO1@GMAIL.COM**. You can also support the bar by buying a drink or appetizer.
\-\-\-\-\-\-
**IMPORTANT DISCLAIMER – Meetup Group**
By attending any TILE events, including these ones, you acknowledge and agree to the following:
* *The organizers and hosts of TILE events are are not liable for any loss, injury, damage, or other unforeseen outcomes that may occur before, during, or after any event.*
* *Participation in TILE events is entirely voluntary and at your own risk. You are solely responsible for your own safety, personal belongings, transportation, behavior, and well-being. It is your responsibility to assess the risks involved in any activity or location and to act accordingly.*
* *TILE and its organizers do not provide insurance and cannot guarantee the safety, accuracy of information, or quality of venues, third-party services, or other attendees.*
* *By attending, you release TILE, its organizers, and affiliates from any and all claims or liability, and you agree to conduct yourself respectfully and in accordance with local laws and venue rules.*
* ***If you do not agree with this disclaimer, please do not attend TILE events.***
CN Tower and Ripley's Aquarium
CN Tower - $59 + Tax
Ripley's Aquarium - $50 + Tax
Food - Pay yourself.
Ruby Events Near You
Connect with your local Ruby community
Columbus Ruby Brigade Monthly Meetup
**\*\*\* We've Moved! Bold Penguin - 6555 Longshore St, Dublin, OH 43017 \*\*\***
Talk by
Todd Nussbaum
LGTM is not a Strategy
Pull requests are where quality is won or lost, and too many teams still treat reviews with a rushed "LGTM". In this talk, you'll learn a practical, repeatable approach to high-quality PR reviews that balances speed with risk management - covering how to triage changes quickly, review in layers, and write comments that lead to better outcomes without friction. We'll also show how QA and developers bring complementary lenses to the same review, turning acceptance criteria, scenarios, and observability into shared responsibility instead of production surprises. You'll leave with a lightweight framework and concrete habits for authors and reviewers that make reviews faster, kinder, and more effective.
**AGENDA:**
* See updates to parking below
* Doors open at 5:30, feel free to come and hang out before!
* Official start of the meeting is at 6:30pm
* After the meeting is done, we will go hang out at a nearby space in Bridge Park!
If you can, please sign up via meetup by noon the day of the meeting so we can have an estimate headcount for food :) We always order extra, so feel free to join us even if you don't get signed up!
Thank you to Bold Penguin for providing the food and location!
**Parking & Arrival:**
**Parking:** Parking in Bridge Park is free. The closest lots are the Mooney Garage and the Hotel/Endres Garage.
**Entry:** The doors to the office are to the right of PINS. The street level door and elevators lock at 6pm. If you arrive after that, someone should be there to let you in, else call the number posted. Take the elevator to the 2nd floor. Once you exit the elevator, turn right.
\*\*\*
We are a bunch of professionals, students, and geeks who are excited about Ruby programming language ([http://ruby-lang.org/](http://ruby-lang.org/)) and Rails framework ([http://rubyonrails.com/](http://rubyonrails.com/)) and the joy they have brought back to web development. Our main goal is to share the love of the Ruby and Rails ecosystems with anyone that is interested. We cater to everyone, whether a non-programmer through advanced Rubyists.
* We give lectures on programming topics
* We freely provide decades worth of experience
* For full details of this month's meeting please visit [http://columbusrb.com](http://columbusrb.com)
NSCoder Night
Bring your work or your hobby, hang out, and code with us.
Follow @buckeyecocoa for more information.
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
COhPy Monthly Meeting
**Improving Office in Franklinton**
Physical location:
Improving Office
330 Rush Alley Suite #150
Columbus, OH 43215
Schedule:
6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages.
6:30 to 8:00 pm. Main meeting and presentation(s).
Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades.
We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com
DoJo (Informal Python Meeting)
**Latest Dojo Location!**
**Knotty Pine Brewing**
1765 W 3rd Ave,
Columbus, OH 43212
We're going to try a new dojo location for a few weeks and see how it works
Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead.
We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community.
https://forms.gle/ehSfUAC2WgR34Crq9
Columbus Code & Coffee 86 @ Improving
Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you!
**What to Expect at the Intro Circle**
\~\~\~\~\~\~\~\~\~\~\~\~\~
Near the beginning of the event (1:30 pm), we do a standup:
* Organizer announcements, updates, and logistics
Round 1 - (7 secs max):
* Your name
* What you're working on
* What you can help others with
Round 2:
* Community events you wanna plug. If none, that's cool too.
Round 3:
* Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool.
After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!
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




















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