Text Analytics
Meet other local people interested in Text Analytics: share experiences, inspire and encourage each other! Join a Text Analytics group.
3,193
members
5
groups
Largest Text Analytics groups
Newest Text Analytics groups
Frequently Asked Questions
Yes! Check out text analytics events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the text analytics events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find text analytics events near your location here. Connect with your local community and discover events within your area.
Text Analytics Events Today
Join in-person Text Analytics events happening right now
MEL MLOps Community #18 | Data, Decision and Agentic AI Productivity Paradox
We are stoked to announce our next **Melbourne MLOps Community Meetup** of the year!
We are bringing you an absolute powerhouse lineup featuring two industry heavyweights. We will dive deep into tracking ML/DS performance using high-impact business metrics over raw statistical metrics. We will also tackle the AI coding productivity paradox and the high-stakes build-vs-buy SaaS dilemma.
**🎤 Speakers**
We’re thrilled to introduce:
**\- Nathanael Lampe**, Machine Learning Manager *at* Bunnings Warehouse. Nat is widely recognised as one of the most brilliant, deeply technical data science leaders. He brings an elite background in advanced data science, now driving the core Data Science team at Bunnings. In his talk, *Data & Decisions,* Nat will explain how in ML, we often focus on model accuracy but it’s a lot harder to measure the decisions a model supports. When we can anchor our ML practice in true business metrics, we are better equipped to ensure analytics projects succeed.
**\- Javier Candeira**, Fractional CTO *at* Infoplumbing.
Javier is a distinguished veteran of the data, software, and tech consultancy scenes. He brings many years of battle-tested technical and business experience to guiding teams through today's volatile AI landscape.
His talk titled: *The Buy/Build Dilemma and the Agentic Productivity Paradox* addresses three red-hot issues in the MLOps community:
1\. Local LLM inference and tooling for small scale teams\. What is too much local MLOps for a 1\-5 person shop? Is local inference only a cost saver\, or are there also capabilies unlocked by the finer\-grained control afforded by operating one’s own models?
2\. The Buy/Build dilemma\. This is a question for every company\, from small SaaS to big corporate\. The abundance of LLM coding tools shifts the balance\. How?
3\. The Productivity Paradox: If Agentic Coding and LLM autocomplete are so great\, where are the great new products? Where’s the programmer productivity going?
Javier will showcase some of his NixOS-based MLOps-for-one tools, and will attempt to progress the conversation on these three questions with his own reflections based on personal experience.
**Networking**
The Melbourne MLOps Community is committed to fostering a space where AI/ML engineers and practitioners can connect, exchange ideas, and build meaningful relationships.
Come ready to discuss:
* The tools you’re experimenting with
* Trends you’re seeing in ML and MLOps
* Challenges you’re tackling
* Ways to find peer support
We’ll have food, drinks, and the perfect space for great conversations — so feel free to bring along anyone interested in ML, MLOps, or AI more broadly.
**Agenda**
🍕 **5:30pm** – Networking, drinks & food
🙋 **6:00pm** – Welcome
🎤 **6:10pm** – Presentation by Nathanael
❓ **6:30pm** – Questions for Nathanael
🎤 **6:40pm** – Presentation by Javier
❓ **7:00pm** – Questions for Javier
🍻 **7:10pm onwards** – Networking, drinks & food
We’re looking forward to seeing you there!
**P.S.** If you can’t make it in person, we’ll be streaming the event via Google Meet.
Google Meet link: [https://meet.google.com/fxh-hpsg-ryt](https://meet.google.com/fxh-hpsg-ryt)
KSUG.AI Australia #63 - Melbourne Meetup @AWS - 1 Jul 2026
**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-07-01](https://konfhub.com/ksug-au-2026-07-01) **<=**
**Latest promotions** discovered by our community!
* **30%** OFF **[Kubernetes](https://lf.ksug.ai/)** Exams - Code: **30K8SUG**
* **20%** OFF **[FinOps](https://ksug.ai/finops/?ref=meetup)** Certs Code: **KSAI_20**
* Missed **65%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop!
