Natural Language Processing

**🙋‍♀️**Welcome to FREE FRIDAY Social + language ​exchange meetup. Meet people from many countries and make new friends. 👉We always have MANY people attending our Friday event since this event is listed in 3 different meetup groups. Some people come early some come late, best time is between 6:30pm to 9:30pm. 👉This is a great opportunity to learn to speak English with native and non-native speakers. Many English speakers, Europeans, Chinese, Japanese, Koreans, and other Asians attend our fun and friendly party. 👉It is suitable for international students, working holiday people, professional ex-pats, and local Australians.

​Looking to meet people in Melbourne or practice a new language? Get your Tix: https://luma.com/aa4038nr ​Aloha Melbourne is a fun and welcoming weekly social where backpackers, expats and locals come together to connect, chat and make new friends. ​The venue energy is international, social and lively, which makes it especially strong for newcomers to the city. ​Come solo or with friends, most people come alone and quickly meet others. ​**Highlights** * ​Meet internationals, backpackers and locals 🌍 * ​Practice languages in a natural way 🗣️ * ​Karaoke 🎤 * ​Board games and icebreakers such as Jenga, Uno and more 🎲 * ​Pool, ping pong and darts 🎱 * ​One free drink included 🍸 * ​Fun, high-energy but still social vibe ​**How it works / flow** ​Arrive, use your included drink and join a conversation. ​The event is easy to join for solo attendees and works especially well for backpackers and internationals. ​Games and karaoke help break the ice quickly. ​Join the group chat to connect before the event 💬 [https://chat.whatsapp.com/J7UUKaYxxtY6EQQX3xz6IR?mode=gi_t](https://chat.whatsapp.com/J7UUKaYxxtY6EQQX3xz6IR?mode=gi_t&utm_source=luma)

NuCalm is a patented, drug-free neuroscience technology designed to rapidly reduce stress, improve sleep quality, and aid recovery by shifting the body from a "fight-or-flight" state to a deeply relaxed parasympathetic state within minutes. [https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html) It uses neuroacoustic software, a biosignal processing disc, and light-blocking eye masks to guide brain waves from active beta states down to alpha/theta (relaxation/meditation) levels NuCalm uses a patented, clinically proven pitch and frequency matrix with non-linear oscillating algorithms to safely present your brain with precise signals, prompting what is known as a frequency-following response. Your brain synchronizes with the incoming NuCalm signals helping you naturally and effortlessly manage your state of mind by speeding up or slowing down your brain wave frequencies. NuCalm has mapped all of your brain wave frequency zones and created products to safely and predictably guide you to whatever mental state you desire. The amazing thing is, NuCalm is all-natural and works every time you use it within minutes. The best thing to do now is to watch the video on the website and download the NuCalm app. All you need is a headset and eye mask. This app purchase is covered with a 30-day money-back guarantee. Get started today and FEEL the difference even 15 minutes can make. WATCH THE VIDEO ON THE WEBSITE. [https://stamina.xosialx.com/nucalm.html](https://stamina.xosialx.com/nucalm.html)

Hi all, This week's film, The Sheep Detectives, will be screening at 6:40pm in cinema 6. I was sceptical of the idea of putting a wolverine in charge of a flock of sheep but the trailer allayed my fears. Lisa will be hosting and will be in the usual meeting spot [read on for details] from 6:30pm. Cheers! **--=>+ Meeting Spot +<=--** Outside the clothing store Black Orange. It is inside Lygon Court next to Brunettis. Join the group at the meeting spot 10 minutes before the start time or see us in the movie. **--=>+ The Film +<=--** In this irresistably witty mystery, shepherd George (Hugh Jackman) reads detective novels to his beloved flock every night, assuming they couldn't possibly understand him. But, when a mysterious incident upends life on George's farm, the sheep realise they must solve the crime. Summoning the knowledge they've learned from listening to George's stories, the animals begin to investigate their human suspects. Starring Emma Thompson, Nicholas Braun, Nicholas Galitzine and Hong Chau, THE SHEEP DETECTIVES features the voice talents of Julia Louis-Dreyfus, Bryan Cranston, Brett Goldstein, Patrick Stewart and Chris O'Dowd. **--=>+ Tickets +<=--** Everyone will need to buy their own ticket online and in advance. If you want to sit with other group members, there's a tendency for us to pick seats in the back two rows. Those who feel comfortable can catch up in Nova's bar afterward. **--=>+ Afterwards+<=--** We meet in Nova's bar after the movie. Look for us in the area to the left as you go down the steps. Share your thoughts about the film with the group over a drink of your choice. If the bar is closed we typically head across the road to the Wolf's Lair which is out the back of Jimmy Watson's.

