Natural Language Processing

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)

If you’re an experienced forex trader who feels stuck, working hard but not seeing consistent results, this live Zoom session could change the way you approach the markets. Hosted by a Professional Trading Strategist with 18+ years mentoring traders, this session will reveal the roadmap most profitable traders follow—strategies and processes hidden from 95% of traders. You’ll learn how to: * Spot the gaps in your current trading approach that quietly limit your results. * Apply high-probability strategies in a repeatable, structured way. * Fine-tune your process to capture profits more consistently while managing risk. * Trade with confidence, guided by a method that’s been proven over nearly two decades. This isn’t a “get-rich-quick” webinar. It’s for traders who are serious about mastering the charts, refining their process, and building a sustainable income from forex. Seats are limited to keep the session interactive—so your questions get answered and your roadmap becomes actionable. Discover what most traders never see. Join us and uncover the path to consistently profitable trading.

UPDATE - due to centre closing hours will we move on from the Emporium at 6pm Calling all \*\*female-identifying, non-binary and gender diverse \*\* filmmakers, actors, and film enthusiasts! Join us at **5pm** **Monday Apr 6 (the first Monday of every month)** in the Emporium food court (located behind Grill’d Burger Restaurant) for a chance to build relationships in the film community. **From 7pm onwards, we will continue the evening with drinks and/or a meal at The Lions Hotel - Melbourne Central.** This event is an expansion of the very successful **Movie Mutuals Wednesday Night Networking group** which has grown remarkably, with a weekly turnout of over 50 participants, blending newcomers with regulars to create a vibrant, diverse community. Whether you’re a writer, actor, animator, or independent filmmaker, come share your experiences, discuss current projects, or chat about favourite films. This event fosters connections among like-minded women, non-binary and gender diverse people, encourages friendships, and opens doors for collaboration. **RSVP** to help us gauge attendance. You will become part of a growing network of film professionals and enthusiasts. **What to Expect:** *There’s no set theme, workshop, or speaker. It’s a relaxed gathering where filmmakers, actors, and creatives can connect, discuss projects, share needs, and learn from each other. Beyond this networking event, we also host weekly Wednesday night meetups, exclusive events such as table reads, cinematography workshops with Panasonic, member screenings, and more.* \*Note: Our community emphasizes collaboration, friendship, and goodwill rather than promotional activities. If you wish to promote a workshop, course, screening, or similar event, please contact the organizers first. Promotional privileges are generally reserved for trusted, long-standing members.

$29 per person for 2 hours of training (includes table hire) ## 🏓 MELBOURNE TABLE TENNIS COACHING @ MSAC Ready to seriously improve your table tennis — or finally start the right way? Join our **ongoing in-person group coaching sessions at MSAC**, where you’ll train in a structured but fun environment with players who come regularly, as well as new faces every week. Our sessions are designed for **both total beginners and advanced players.** You don’t need experience — and you won’t be bored if you already have it. ### What to expect * ✅ **10–15 players per session** * ✅ **2 experienced coaches on court** * ✅ **Structured drills + match play** * ✅ **Individual feedback based on your level and goals** * ✅ **A welcoming group that trains regularly** You’ll work on **technique, footwork, consistency, tactics, and real match situations** — not just hit balls randomly. We organise the group so everyone is challenged at the right level. ### Why people love these sessions * Ongoing training with a real community * Fast improvement, not just social play * A great way to **move, learn, and make friends** * Fun, supportive atmosphere with serious coaching behind it Whether your goal is to **learn from scratch, get fitter, sharpen your skills, or start competing**, this is a perfect place to train. ### What to bring * 🏓 **Bat/paddle** (if you have one — if not, we’ll provide it) * 👟 **Sports shoes (runners)** * 👕 **Comfortable sports clothes** * 💧 **Water bottle** * 🧴 **Small towel** Grab your paddle, bring your energy, and come hit with us at MSAC. Please send me an email to: p.tretinik@gmail.com to confirm attendance. This helps me to book enough table for a smooth session. NOTE: If this is not your first time coming to this meet up, the cost is $36 for the whole 2 hours.