We're excited to welcome you to the upcoming **KSUG.AI Australia Meetup** — happening both in-person at at Amazon and online via [Zoom](https://linktr.ee/ksug.ai)! 🎉
We're actively seeking more awesome K8s and AI topic speakers!
👉 [https://sessionize.com/ksug-au](https://sessionize.com/ksug-au)
**Agenda and topics preview:**
* Food, drinks and Socializing
* Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)**
* **Topic 1:** Agents onboarded Internal Develop Platform (OpenChoreo) by [Kanchana Wickremasinghe](linkedin.com/in/kanchanaw/), VP & Field CTO for WSO2
* **Topic 2:** What is Podplane.dev by [Ryan Djurovich](linkedin.com/in/ryandjurovich/), Founder & Engineer @ Nadrama.com
* **Quiz time:** nice swags giveaways
Food and drinks will be provided between **5.30 and 6 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our sponsors **[Amazon](https://aws.com/)** and **[Harness](https://www.harness.io/)**!
**[Register here](https://konfhub.com/ksug-au-2026-06-03) to secure your spot!** See you all there!
**Location:** Amazon MEL12, Level 13.304 [555 Collins St, Melbourne VIC 3000](https://maps.app.goo.gl/Kbi13GZqj2zDqDz2A)
👉 Join our [Discord](https://discord.com/invite/Rp9WzYyKua) and [WhatsApp](https://chat.whatsapp.com/D9a9IDiCS7U4cqQ0Sh60cz?mode=gi_t) for latest update!
🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬:
☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG**
☸ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20**
𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬:
✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡
✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰
✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪
𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** 🔥 [github.com/ksug-ai](https://github.com/ksug-ai)
*By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.*
**[KSUG.AI](https://ksug.ai/?ref=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.
Jul 1 | Game On — The KISMETRIX Trivia Night — Konar Bar
## 💘 KISMETRIX \| True Connection
[Ticketed Event](https://www.eventbrite.com.au/e/july-01-game-on-the-kismetrix-trivia-night-konar-bar-tickets-1991902868099)
### GAME ON — THE KISMETRIX TRIVIA NIGHTDrinks, Banter & Real Connection
Hosted by **KISMETRIX \| True Connection**
📍 Konar Bar — Private Dining Room (Downstairs): 483 North Road, Ormond Vic 3204
📅 Thursday, 28 May 2026
🕖 7:00 PM – 10:00 PM (Venue open late)
#### BACK. UPGRADED. AND A WHOLE LOT OF FUN.
Never done trivia? Perfect. Neither has half the room.
This isn't about what you know. It's about who you end up laughing with by the end of the night.
The KISMETRIX Trivia Night is back — and this year we've stepped it up. We now have our own in-house host and an exclusive private room just for Kismetrix guests. Same great energy from last year, but more intimate, more personal, and a whole lot more fun.
No speed dating. No awkward mingling. No standing around with a drink wondering what to say. Just teams, trivia, a bit of friendly rivalry, and the kind of atmosphere where strangers become easy company.
#### 💫 ABOUT THE NIGHT
Tired of the same old bar scene? Not quite ready for a formal dinner event? This is the sweet spot.
KISMETRIX \| True Connection was created for people who want something more human — real conversation\, real presence\, and a genuine good time\. The Trivia Night is our most fun and relaxed format\, and it's exclusively for Kismetrix guests\.
You'll walk into a private room full of people who:
🎯 Are open, friendly and easy-going
🎯 Want a fun night out that feels natural — not forced
🎯 Prefer real-life connection over swiping
🎯 Are simply here to enjoy themselves and see where the night goes
Come for the trivia. Stay for the laughs. See who you meet along the way.