TO MAINTAIN A GENDER BALANCE ALL MALES MUST ATTEND WITH A FEMALE FRIEND, NO EXCEPTIONS. All females are welcome to attend alone but encouraged to attend with a female friend too for free drinks and food! MUST TAP “ATTEND” and include all guests. UNLIKE other meetups which are overwhelmingly male dominant, we provide ONLY gender balanced events where females also have a chance to meet other females, not only men. 8PM EVERY FRIDAY & SATURDAY (LAST ENTRY STRICTLY 8.30PM) AT 215 QUEEN’S

## **KISMETRIX \| True Connection: Singles Dinner Night at Gilbert's Bentleigh** [Ticketed Event](https://www.eventbrite.com.au/e/may15-singles-dinner-night-feast-drinks-connection-gilberts-bentleigh-tickets-1987889234212?aff=oddtdtcreator) **A SINGLES DINNER NIGHT TO REMEMBER** 📍 **Gilberts — Bentleigh Private Function Room (Upstairs)** 282 Centre Road, Bentleigh 3204 📅 **Friday, 15 May 2026** 🕖 **7:00 PM** **🍽 Shared feast menu included** **🥂 Welcome drink on arrival** **🎫 Age groups: 28–42 · 38–52 · 48–65** \-\-\- AN EVENING OF FOOD, CONNECTION & GENUINE CONVERSATION Some evenings are made for slowing down. For sitting across from someone new, sharing a beautiful meal, and letting conversation unfold naturally — no scripts, no pressure, no swiping. This is Kismetrix Singles Dinner Night — an intimate, hosted dining experience at Gilberts in Bentleigh, where great food meets genuine connection. \-\-\- 🍽 **THE FEAST** Your ticket includes a shared banquet menu designed to bring people together around the table: * Renkon chips with green chilli & soy dipper * Roti bread with peanut sambal & cucumber relish * Steamed wagyu beef & chive dumplings with peanut chilli soy * Chicken & vegetable spring rolls with vermicelli noodles & nuoc cham * Cauliflower fritters with black vinegar & green chilli * Crispy pork bao buns with kimchi, hoisin, sriracha & coriander * Chilli salt chicken ribs with kewpie & hot tamarind dipper * Stir fried hokkien noodles with broccolini, Thai basil & chilli * Green chicken curry with baby corn, asparagus, oyster mushroom & lime leaf Please note: menu items may be subject to change based on seasonal availability. \-\-\- 🥂 **WHAT'S INCLUDED** ✅ Entry to the Kismetrix Singles Dinner Night ✅ Welcome drink on arrival ✅ Full shared banquet feast ✅ Hosted support throughout the evening ✅ A thoughtfully balanced and intimate dining experience Additional drinks available for purchase at the bar. \-\-\- **👥 AGE GROUPS & FLOW** This event is designed for three overlapping age groups: • 28–42 • 38–52 • 48–65 Overlapping ranges allow for natural flexibility and a warm, mixed atmosphere. The evening flows naturally — no rigid rotations, no forced formats. Just genuine connection over a shared meal. \-\-\- 🎯 **WHO THIS NIGHT IS FOR** This event is for singles who: * Appreciate quality food and good company * Want real conversation in a relaxed, intimate setting * Are ready to show up in real life — not behind a screen * Value depth, warmth and genuine human connection Come solo — most people do, and that's exactly the point. \-\-\- [🎟 ](https://www.eventbrite.com.au/e/may15-singles-dinner-night-feast-drinks-connection-gilberts-bentleigh-tickets-1987889234212?aff=oddtdtcreator)**[TICKETS & PRICING](https://www.eventbrite.com.au/e/may15-singles-dinner-night-feast-drinks-connection-gilberts-bentleigh-tickets-1987889234212?aff=oddtdtcreator)** 🌟 Early Bird: $90 per person 🎫 General: $99 per person ⏰ Last Minute: $109 per person Tickets are limited to maintain an intimate and balanced experience. Early booking is strongly recommended. Your ticket includes entry, welcome drink on arrival, and the full shared feast. Additional drinks available at the bar. \-\-\- ## 🔔 IMPORTANT NOTES * This is a hosted social dining experience — not speed dating * Shared banquet style — dishes are placed at the table for everyone to enjoy together * Dietary requirements: please contact us at social@kismetrix.com.au before booking * Tickets are non-refundable but transferable * Respect, warmth and good energy are essential \-\-\- **🔗 Stay Connected** 📧 **social@kismetrix.com.au** 🌐[ ](http://www.kismetrix.com.au "http://www.kismetrix.com.au")**[www.kismetrix.com.au](http://www.kismetrix.com.au "http://www.kismetrix.com.au")** 📱 @kismetrix_ on **[Instagram](https://www.instagram.com/kismetrix_/ "https://www.instagram.com/kismetrix_/") & [Facebook](https://www.facebook.com/profile.php?id=61559826808523 "https://www.facebook.com/profile.php?id=61559826808523")** By registering you confirm you have read and agree to Kismetrix \| True Connection's Terms & Conditions\, Privacy Policy\, Disclaimer and Code of Conduct\.