**\*\*\*This is a pre-booking event. Please visit [artmasterclass.com.au](https://www.artmasterclass.com.au/) choose your lamp, use the MEETAMC10 coupon code, and make a reservation.\*\*\*** Join us for a hands-on workshop where families can learn the art of creating beautiful Turkish lamps together. This unique and engaging class will guide parents and kids through crafting intricate and colorful lamps. No prior experience is required, as our expert instructors will provide step-by-step instructions on design, assembly, and decorating techniques. This workshop is perfect for families and friends to bond, unleash their creativity, and take home a stunning handmade craft that can brighten any room. Come discover Turkish lamp-making's magic with your little ones in a fun and supportive environment. In this 2.5-hour workshop, you'll lose track of time and end up with a beautiful lamp to take home!

Come along for an engaging evening where our members showcase their honed and developing speaking skills through prepared speeches and spontaneous impromptu talks! Every speaker receives constructive evaluations, while a discreet 'umm' counter keeps us all accountable. Embrace the opportunity to share laughter, challenge yourself, and foster new connections in a welcoming environment. We look forward to having you with us!

Join Toastmasters - Victoria for a dynamic workshop on mastering impromptu speaking. Enhance your communication skills in a supportive environment while also improving your ability to think on your feet. This workshop is perfect for anyone looking to overcome the fear of public speaking and boost their confidence when speaking in front of an audience. Whether you're a seasoned presenter or just starting out, this event will provide you with tips and techniques to tackle impromptu speaking with ease. Don't miss out on this opportunity to sharpen your impromptu speaking skills and connect with like-minded individuals passionate about personal and professional development. Toastmasters - Victoria is dedicated to creating a welcoming space for individuals to grow and learn from one another. Come prepared to challenge yourself, gain valuable insights, and become a more confident and effective communicator. Mark your calendar for an engaging session that will leave you inspired and equipped to excel in impromptu speaking and beyond.

## 🇯🇵 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)

We have joined forces with the Statistical Society of Australia to broadcast their "Di Cook Award Seminar". **When:** Wednesday 8th of April, 6:30-8:15pm **Where:** 750 Collins St, Room 853, Level 8 (Studio Room) **What:** Free food & drinks while watching the Di Cook Award Seminar! The [Statistical Computing and Visualisation](https://www.statsoc.org.au/Statistical-Computing-and-Visualisation-Section) section of the Statistical Society of Australia proudly presents the Di Cook Award webinar, promoting open-source statistical software development. This event will showcase outstanding work submitted to the [2025 Di Cook Award](https://statsocaus.github.io/dicook-award/). The award winner will present their winning project in a 30-minute talk, highlighting the motivation, methods, and key insights behind their work. Two highly commended applicants will also share their submissions, each delivering a 15-minute presentation that outlines the ideas, approaches, and contributions of their projects. Together, these talks will provide an engaging overview of innovative software development represented in this year’s award submissions, offering attendees the opportunity to learn from and discuss exemplary work in the field. For more information about the award and the event, see the [SSA website](https://www.statsoc.org.au/event-6618285).

Welcome to Serverless Sushi, the hottest new restaurant in town! As their newly hired developer, you've been tasked with revolutionizing their online ordering system. Let's embark on this exciting journey of building a robust, scalable API using Powertools for AWS Lambda. Powertools for AWS Lambda is a developer toolkit to implement Serverless best practices and increase developer velocity. It’s an open-source project that helps implement well architected best practices earlier in the development lifecycle. Learn how to build production ready AWS Serverless APIs that will instantly work at scale and learn about Powertools for AWS Lambda. **A laptop is required to participate.**

