Angular

A mix of dance classes, connections & laughter! We love offering a diverse range of moves to keep things fresh and exciting, and it’s always amazing to see our dance community connecting on and off the dance floor. It’s all about coming together, learning, and having fun! Brighton Beach Bowls Club 2B South Rd Brighton 7:00 pm - 9:30 pm Beginner & Intermediate levels $25 CASH or PAYID

Join us at Selkirk Stadium, Ballarat for a FREE fun-filled Walking Football Mixed Gender Session, brought to you by Walking Football 4 Health Victoria. This event is designed for anyone looking for a low impact sport to stay active, be part of a welcoming community, and most importantly have fun. Our friendly hosts, Gwen and Donny, will be there to introduce you to walking football, ensuring a safe and engaging experience. Don't miss out on this opportunity to engage in sports, socialise, and promote a healthy lifestyle in a welcoming community environment. There is no cost for this program. Sign up now and be a part of this exciting Walking Football Session. If you wish to contact the organiser, Mick directly, you can do so on: 0430 163 550 Email: info@wf4hvictoria.org.au Website: [Walking Football | Walking Soccer | Walking Football 4 Health](https://wf4hvictoria.org.au/) Facebook: [Walking Football 4 Health Victoria Group | Facebook](https://www.facebook.com/groups/wf4healthvictoria)

Welcome to Melbourne Volleyball Academy. 🤗 **[[WHAT]]** This session is specifically for games only (no training). There will be a cap of 18 players, allowing for 3 teams of 6. Games will be played to 15 points, with a cap at 18 points. These games are intended to be played at a high-intermediate(BB)/advanced(A) level. Please see an explanation of skill levels on our website here: https://melbournevolleyballacademy.com.au/skill-levels-explained **[[WHO]]** The session is intended for Intermediate players. Players should be able to: * Have strong fundamentals for all volleyball techniques * Serve receive a majority of serves well & serve over the net consistently * Basic understanding of 5-1, and 6-2 systems (we do not play a pass middle 4-2 system in this session) * Have an understanding of base defense * Know all/most volleyball rules Players that are not of the intermediate(BB)/advanced(A) level will be asked to leave as we want to ensure that all players have an enjoyable time playing. **[[HOW MUCH $$]]** $14 card payment will be processed on the day via square reader (EFTPOS). **[[WHEN]]** The stadium is booked from 7 PM-9 PM weekly, every Monday. However, feel free to come early and stretch as the Community Centre is open earlier. Last minute dropouts and no shows will have a zero-tolerance policy going forward. All players are expected to update their RSVP at least 24 hours in advanced if they are unable to attend. This applies to players on the going list and the waitlist. **[[OTHER DETAILS]]** Only those on the “going” list are permitted to play. If you are on the waitlist, or not registered at all, you will not be permitted into the gymnasium.

**Aim:** Create A.I / Machine Learning projects ... optionally with Robots **Web-site: [https://ai-ml-robots.github.io](https://ai-ml-robots.github.io)** **Discussions: [https://tinyurl.com/ai-ml-robots-discussions](https://tinyurl.com/ai-ml-robots-discussions)** **Pre-meeting catch-up:** 6:00 pm at **[Grill'd Burgers, 127-133 Swan St, Richmond](https://maps.app.goo.gl/N6QBydEVo1JW6ctn9)** ... great opportunity for casual discussion and especially for newcomers to get acquainted with the group ***(our table will have orange traffic cones)*** **Activity:** Using [Google Colab](https://colab.google) and [Aiko Services](https://github.com/geekscape/aiko_services), we will build a project ... where the details will be provided / updated a couple of weeks prior to the meet-up date. **Agenda:** **7:00 pm sharp at 415 Church Street, Richmond** \- 7:00 pm ML software "guided" build session using Google Colab \- 9:30 pm Projects show and tell: ad\-hoc for anyone to contribute \- 9:45 pm Tidy up room \- 10:00 pm Hard stop \! **Please bring a laptop, as these are hands-on build sessions.** Just think of a laptop as a robot without wheels or legs ! If you are a newcomer to Machine Learning or robotics, you are still very welcome. If you do have a robot, please bring it along !