**木曜日・ジャパンナイト 🇯🇵（Hikari Social Melbourne）** 日本文化や日本語に興味のある方のための、カジュアルで楽しい交流イベントです。 新しい友達を作ったり、リラックスしながら会話を楽しみましょう。 お一人での参加も大歓迎です。スタッフがサポートしますので、初めての方でも安心してご参加いただけます。 🎟 **特典：日本人の方は19時まで入場無料** 📍 **The Oxford Scholar（メルボルンCBD）** 🕕 **18:00〜22:00** *** ## 🇬🇧 English (for reference / below it) **Thursday Japan Night 🇯🇵 (Hikari Social Melbourne)** A casual and fun social event for anyone interested in Japanese culture and language. Meet new people, make friends, and enjoy relaxed conversations in a friendly environment. Most people come alone, and our hosts will help introduce you so you feel comfortable right away. 🎟 **Special: Free entry for Japanese before 7:00PM** 📍 **The Oxford Scholar (Melbourne CBD)** 🕕 **6:00PM – 10:00PM**

## 🇯🇵 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)

**—— Details ——** We will meet at the starting point, take round trip around the Tan and a short stroll inside the botanical garden. BYO coffee/ water bottle. Dress for outdoor walk. Come along & simply say, "Hi, it's my first time joining the group event." or ask the organiser to introduce you. You can take it slow and start from there. If you enjoy the conversations, take the initative to invite others to hang out over a bite/ drink after. **\-\-\- Running Late \-\-\-** If you are running late, please message at least 30 mins in advance. We will wait up to 15 mins before heading off. We won't be able to keep track of messages once we start. **\-\-\- RSVP / Change of Plan \-\-\-** Change of plan or decide not to attend is absolutely okay. Please do update your RSVP to "NO", so others can have the opportunity to attend. **\-\-\- Intro \-\-\-** Kudos 2 Friends is a Melbourne based community created for individuals who are looking to expand their social circle and form long term friendship overtime. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, hiking, sporting, chilling, etc. Above all, we’d like to celebrate the importance of friendships. So if you are looking to expand your social circle and explore new adventures and venues in Melbourne, come join us! **\-\-\- Heylo App \-\-\-** We use Heylo App for more fluid communication, including ideas, interest groups, questions etc. Please download the Heylo app from the App store and let the organizer know if you would like to be added to the Heylo Group at the event. We will send an invite to attendees to the group. (give us some time) **\-\-\- Rules \-\-\-** Admin will only add members to the group with a clear profile picture. (No hidden behind sunglasses, masks, drawings) **You might be removed from the group in the case of…** * no show * without a clear profile picture * anti-social behaviour (i.e. acts rude / disrespectful regularly) * take advantage of individuals for personal gain(s) **\-\-\- Privacy \-\-\-** Do not disclose your contact number in this post comment. We will delete your comment/info as soon as we see it to protect your privacy.

