Virtual Assistants

**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?

Are you craving some conversations with other big thinkers? The Movers & Shakers monthly coffee is for the creative's who are driven, are hustlers, are actively seeking to grow and look for new opportunities and are wanting to be around other dreamers and action takers. If you're seeking out those conversations that inspire you, that leave you feeling motivated, then this event is for you. The Creative Hustle is a social events community for professional creatives in Melbourne's arts industry. STRUCTURE: 15 min - casual networking/order your coffee 40 min - round table intros and questions 30 min - guided conversations topics in small groups Finish with casual networking MINIMUM SPEND: Everyone who attends this event is required to purchase something from the cafe, minimum of 1 drink.

**English for Beginners (A1–B2): Casual Speaking Meetup** （※Mainly for people in their late teens to 20s） • You understand English… but can’t reply? • You studied for years… but still can’t speak? • You feel nervous speaking English? You’re not alone You just need a place to try This meetup is for beginners who want to actually SPEAK. ✨ Small group (4–10 people) ✨ Friendly & relaxed atmosphere ⸻ **✨ What makes this different?** We don’t just chat randomly. Everyone gets a chance to speak! • Level-based groups (A1–B2) • Pair conversations (10 min each) • New partner every round • Simple question sheets No one is left out :) ⸻ **No pressure, no judgement** Mistakes are OK ‍♂️ Speak slowly, use gestures or a translator You WILL speak — even a little! And you might actually enjoy it ⸻ **How it works (1 hour)** • Short intro • 3 rounds of pair conversations • Free chat at the end Speak a little or a lot — both are okay! ⸻ **Who is it for?** • English learners (A1–B2) • International students / working holiday • Anyone who feels shy speaking English • Young adults (around 18–30) ⸻ **About the host** Hi, I’m Yuki I also struggled to speak English before. So I created this space where beginners can feel safe and try. ⸻ **When & Where** Saturday 11:00–12:00 — Meeting Room 1 - Library at The Dock **Free (just buy a drink)** ⸻ ✨ Just come, try, and enjoy! See you there :)

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. WE ARE COMMITTED TO EQUAL GENDER REPRESENTATION IN THE IT INDUSTRY. 8PM EVERY FRIDAY & SATURDAY (LAST ENTRY STRICTLY 8.30PM) AT 215 QUEEN’S

**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**

**Stand Out, Stop Competing and Build a Category of One Brand** In a world oversaturated with AI content and everyone sounding the same, the winning brands are raw, real and unapologetically themselves. In this workshop, one of our incredible members - Erin Morris - will show you how to double down on the one key differentiator no one can copy – you! When you have a brand that is YOUniquely you, you stop being another [coach / service provider / e-commerce store] and become a category of one. People find you on Instagram and feel like they know you. Sales become easier because you have a warm and engaged audience. The opportunities you thought were out of your league – speaking gigs, major retailers, collaborations – start seeking you out. Everything becomes easier, and growth becomes faster when you simply own your voice. During this workshop, you’ll… * Create your own magnetic brand voice guide. * Learn to embody your authentic voice, so you attract “pinch me” dream customers who are excited to work and buy from you. * Reclaim the voice you lost to the robots or who you “thought” you needed to be to make sales. * Naturally stand out in saturated markets without resorting to being the loudest (or most unethical) voice in the room. * Learn how to use your brand voice guide so everything you write becomes instantly recognisable as you, or hand it to a contractor so every word they write sounds like you wrote it. **About the host** *Erin Morris is a copywriter, messaging and launch strategist for impact-driven founders. Erin partners with heart-centred women to help them stand out, fill their group programs and have profitable, high-converting launches, so they stop trading time for money, scale their income and impact and live a life of purpose, passion and freedom.* *Her connection-first framework builds genuine relationships with readers to ethically increase demand and sales. This approach has helped clients sell-out programs, have multiple six-figure launches and consistently beat conversion benchmarks.* *Influenced by almost 2 decades of full-time travel and living around the world, Erin is deeply committed to helping her clients live their biggest, most fulfilling lives and believes that powerful copywriting and obsession-worthy messaging is how you achieve this.*