Come and learn about the International Language, Esperanto, from experienced speakers who have travelled the world, attended international conferences, and made friends with people from many different countries. Esperanto is simple to learn, regular, and a very powerful tool for international communication. Our Monday meetups are tailored to whoever shows up on the night, so feel free to drop in, no matter what your level (curious/interested/beginner/conversational/expert). We can offer one-on-one lessons or a range of group activities, conversation, and games. We meet at Enderby Esperanto Centre, suite 304, 343 Little Collins Street. Your first visit is free, and meetups are free for members, however if neither of these apply we ask for $5 to help cover venue costs. If you want to join our Discord server for Esperantists in Victoria, please visit [https://discord.gg/6cgKjQhkWa](https://discord.gg/6cgKjQhkWa "https://discord.gg/6cgKjQhkWa")

🤠 Monday nights — Boot Scootin’ Hustle (Line Dancing) Line dancing is an absolute blast — upbeat, energetic, and surprisingly addictive! Wonderfully warm, welcoming vibe — the kind of people you’ll want to dance with every week. Whether you’re a total beginner or just looking for somewhere fun to move, you’d fit right in! Brighton Beach Bowls Club 2B South Rd Brighton 6:00 pm – 6:45 pm $15 CASH or PAYID May Madness Sale = 4 x line dancing classes for $40

## 🇯🇵 Progressi部: Japanese-English Language & Culture Exchange 🇦🇺 **"Serious Study, Authentic Community" — 本気で学び、本気で交流する。** Join us for our weekly exchange designed for those dedicated to practicing Japanese and English. This is a space to improve your language skills, share cultural insights, and make new, like-minded friends in a respectful environment. ### 🎯 Who This Group Is For We welcome individuals who are here to **actively practice their Japanese or English**. Whether you are looking for a study partner or want to learn more about culture, this is a community for focused and meaningful interaction. **✅ 受付方法 / Event Check-in (Strictly Required)** 到着の際、必ず主催者に以下の提示をお願いします / Upon arrival, please present the following to the organizer: * **Meetupの参加申し込み（RSVP）画面をご提示ください。** / Show your Meetup RSVP confirmation screen. * **予約なし（No RSVP）での参加はお断りしております。** / No walk-ins permitted without a confirmed RSVP. * **Participation Fee: $3 CASH** Non-Japanese citizens. ### 🚫 Conduct & Safety Policy To ensure a high-quality experience for all members, we maintain a strict standard of behavior: * **Immediate Ban:** Any individual found guilty of misconduct or creating "trouble" will be banned from the group immediately.**.** * **Organizer Authority:** The Organizer reserves the right to remove any member at their sole discretion to maintain the safety and integrity of the community. * **Respectful Interaction:** All members are expected to be polite and mindful of others. Do not make fellow participants feel uncomfortable or pressured. * **Privacy:** Please respect the personal boundaries of others. Do not pressure members for private contact information. **If any member makes you feel uncomfortable, please report it immediately to the organizers: Shin, David, or Ray.** *** ### 📝 Event Details * **Time:** Saturday, 4:00 PM – 6:00 PM * **Arrival:** Please arrive **10–15 minutes early** due to limited seating. * **Entry Fee:** **$3 CASH** (Non-Japanese citizens). This contribution covers monthly meetup hosting fees. * **Photography:** Photos will be taken during the event for our community archives. ### 🇯🇵 日本語でのご案内 メルボルン市内のカフェで、本気で学べる日英言語文化交流会を主催しています。 * **目的:** 日本語・英語の練習、そして同じ目標を持つ友人作りを目的としています。 * **参加費:** 日本国籍以外の方は $3ドル（現金のみ）。 * **ルール:** 迷惑行為やトラブルを起こす方の参加は一切禁止です。主催者の判断により、即座に退会・出入り禁止の措置を取らせていただきます。 * 困ったことがあれば、すぐにオーガナイザー（Shin, David, Ray）までお知らせください。 ### 🔗 Connect With Us * **Facebook:** [facebook.com/groups/progressibu](https://www.google.com/search?q=http://www.facebook.com/groups/progressibu) * **X (Twitter):** [twitter.com/progressibu](https://www.google.com/search?q=http://twitter.com/progressibu)