**Welcome to our Saturday Social + Language Exchange Meetup 🌍** We meet at **The Oxford Scholar, 427 Swanston Street (Melbourne CBD).** We ask that you **pay $3 at entry**. *** ### 💬 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. *** ### *** ### ⏰ 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**

**Please note:** We meet at 11am and start walking towards Elwood soon after. Please be on time or message us. Thanks! :) Walk and talk with us. Meet on St Kilda Beach in front of Republica near the Rhinocerous statue, Walk to Ormond Point Elwood 🏃🏼‍♀️‍➡️🏃🏻‍➡️ We practice English conversation plus our first and second languages on the way. Bring a friend, dog and perhaps a ✍🏽 and notepad to remember new words and phrases. Meet new people. We look forward to chatting with you!🤗 ***Please note:*** *For attendance at this beach walk read the disclaimer below:* *By signing up and participating in this **Language Practice and Walking on the Beach** today I agree to do so at my own risk. I know that my attendance and this agreement operates to exclude any liability in negligence for harm that I may suffer. I have been warned that this recreational activity may cause physical harm to me or to someone under my control or accompanying me, and I confirm that I do not have a condition, medical or physical, that could prevent me from, or be aggravated by, participating in this activity. Examples of the risks I have been warned about include: Tripping, slipping and falling • Collision with someone or something • Something giving way unexpectedly • Back injury, strains • Spillage and burns • Trip hazard• Bites and stings • Sun • Injury from falling branches*

🌟 **A new one-on-one, personality-based connection experience** Many of you have been asking about structured events and if I’d ever bring them back. Well… here it is - a new version, more intentional, and built around something I care about : **matching people based on personality.** Over the years, I’ve seen how hard it can be to find people you truly click with as adults. Small talk goes nowhere, and most events don’t give you the space for real conversation. 💫 **What to Expect** This is not speed dating, and it’s not a big mixer. It’s a curated, one-on-one connection experience where you’ll meet a few people who’ve been matched to you based on personality and vibe. Expect: * A cosy, comfortable venue * A hosted structure so you’re never left awkwardly standing around * A series of guided one-on-one conversations * A relaxed atmosphere where you can genuinely be yourself * This is not dating focused event, there will be a seperate one for dating Each conversation is designed to feel natural — because the match is based on compatibility Get your tickets here - https://www.eventbrite.com.au/e/1988143914969?aff=oddtdtcreator 🧭 **Before the Event** Once you get your Eventbrite ticket, you’ll receive a **short personality test (If you have already taken the test at a previous event you don't need to do it again)**. It takes only a few minutes but helps us understand your communication style, energy, and compatibility factors. This is how we curate meaningful one-on-one pairings for the event. 🌿 **Come Join Us** If you’re tired of small talk and ready to meet people who truly fit your personality, this is for you. A warm, intentional space created for deeper conversations and genuine chemistry - whether it becomes friendship, something romantic, or just a surprisingly great chat. RSVP now — spots are kept limited to ensure quality one-on-one time.