# 🌟 *Breat Procrastination and Staring at The Crowd When at Social Events with Taking a Minimum Viable Step!* Do you want to feel confident stepping into group conversations, knowing exactly what to say, when to say it, and how to build momentum naturally? Do you want a clear structure that makes socialising feel *doable*, while still allowing real, organic, human connection? This session blends **structure with spontaneity**, so you can practise social confidence in a way that actually works for your brain. *** # 💬 **WHAT THIS SESSION IS ABOUT** This is a **guided practice lab** for group interaction. Instead of guessing what to say, you will work with: • specific topics chosen by the group on the day • simple, powerful questions to guide conversation • structured rounds that make it easier to start and continue interactions You are not performing or “being social” on command, you are learning a **repeatable process** that helps you enter conversations naturally and build depth from there. The structure gives you clarity. Your responses stay *real, personal, and fully your own.* *** # 🧠 **WHY THIS WORKS** ## *Minimum Viable Steps (MVS)* Starting conversations is often the hardest part. So instead of forcing yourself to “be social”, we focus on: ### ***Minimum Viable Steps (MVS)*** Small, achievable actions like: • approaching a group • listening for context • asking one simple question • sharing one small response These steps reduce overwhelm and help you build momentum naturally. You are not powering through, you are **following a chain of small wins** that lead into flow. *** # 🔄 **HOW THE SESSION RUNS** This session is structured into **timed rounds (approx. 8 minutes each)**. Each round gives you a clear, simple objective. ## 🔹 *Structured Group Rounds* • You will begin in small groups with a defined topic • Each round includes suggested questions to guide interaction • You are free to respond in your own way, nothing scripted ## 🔹 *Rotations* At the end of each round: • two people rotate out of each group • each joins a different group This creates: • clarity on where to go next • repeated practice starting new conversations • exposure to different dynamics and people *No guessing. No awkward hovering. Just clear next steps.* *** # 💡 **TOPICS & QUESTIONS** At the start of the session, we will: • gather topics participants are genuinely interested in • write them down and use them throughout the rounds Each round will include **simple, open questions** related to the topic, designed to: • spark conversation easily • create direction without rigidity • allow natural sharing and depth You follow the structure, but what you share is always your own. *** # 🌱 **WHAT YOU WILL PRACTISE** • starting conversations decisively (again and again) • entering groups with clarity instead of hesitation • listening before contributing • asking simple questions that open conversation • building flow through small, manageable steps • rotating between groups with confidence • staying present without overwhelm Over time, this becomes **automatic**. *** # 📝 **BEFORE & AFTER** At the beginning: • you will complete a short reflection on meaningful connection in your life At the end: • you will share what worked, what did not, and what could be improved This helps shape future sessions based on what actually supports you. *** # 👋 **A NOTE FROM THE FACILITATOR** This is not about being the most confident person in the room. It is about learning a structure that helps you: • take action • reduce overwhelm • build real connection step by step You do not need to get it perfect. ## ***You just need to take the next small step.***

* **What We’re About** You are the average of the five people you spend the most time with, so join us — and be part of a community that rises above circumstances and creates opportunities. Inspire and be inspired by those who make things happen. It's a relaxed, organic space to connect with like-minded people and network—genuinely talking, learning from each other, and connecting over shared interests. * **What to Expect** Casual Meetups: We gather semi-regularly at a local café to chat about everything from stepping outside your comfort zone to business ideas, creative projects, and building a life aligned with your purpose. It’s relaxed, easy, and welcoming—no need to have anything “figured out.” An Easy-Going Space: We keep things simple and low-pressure. Once everyone arrives, we ease in with some light conversation and naturally break into smaller groups. Networking: Feel free to introduce yourself or let people know what you're working on if you feel like it. And if anyone wants to quickly shout out what they’re working on or looking for before we settle in, go for it—it’s a great way to spark new conversations. * **Host Support** If you’d like a one-on-one chat with me about your business, just tap me on the shoulder. I’ll be floating around and happy to make time for you. **Quick note for the day:** Depending on the weather, we might go for a walk too. Just remember to wear comfy shoes 🌞 👟 🥾:) ❗If you're running late, drop me a quick message as we might leave the cafe for a walk within the last 30-45 minutes. 🏃 🏃‍♂️ 🏃‍♀️

🌟 **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.

**—— 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.

📚 #InPursuit is a book club for entrepreneurs, creatives, and curious minds who know personal growth fuels business growth. See a lot of RSPVPs and wonder how it works? We'll break up into groups of 6-8 to share our insights, then swap groups after 30-45min so you can maximise learning from everybody! Note: this even is not organised by or affiliated with The State Library of Victoria That's what #InPursuit is all about It’s not a traditional book club, it’s a space for people who are actively designing a better life through the pursuit of business, creativity, and personal growth. This event is for anyone #InPursuit of better business, life and relationships. Instead of reading the same book, we each come prepared to share one powerful insight from something we’ve read in the past 3-months. Anything non-fiction that’s moved us forward. Whether it’s a mindset shift, a productivity system, a new philosophy, or just a truth that punched us in the gut. This is a place to unpack it together and hear what others are learning too. We’re not just here to read. We’re here to integrate. Because when we grow, our business and our lives grow too. 🔍 Why Join? You'll leave with: *- 5–10 fresh insights from books you may never have picked up* *• Deeper awareness of how others think, lead, and evolve* New connections with people walking a similar path toward purpose, results, and impact This isn’t a lecture. It’s a room full of people building themselves while they build the thing. 📖 How It Works First time? No pressure to share, just come curious. We'll break up into groups of 6-8 and share our insights, then swap groups so you can maximise the learning! Returning? Bring one idea you’ve read about in the last 3-months and be ready to speak on: 1. What did you learn? 2. How did it shift your perspective about the world or yourself? 3. How has it changed the way you show up or behave? We keep it structured, but flexible. After sharing, we open up to Q&A, personal stories, challenges, and deep dives. Some of the best insights come from the conversations *after* the share. 🧠 Who This Is For • Entrepreneurs or side-hustlers finding their footing *Business owners, and doers building toward better* *• Curious minds who love ideas but care more about action* People tired of shallow conversations and hungry for growth If you’re working on something—or becoming someone—this space is for you. It’s a practice ground for people who want to grow forward. We’re all #InPursuit of mastery, momentum, and the kind of success that starts from within. Map on how to get there We're in the Create Quarter on the ground level (back right of the Quad as you enter from Swanson St). We'll likely be on a long table together. [https://www.slv.vic.gov.au/sites/default/files/SLV-EnglishMap_Jan25.pdf](https://www.slv.vic.gov.au/sites/default/files/SLV-EnglishMap_Jan25.pdf)