Hi Gophers! We have started planning our May event. The event will be held at Atlassian. We are finalizing speakers. * **Agenda** **6:00pm — Food & Networking** **6:30pm — Intro + Go News** **6:45pm — Talks** **8.00pm — Wrap up then head out for kick ons** * **Talks** **🎤 Tristan Penman** **Robotics in Go** This talk will show how Go can be used for small networked robots. Everything will run natively in Go, on a Raspberry Pi using a simple MQTT message bus. In this whirlwind tour, we'll also see how Gobot and Periph can be used to perform IO. We'll finish with a sneak peek at how TinyGo can be used offload timing-critical IO to a microcontroller. **🎤** 2nd Speaker TBC * **Interested in speaking at an upcoming event?** We will aim to have a mix of short (\~10min) and in-depth (20-30min) talks. If you’re keen to give a talk on a topic, share a project, or idea, please let us know [bit.ly/GolangMelbourneSpeakersForm](https://bit.ly/GolangMelbourneSpeakersForm)

Our regular monthly presentation night on the second Thursday of the month from 6:30pm! Thanks to Mantel Group for hosting us again this month. If you're coming in person we're there with food and drinks from 6pm. We will be live streaming the presentations as usual from 6:30pm at [http://www.melbournecocoaheads.com/live](http://www.melbournecocoaheads.com/live) \-\-\- In an unusual turn of events we have two AI-related talks this month — but I think both will be speaking to the state of our industry and offering perspective on where we are and maybe where we're going. **Agenda** \| 6:00pm \| Food \+ Networking \| \| 6:30pm \| Event begins\. Introductions \| \| 6:40pm \| Andrew Murphy — The five stages of losing our craft \| \| 7:15pm \| Rob Amos \(Bok\) — Forging a Sword Spirit: From AI skeptic to autonomy \| \| 7:55pm \| Wrap up \+ social time at a nearby venue \| \* All times are approximate. Presentation order will be confirmed on the night. \-\-\-\- We are always looking for speakers and believe everyone has an interesting talk hiding inside themselves. If you are interested in letting that talk out at a future event you can get in touch on the website [https://www.melbournecocoaheads.com/talks](https://www.melbournecocoaheads.com/talks) or on Slack.