**This Meetup account will be deleted soon**, but the **Language Exchange hosted by JAPANEASY will continue to be held every week**. **★Notice: JAPANEASY Meetup Account Closure★** Hello everyone, Thank you very much for always joining JAPANEASY’s Language Exchange events and cultural workshops. We are writing to inform you that the JAPANEASY Meetup account will be closed in the near future. Please rest assured that JAPANEASY will continue to run events and programs as usual. If you are interested in our upcoming activities, please visit the links below: (1) **Language Exchange** https://japaneasy.com.au/events/language-exchange/ (2) **Cultural Workshops** https://japaneasy.com.au/workshops/ (3) **Japanese Lessons (Group courses & Private lessons)** https://japaneasy.com.au/courses/ (4) **日本語教師養成講座** https://japaneasy.com.au/courses/日本語教師養成講座/ We sincerely appreciate your continued support and look forward to seeing you at our future events. Warm regards, JAPANEASY \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- JAPANEASY Japanese Language & Culture Learning Centre Tel：0422-266-308 Address：Level 1, 183 Exhibition Street, Melbourne Email：[reception@japaneasy.com.au](mailto:reception@japaneasy.com.au) Website：[www.japaneasy.com.au](http://www.japaneasy.com.au/) Facebook：[http://www.facebook.com/EasyPeasyJapaneasy](http://www.facebook.com/EasyPeasyJapaneasy) Instagram: [https://www.instagram.com/japaneasymel/](https://www.instagram.com/japaneasymel/) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

Hello everyone! Join us for an Apache Kafka® x Apache Flink® meetup on **Apr 9th from 5:30pm**, in Melbourne! The address, agenda, and speaker information can be found below. See you there! **📍Venue**: 394 High Street Northcote, Victoria 3070 \*\*\* **🗓 Agenda:** * 5:30pm: Doors open * 5:30pm - 6:00pm: Pizza, Drinks, and Networking * 6:00pm - 6:30pm: Chad Harris, Solutions Architect, Factor House * 6:30pm - 7:00pm: Stephen Ermann, Senior Customer Success Technical Architect * 7:00pm - 7:30pm: Additional Networking \*\*\* **💡 Speaker:** Chad Harris, Solutions Architect, Factor House **Talk:** Things that go bump in the night: Kafka Operational Issues and How to Survive Them **Abstract:** Most Kafka talks focus on how things should work—this one is about what actually happens in production. We’ll walk through real-world operational issues encountered with Apache Kafka and its clients, from subtle misconfigurations to full “why is everything on fire?” moments. Along the way, we’ll break down how to identify what’s going wrong, which signals actually matter, and how to approach debugging when the system doesn’t behave the way you expect. This talk will also touch on observability, common failure patterns, and practical mitigation strategies you can apply immediately. Expect a mix of technical deep dives, debugging workflows, and a few war stories (including some questionable decisions and log-staring sessions). If you’ve ever wondered whether it’s just you? It's not! **Bio:** Chad Harris is a streaming data specialist and Solutions Architect at Factor House, where he helps organisations design, scale, and operate Apache Kafka platforms using industry-leading tooling. With experience scaling Kafka across organisations ranging from small startups to some of Silicon Valley's largest companies, Chad has been working with Kafka since its early days. He brings deep expertise across both real-time streaming and data-at-rest systems, with a strong focus on practical, production-ready architectures. \-\-\-\-\- **💡 Speaker:** Stephen Ermann, Senior Customer Success Technical Architect **Talk:** From Lag to Smooth Sailing: How Queues for Kafka (KIP-932) Fix Slow Consumers **Abstract:** Slow or bursty consumers are one of the most common reasons Kafka applications end up fighting lag, over-provisioning, and operational fire drills. Traditional Kafka consumer groups work brilliantly for high-throughput stream processing, but they can make it hard to serve heterogeneous consumers, apply backpressure cleanly, or guarantee fair access when some consumers fall behind. In this talk, we’ll explore **Queues for Kafka**, the new KIP-932 feature that introduces native queue semantics on top of Kafka’s battle-tested log foundation. We’ll look at how queues decouple producer and consumer throughput, isolate slow consumers without penalising fast ones, and provide more predictable delivery and scaling behaviour for “task” and “work queue” style workloads. You’ll walk away with: * A clear mental model of how Kafka queues differ from topics and consumer groups * Concrete design patterns for handling slow and spiky consumers * Migration tips for evolving existing Kafka-based services to use queues safely If you’ve ever stared at a lag graph wondering whether to add more consumers, more partitions, or more coffee, this session will show you a cleaner path to smooth sailing with Kafka. **Bio:** Stephen Ermann is a **Senior Customer Success Technical Architect at Confluent**, working with leading financial institutions across APAC to design and operate mission-critical, real-time data platforms. With deep experience in **Apache Kafka**, **Confluent Cloud and Platform**, and surrounding ecosystems like **Kafka Connect** and **Apache Flink**, Stephen helps customers solve hard problems around scalability, reliability, and security in production. They are particularly focused on **RBAC, OAuth, mTLS, and container image security**, as well as emerging **agentic AI** patterns built on streaming data. Outside day-to-day architecture work, Stephen regularly shares practical patterns and lessons learned at meetups and user groups across the region. \*\*\* If you would like to speak or host our next event please let us know! community@[confluent.io](http://confluent.io/)