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We are recruiting new group leaders for virtual men's groups! Our primary groups are outdoor movement groups, but we are launching virtual groups for the state of Ohio and beyond and the groups will move outside in the spring, creating room for men's groups, women's groups and coed groups all over the country. Read below to learn about our groups and click the links at the bottom to apply. ### **What is an Outdoor Empowerment Group?** Our Outdoor Movement & Community Empowerment Groups are simple, guided experiences designed to help people reconnect with nature, themselves, and others. We combine some form of movement (hike, walk, run, bike, yoga, workout) and meaningful conversation within a simple community circle to create a space where individuals can support each other while prioritizing mental and physical well-being. Whether you’re seeking stress relief, personal growth, or community, our groups offer everyone a unique and welcoming environment. ## **Why Join?** * **Improve Mental & Physical Well-Being** – Movement, nature, and supportive conversations reduce stress and promote balance. * **Feel Less Alone** – Build genuine connections with like-minded people in a safe, welcoming space. * **Gain Clarity & Perspective** – Step outside daily routines and into a space designed for personal growth and reflection. ## **The Ideal Group Leader** The ideal group leader * Has a born-in passion for mental health, movement, connecting with nature and building community. * Has 5 extra hours per week to dedicate to a meaningful cause for at least one year. Yes, you can leave any organization at any time and we can also ask you to leave, but we are building with legacy in mind and we need people who can commit and be ALL IN on this mission to build with us. * Is independently financially stable with the ability to volunteer with no expectation of pay. This is a deeply beautiful journey of service that all participants commit to at Speak Your Mind. * An ability to manage groups with high emotional intelligence and desire for human connection. * An ability to self-motivate and market/promote their group on Facebook and other social platforms. * Nature informed therapy or clinical therapists/psychologists a plus. ## **Our Impact**  Since launching, we have helped thousands find support, connection, and healing through our Outdoor Movement Groups. 100% of participants surveyed have reported: * A noticeable improvement in mental clarity and emotional well-being. * An increase in social connection and a sense of belonging. * Said they would return again. We believe mental health should be accessible, community-driven, and rooted in nature. Join us and take the first step toward a more connected, grounded, and supported version of yourself. ### **Why Our Groups are Donation-Based** Our Outdoor Movement Groups are made possible through a donation-based model. This approach allows us to keep our events accessible to everyone, regardless of financial circumstances, while also ensuring that we can continue expanding our reach. It’s a great way to pay it forward and support the growth of this beautiful mission! Every contribution helps us: * **Cover Essential Costs** – Donations allow us to pay essential legal, marketing, insurance, and admin costs as well as nourish the important people who run the organization. * **Grow Our Mission** – With your support, we can bring these healing experiences to thousands more people in the future and execute our long term plan to expand across the USA, affecting up to 500,000 people per year. By choosing to contribute, you’re not just leading an event—you’re helping build a mental health movement that supports long-term well-being and connection for all during a severe mental health epidemic. ## **Come Join Us!** We’d love to have you be part of this growing community of people prioritizing their mental health, movement, and connection. 🔹 **Visit Our Website to Learn More:** https://speakyourmind.men/joinusoutside 🔹 **Apply Here to Lead Your Own Group!** – https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application 🔹 **Support the mission**: If you resonate with the mission and want to support, feel free to join a group before applying or donate to help us reach our goals to help more people! You can donate here: https://secure.givelively.org/donate/angels-for-angels/speak-your-mind Please text Mario with any questions: (808) 855-8831

Are you passionate about supporting other men on their mental health journey? We’re building a movement of virtual and in-person men’s groups across Ohio — and we’re looking for group leaders who want to make a real difference with us. As a group leader, you’ll create a safe space where men can connect, reflect, and grow together. Training and support are provided — you just need heart, presence, and a willingness to lead. **Apply now to lead a group in your area:** 👉 https://form.jotform.com/taketimespeakyourmind/sym-group-leader-application Speak Your Mind is a mental health non profit dedicated to bringing our community together to end the isolation that leads to mental struggle and suicide. Learn more about them here: https://linktr.ee/taketimespeakyourmind

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

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.

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)

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

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.