FREE ENTRY, 1 drink order upon entryMax 80 guests. 1 Crockford St, Port Melbourne VIC 3207 EVERY FORTNIGHT THURSDAY! 2週間に一度の開催! PRIVATE EVENT! 完全プライベート語学交換会！ \[FREE Language Exchange:無料\! 2週間ごと開催！！日本語と英語で話しましょう\!\] \[MUST READ\!\!\! English below\] hosted by: MELLIFE メルライフ主催 概要は下に！ We do most of the announcements on Instagram! Check us out! インスタフォローもよろしくお願いします IG: @mellife2022 [毎月2回木曜日開催] Location: The Cornerstone 1 Crockford St, Port Melbourne VIC 3207 Entry fee: Free !!! Time: 6pm\~ 8pm [Schedule　当日のスケジュール] 6:00 - 6:30 Entry opens 入場開始 6:30 - 6:45 Japanese time　日本語タイム 6:45 - 7:00 English time　英語タイム 7:00 Announcement from staff members, crowd shuffle, find different partner/group スタッフからのお知らせ、注意喚起等。違うパートナーを探す時間 7:00 - 7:15 Japanese time　日本語タイム 7:15 - 7:30 English time　英語タイム 7:30 - 8:00 Socializing time　社交タイム メルボルン最大の日英ランエク【会場変更のお知らせ】 長すぎたロックダウンを終え、新しく皆が楽しめる場所を提供したいと始まった私たちMELLIFE 初回は30名ほど集まる小さなコミュニティでしたが、結成から半年が経ち、あっという間に多くの方々に参加頂けるメルボルン最大の日英ランエクグループに成長する事が出来ました 今後のMELLIFE が更に成長して、より楽しい時間を提供するために次回のイベントから会場を変更し、質を上げた会場へ移る事を決めました 今回からはメルボルン市内でもとても有名でおしゃれな会場、The Cornerstoneで開催を決定いたしました。 ぜひ次回のイベントからもMELLIFE をよろしくお願い致します メルライフ一同 日本語を学びたい世界の方が集まるので、英語が得意でなくても、コミュニケーションが取れます(日本語、英語喋れる人も) お互いの得意な言葉を教え合って一気に語学上達しちゃいましょう✨ メルボルンで新しい友達が出来るチャンスです ぜひ参加表明をお願いします！ 途中参加の方も受け付けております！ [下記を必ずお読みください] メルライフが主催するイベントはどのような方も歓迎しています。しかし、"お酒などの強要・いじめ・ハラスメント・暴言"　など他のメンバーが不愉快に感じる行為は絶対におやめください。このルールを守れない方は積極的に処置をとらせていただきますので、これらを経験した、または見つけ次第メルライフスタッフにいつでも言いつけをお願いいたします。メルライフを　”いつでも気軽に来れて安全なコミュニティ”　をモットーにするため、皆様のご協力をお願いいたします。 Social event: JAP/ENG language exchange at a fancy venue with great vibes! FREE ENTRY!!!! ✨️ Thursday from 6pm\~✨️ Do you want an opportunity to have a conversation and make friends in person? Say no more! We are organising a language exchange event at a trendy venue near the CBD!!! Feel free to join at any time throughout the event, but good things may happen to those who come in early ;) See you guys then! ENROLL EARLY TO SECURE YOUR SPOT See you guys then PLEASE READ BELOW (Everyone is welcomed to MELLIFE events. However, we ask that all attendees treat each other with respect and be polite. Our community does not tolerate innappropriate behaviour or any form of HARRASMENT!!!!! When you see or experience any, please call it out or reach out to Mellife staff members ASAP so we can address this and keep the community a safe space.)

**Welcome to our Saturday Social + Language Exchange Meetup 🌍** We meet weekly at **The Oxford Scholar, 427 Swanston Street (Melbourne CBD).** We ask that you **purchase a drink at the bar** or **pay $3 at entry** to support the venue. *** ### 💬 Find your people (New!) Looking to practice a specific language? Post in the discussion using: * **#LearnSpanish** * **#LearnEnglish** * **#TeachEnglish** * **#LearnJapanese** * etc. 👉 This helps others find you faster and makes it easier to connect. *** ### 📲 Join our WhatsApp Community Stay connected before and after the event, meet people, and find language partners: 👉 **Join here:** [https://chat.whatsapp.com/Bi7FlhHP91e0eP7MfdeWcZ](https://chat.whatsapp.com/Bi7FlhHP91e0eP7MfdeWcZ) *** ### ⏰ What to expect We consistently have **100–120 attendees** every Thursday (across multiple Meetup groups). People arrive at different times — **best time to come is between 6PM and 9PM.** Come solo or with friends — most people come alone and join conversations naturally. *** ### 🌏 Who attends? A mix of: * Native & non-native English speakers * International students * Backpackers & working holiday travellers * Professionals & expats * Local Australians You’ll meet people from: Europe, China, Japan, Korea, Latin America, and more. *** ### 🗣️ Why join? 👉 A relaxed, social way to practice English 👉 Meet people from around the world 👉 No pressure, no structure — just conversations *** ### 🍕 FREE DRINKS & FOOD FOR FRIENDLY VOLUNTEERS! We’re looking for **friendly volunteers** to help welcome newcomers and keep the vibe social. 👉 You’ll get: * Free drinks (beer/soft drink) * Food (pizza, wedges, etc.) * A fun team to hang out with No experience needed — many of our volunteers are **first-timers too**. Interested? 👉 [www.Linguas.au/Volunteer](www.Linguas.au/Volunteer) *** 📲 **More info:** [https://instagram.com/Linguas.AU](https://instagram.com/Linguas.AU) or **@Linguas.AU**