**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！**熱々のピザを食べながら**静かな場所で英語や日本語を話して、上達していきましょう！ **With clearly scheduled language sessions,** you can practice the language you are learning regardless of your level! What are you waiting for? Let's practice in a quiet, relaxed space while **having delicious, crispy pizza!** **LOCATION / TIME** **Location**: Cafe & Pizzaro 〒218 Bridge Rd, Richmond VIC 3121, Australia google.com/maps/place/Cafe+%26+Pizzaro/@-37.8185894,144.9953969,17z/data=!3m1!4b1!4m6!3m5!1s0x6ad64390212a3ba1:0x2e4a6b51bdcae368!8m2!3d-37.8185894!4d144.9979665!16s%2Fg%2F11yddttlnb?entry=ttu&g_ep=EgoyMDI2MDIyMy4wIKXMDSoASAFQAw%3D%3D *There are a couple of parking lots nearby.* **Time**: 18:00 - 20:00 Instagram: https://www.instagram.com/cafeandpizzarorichmond/ **場所／時間** **場所**：Cafe & Pizzaro 〒218 Bridge Rd, Richmond VIC 3121, Australia google.com/maps/place/Cafe+%26+Pizzaro/@-37.8185894,144.9953969,17z/data=!3m1!4b1!4m6!3m5!1s0x6ad64390212a3ba1:0x2e4a6b51bdcae368!8m2!3d-37.8185894!4d144.9979665!16s%2Fg%2F11yddttlnb?entry=ttu&g_ep=EgoyMDI2MDIyMy4wIKXMDSoASAFQAw%3D%3D **時間**：18:00 - 20:00 インスタグラム https://www.instagram.com/cafeandpizzarorichmond/ **Participation fees** **$5 (PayID ONLY)** + **1 soft drink and a pizza (CARD or CASH) or anything above $17** *The $5 via PayID will be collected 5–10 minutes after the end of the event.* According to the owner, even a **kid-sized pizza** can fill you up! 😄 If you can't finish your pizza, **it comes in a takeaway box so you can take it home!** Hungry? 🍕 Click below to see the menu! Vegitarian? You're covered! 😋 [https://cafe-and-pizzaro-richmond.nextorder.com/](https://cafe-and-pizzaro-richmond.nextorder.com/) **参加費用** \*\*$5 (PayID のみ）＋ドリンクとピザ一品ずつ　または　合計＄17以上の注文（\*\*カード支払いと現金両方可） (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。） **オーナーによるとお子様サイズでもおなかいっぱいになるとか、ならないとか……** テイクアウト用の箱でピザが提供されるので、食べきれない分はそのまま**持ち帰り可能！！** **Schedule（当日の流れ）** 17:55 - 18:00 pm The organizer will guide participants to a seat and give them a brief overview of the event (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） 19:00pm -SEAT CHANGE (席替え） 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） 19:50 - 20:00 The $5 via PayID will be collected during this time (PayIDで$5徴収させていただきます。） 20:00 - Wrap-up (締めの言葉） **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。