**Music Soothes the Savage Beast** How do we measure the affect of a person and their work on people? How did Mozart affect his generation and future generations? What is Elvis’ affect? Why is Taylor Swift so popular? **1\. Music and affect** Read part of the article by Reimer. “When I was sixteen, a junior in high school in Brooklyn, I auditioned for the City High School Band of New York and was placed as first chair clarinet. First rehearsal, a piece we played (I don't remember what it was except that it was new to me) had a long, melodic clarinet solo, with accompaniment. When we finished playing it the director stopped the band and said, "Very nice, first clarinet. Let's do it again, this time with more feeling." Reimer, B. (2004). Once More with Feeling: Reconciling Discrepant Accounts of Musical Affect. In Source: *Philosophy of Music Education Review* (Vol. 12, Issue 1). [https://about.jstor.org/terms](https://about.jstor.org/terms) 1. What does it mean to “Play with Feeling”? 2. Which music has moved you? Was it how it was played, the person playing it or the music itself? 3. What sort of emotion did you feel when moved by music, can you label the emotion? **2\. Mozart and Affect** Clip from Amadeus Film [https://www.youtube.com/watch?v=VKRened1Fik](https://www.youtube.com/watch?v=VKRened1Fik) 0:00- 3:00 - 7:20- end 1. What were your impressions of the person of Mozart versus the music of Mozart? 2. What emotions were present in the room? 3. What context did knowing that Salieri was the court composer and the king himself playing the music have on the affect/feeling in the room? **3\. Theories of The “Mozart Effect” [https://www.youtube.com/watch?v=mLASrOujkGw](https://www.youtube.com/watch?v=mLASrOujkGw)** a) Why do you think people thought Mozart made people smarter? b) Has music ever contributed to better study or cognitive effects for you? c) Why do we feel that classical music is more “virtuous” than pop or rock music? **4\. Elvis \- clip from a Ed Sullivan** Video 1: Ed Sullivan Performance [https://www.youtube.com/watch?v=aNYWl13IWhY](https://www.youtube.com/watch?v=aNYWl13IWhY) Video 2: Cultural impact of Elvis’ performance [https://www.youtube.com/watch?v=GLISRukZc10](https://www.youtube.com/watch?v=GLISRukZc10) 1. What is the initial response to Elvis’ presence and performance? 2. What is the audience response to his introduction to the song? 3. What moral and cultural rules did Elvis break? **5.a Cardigan Music video** **[https://www.youtube.com/watch?v=K-a8s8OLBSE ](https://www.youtube.com/watch?v=K-a8s8OLBSE)** **5.b Article** “We’re in a log cabin replete with open fire, the kind of warm Romantic environment where one imagines Thoreau writing into the evening. On the wall hangs a faded portrait beside an oil painting of a rustic country cottage. It’s early in the morning, or late at night, and a singer, wearing what appears to be an antebellum nightdress, is serenading us on a battered old piano, before suddenly she opens the top of the instrument and climbs in, all the time enveloped in an enchanted golden powder. She reappears in a mythic forest imbued with vivid green hues and vibrant, saturated moss. We’re watching the music video for Taylor Swift’s first single “cardigan,” from her 2020 album folklore.1 Like Lewis Carrol’s Alice or the children in C.S. Lewis’s Narnia, Swift opens the piano lid and enters another world (Figure 1). The fantastical folkloric quality of this setting in the Arcadian woods, what Vernallis would call the “implied geography of the video” (258), is rein­forced by emotive lighting and majestic waterfalls (Figure 2). Next, the piano stool acts as a portal, transporting Swift to sea, the instrument itself acting as life raft in a scene not unlike one from James Cameron’s Titanic (1997), before finally taking her home. The drenched protagonist comforts herself with the eponymous cardigan upon her return, in a significant teleological moment of audio-visual synchronization (Figure 3). What is being mediated here? Why this turn to folklore and indie-folk esthetics in Swift’s work? I suggest that this single and, indeed, the album folklore provide a peak example of a societal search for foundations during the pandemic”. McGrath, J. (2023). The Return to Craft: Taylor Swift, Nostalgia, and Covid-19. *Popular Music and Society*, 46(1), 70–84. [https://doi.org/10.1080/03007766.2022.2156761](https://doi.org/10.1080/03007766.2022.2156761) 1. What is Swift evoking in her video? Do you agree with McGrath that she's evoking a sense of a more magical world? 2. Why do you think this song had such an impact during the pandemic? 3. Does Swift remind you of other artists or evoke another time that's nostalgic to you? **Afterparty** What is your favourite music? Do you use music to soothe yourself or psyche yourself up to anything? Think of powerful songs that have stayed with you for a long time. Why do you think they have stayed with you?

Let's grab some coffee/food and share a morning chat! The East Market has an ample parking lot and outdoor and indoor seating. Grab a cup of coffee from Winston's Coffee & Waffles or on your way to East Market and meet us on the second floor - table behind or east of the elevator. Per what this group is about: "Everyone is welcome! International transplants to Columbus who want to improve language skills, Columbus residents who enjoy talking to people from other countries, and those who would like to discuss international travel and culture, and who enjoy getting together for good conversations."

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!

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

**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

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

Nature Printing with Gelli Plate Thursday May 21, 2026 Join local artist Diana Andrews to explore the process of gelli plates. This hands-on, creative experience is suitable for all skill levels, focusing on creating unique monoprints without a traditional printing press. All materials will be provided, but participants are asked to bring additional leaves. Class Fee - $30 6PM - 8PM Location: James Bradley Center, Infirmary Mound Park Register and pay here: [https://www.lickingparkdistrict.com/269/May-2026](https://www.lickingparkdistrict.com/269/May-2026)

**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