**言語交流会で取り残されたと感じたことはありませんか？問題ありません！** **Have you felt left out in a language exchange event? Don't worry, we've got your back!** 私たちのイベントでは**しっかりと英語と日本語の時間が区切られている**ので自身の言語のレベルによらず練習できます！**広大な公園で優雅な景色を味わいながら、ジュース片手に言語学習を楽しみましょう！** **With clearly scheduled language sessions,** you can practice the language you are learning regardless of your level! What are you waiting for? **Let's enjoy chatting in English and Japanese while taking in the strikingly beautiful nature, with a cup of orange juice at hand!** **LOCATION / TIME** **Location**: Fairview Park 〒Fairview St, Hawthorn VIC, 3122 https://www.google.com/maps/place/37%C2%B049'46.4%22S+145%C2%B001'42.8%22E/@-37.829546,145.0278993,19z/data=!3m1!4b1!4m12!1m7!3m6!1s0x6ad64238aa5ada1d:0xa819c9b07e760c!2sFairview+Park!8m2!3d-37.8303407!4d145.0288851!16s%2Fg%2F11fz9d7ym9!3m3!8m2!3d-37.829546!4d145.028543?entry=ttu&g_ep=EgoyMDI2MDMxMS4wIKXMDSoASAFQAw%3D%3D *There are a couple of **parking lots** nearby.* **Time**: 14:00 - 16:00 **場所／時間** **場所**：Fairview Park 〒Fairview St, Hawthorn VIC, 3122 https://www.google.com/maps/place/37%C2%B049'46.4%22S+145%C2%B001'42.8%22E/@-37.829546,145.0278993,19z/data=!3m1!4b1!4m12!1m7!3m6!1s0x6ad64238aa5ada1d:0xa819c9b07e760c!2sFairview+Park!8m2!3d-37.8303407!4d145.0288851!16s%2Fg%2F11fz9d7ym9!3m3!8m2!3d-37.829546!4d145.028543?entry=ttu&g_ep=EgoyMDI2MDMxMS4wIKXMDSoASAFQAw%3D%3D **時間**：14:00 - 16:00 **Participation fees** **$5 (PayID ONLY)** (The participation fees will be collected 5-10 minutes before the end of the event.) *You will get a cup of 🍹**Orange juice** 🍹to get started at the event!* 😋 *The types of juice served can vary from week to week!* **参加費用** **$5 (PayID のみ）** (イベント終了5－10分前に参加費としてPayIDで$5徴収させていただきます。） **イベント開始時に🍹オレンジジュース🍹をお配りします！！** ジュースの種類は週によって変動することがございます。 **Schedule（当日の流れ）** 13:55 - 14:00 pm The organizer will guide participants to a seat and give them a brief overview of the event. *Don't worry! We don't forget your orange juice!!* (主催者が参加者をそれぞれのお席へと案内し、簡単なイベント説明を行う） 20 MIN ENGLISH TIME（英語オンリーの時間） 20 MIN JAPANESE TIME（日本語オンリーの時間） 20 MIN JPN & ENG TIME （英語と日本語ミックスの時間） 15:00pm -SEAT CHANGE (席替え) & STRETCHING TIME 20 MIN ENGLISH TIME（英語オンリーの時間） 20 MIN JAPANESE TIME（日本語オンリーの時間） 20 MIN JPN & ENG TIME （英語と日本語ミックスの時間） 15:50 - 16:00 The $5 via PayID will be collected during this time (PayIDで$5徴収させていただきます。） 16:00 - Wrap-up (締めの言葉） A WORD FROM THE ORGANIZER -Bring an umbrella ☂️ -Bring a coat to keep yourself warm in case it gets windy ꩜𖦹 **NOTES** * To ensure that everyone gets a chance to practice, **please follow the schedule.** We really appreciate your cooperation. * **RSVP is required to attend the event, as we have limited seats.** * Provided that there are **fewer than 6 participants**, including the event host, on the event day, **we may cancel the event.