Hi Gophers! Join us this April for an evening of Go talks exploring real-world systems, from building a BitTorrent client to running Go on legacy architectures. We are looking forward to connecting with you. * **Agenda** **6:00pm — Food & Networking** **6:30pm — Intro + Go News** **6:45pm — Talks** **8.00pm — Wrap up then head out for kick ons** **🎤 Tom Clancy** **Building a BitTorrent client in Go** BitTorrent, first released in 2001 is a peer-to-peer protocol for file sharing. Its decentralised approach, where pieces of files are exchanged with peers (rather than a central server), is a natural fit for Go's concurrency model. This talk looks at the inner workings of the protocol, how to build your own client, and concurrency patterns for performance. Bio: Tom is a Software Engineer at Megaport, working on their edge networking functions platform (written in Go). **🎤 Sam Hobson** **Compiling Go for Ancient Architectures** Some customers approached Knocknoc asking if we can get our Go agent to run on their old HPUX PA-RISC and Solaris SPARC machines, both unsupported by Go, and we took on the challenge of finding a way to make it work Bio: "I'm Sam, I'm a software engineer of a couple of years working at a startup called Knocknoc on Just-in-time network layer access control software. Please come talk to me about cool stuff you're working on!" * **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)

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!

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 want to discuss international travel and culture, and anyone who enjoys getting together for good conversations."

AI is changing how art is made. But when does it stop being your work and start being the machine’s? This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation? We encourage audience participation during this event that will be moderated by Chris Slee. 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.transformlabs.com/services)

**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** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.

5th annual Earth Day Celebration! This year (2026) the Celebration is scheduled for April 25th with activities running from 10am-2pm. This is a non-ticketed event. Everyone is welcome! We will have food trucks, Birds of Prey, kids crafts, live music, raspberry plants, apple trees, and of course NATIVE PLANTS! Where: Lynd Fruit Farm, 9399 Morse Rd, Pataskala Ohio 43062 Time: Activities will be from 10am- 2pm. The Market will remain open until 5pm.

**The Data-Driven Brand: Using Analytics to Shape Perception** Can you use analytics to improve tacos? This being CBUSDAW, we think the answer is probably “yes”, but we’re not sure how to implement or test this theory. For our April meetup we’ve got Sara Kear, CMO of Condado Tacos, to investigate this delicious question. Sara will explore how she blends quantitative data and qualitative customer feedback to shape brand positioning and drive business decisions. We all know that marketing and analytics go way beyond attribution. Sara will show how Condado uses customer insights to inform product and pricing strategy. She’ll also highlight how Condado leverages customer feedback at scale to influence operational priorities, positioning marketing as the voice of the customer across the organization. In the last 12 years Condado has gone from one location in Columbus to 52 locations across 10 states, so we’re guessing there’s more to that growth than really good guac (though the guac probably helps). Ultimately, this talk focuses on the intersection of art and science—using data to inform creativity and build a brand that resonates with customers in a measurable way. **About Our Speaker** Sara Kear is Chief Marketing Officer at Condado Tacos, where she oversees brand, restaurant design, menu and pricing strategy, off-premise including catering, and customer data strategy. Since joining in 2021, she has helped grow the brand from 19 to 52 locations while building a data-driven marketing organization focused on loyalty and customer insights. Condado has since been named to the Inc. 5000, recognized as Breakout Retailer by Chain Store Age, and consistently ranked among FastCasual’s Top 100 Movers & Shakers. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)