** In such a case, participants will be informed through DMs. * As seating for the event is limited, RSVPs may be adjusted to maintain a balanced group (e.g., nationality, gender) and ensure a smooth international exchange. We appreciate your understanding. * In the event of a potential natural disaster, we will notify **you by 22:00 p.m** the day before the event regarding whether it will proceed as scheduled. * Please make sure to **check your RSVP status** **after 22:00 p.m. on the day before the event**, just in case. * **Children under 16** must be accompanied by a guardian. * Participation for the purpose of sales, pick-up activities, religious solicitation, or MLM (network marketing) is strictly prohibited. * We aim to provide a comfortable environment for everyone. Any behavior that makes others feel uncomfortable is not tolerated, and participants may be asked to leave and may be restricted from attending future events. * Please avoid RSVP’ing to another event that takes place at the same time as ours. * Please note that we may take photos during the event to show what it’s like. If you’re not comfortable being in photos, just let us know in advance—we’ll be happy to accommodate. * The organizer is not responsible for any issues or disputes that occur after the event. **注意事項** * 参加者全員が練習できるようにするため、区切られた時間に従ってお話していただくことご協力お願いします。 * **人数制限**を設けていますので、**参加登録が必須**となります。 * イベント当日に**参加者が6名未満の場合**、イベントを**中止する**場合があります。その際は、ダイレクトメッセージにてご連絡いたします。 * 座席数に限りがあるため、円滑な国際交流を行う目的で、国籍や性別などのバランスを考慮し、参加状況を調整させていただく場合があります。あらかじめご了承ください。 * 自然災害の恐れがある場合、イベントが予定通り開催されるかどうかにつきましては、前日の**22:00まで**にご連絡いたします。 * **念のため、イベント前日の22:00以降に、ご自身で参加ステータスの確認をお願いいたします。** **16歳未満のお子様**は保護者の同伴が必要です。 * 営業・ナンパ行為、宗教勧誘、MLM（ネットワークビジネス）などを目的とした参加は固くお断りします。 * 参加者の皆さんが安心して楽しめる環境を大切にしています。他の参加者が不快に感じる行為が見られた場合、途中退場や今後の参加をお断りすることがあります。 * 当イベントと同じ時間帯に開催される他のイベントへの同時参加登録はご遠慮ください。 * ＳＮＳでイベントの様子を紹介するため、当日写真を撮影する場合があります。写真に写ることに抵抗がある方は、事前にお知らせください。配慮いたします。 * イベント終了後に発生したトラブルについて、主催者は責任を負いかねます。

**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

We meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able! Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!

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!

This year's Eurovision Song Contest is being held in Vienna, Austria, and the finals are scheduled for 16 May 2026. The [Scandinavian Club of Columbus](https://www.scandiclub.com/) will be co-hosting a viewing party for the final event in conjunction with Germania and the [Columbus Maennerchor](https://www.maennerchor.com/). The delayed televised viewing will take place at the Germania. The program will start around 2:00 p.m. and the singing will **start around 3:00 p.m**. There will be a **cash bar**, and those in attendance can **bring food or snacks** for themselves and or to share with the groups. **Suggested donation: $10/person** to help cover the cost of the venue.

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm

The aim of this group is to get together and practice our German. Doesn’t matter if are a beginner or a native speaker. The goal is to speak and improve our German. Everyone is welcome! If the weather is good, look for us in the Biergarten. Pro Tip: Get there before 6:00 for happy hour pricing.

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