#### 🎯 WHAT TO EXPECT
You'll arrive to a private room — no general public, just Kismetrix guests. You'll be placed into a small team of around six, the questions will start, and within ten minutes you'll forget you didn't know anyone when you walked in.
Expect:
🎯 A welcome drink waiting when you arrive
🎯 A warm hosted welcome so nobody walks in feeling lost
🎯 Fun, accessible trivia rounds — no expertise required
🎯 Rotating teams through the night so you meet different people across different rounds
🎯 A mystery round (yes, really)
🎯 A prize worth playing for
🎯 Plenty of laughs, friendly arguing, and genuinely good company
Our in-house Kismetrix host keeps the energy warm and the night moving — so it always feels like a night out with good people, not a structured event.
#### 👥 AGE GUIDE
🎯 30-43 · 40–53 · 50+
Kismetrix Trivia Night is open to all singles who are here for a good time and genuine connection. We provide age groups so you know what to expect from the room. The focus is always on good energy and like-minded people — not strict age gates.
If you're slightly outside a range and the format feels right for you, you're welcome to book.
#### 🎯 WHO THIS NIGHT IS FOR
This event is for singles who:
🎯 Want a fun, social night out that's a little different
🎯 Are curious about Kismetrix but want a low-pressure way to start
🎯 Love trivia — or have never done it but like the sound of it
🎯 Want to meet new people without it feeling like a "singles event"
🎯 Are open, friendly, and ready for a genuinely good Thursday night
Come solo — most people do. You'll be in good company from the moment you walk in.
#### 🍽 FOOD & DRINKS
Your ticket includes one standard welcome drink on arrival.
Konar Bar has a great food and drinks menu available throughout the night, directly from the venue. Perfect if you'd like to make a full evening of it — and many of our guests do.
#### 🎟 TICKETS
🎯 Early Bird — $39
🎯 General — $49
🎯 Last Minute — $59
Welcome drink included at every tier. Spots are strictly limited to 7–8 tables to keep the night intimate and social — early booking is strongly recommended.
*Last year's event sold out. Don't sit on it.*
#### 💡 WHY PEOPLE LOVE KISMETRIX EVENTS
🎯 No swiping. No apps. Just real people in a real room
🎯 No awkward formats or forced interactions
🎯 A genuinely fun night — even if you come solo
🎯 Exclusively for Kismetrix guests — private room, warm atmosphere
🎯 Hosted by people who actually care about how the night feels
Many guests come "just to try it" — and end up staying all night.
#### ✨ WHERE THE TRIVIA NIGHT FITS
The KISMETRIX Trivia Night sits alongside our Drinks Socials, Elevated Dinners, and Activity Nights as one of our most fun and accessible formats. If you've been curious about Kismetrix, this is one of the easiest and most enjoyable ways to experience what we do.
#### 🔔 IMPORTANT NOTES
🎯 This is a hosted social experience — not speed dating
🎯 A welcome drink is included; additional drinks and food are available at the venue
🎯 Gender balance is carefully aimed for but not always guaranteed
🎯 Respect, boundaries, and good energy are essential at all Kismetrix events
🎯 Tickets are non-refundable but transferable
#### 🔗 STAY CONNECTED WITH KISMETRIX \| TRUE CONNECTION
📧 **social@kismetrix.com.au**
🌐 **[www.kismetrix.com.au](http://www.kismetrix.com.au/ "http://www.kismetrix.com.au")**
📱 Follow us 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") & [Eventbrite](https://www.eventbrite.com.au/o/kismetrix-singles-events-84848288353 "https://www.eventbrite.com.au/o/kismetrix-singles-events-84848288353")**
📄 Important Notice: By registering for this event\, you confirm that you have read and agree to Kismetrix \| True Connection's Terms & Conditions\, Privacy Policy\, Disclaimer and Code of Conduct\.
🤝 Collaborations: collabs@kismetrix.com.au
Study Technology FREE Workshop! - How to improve your study or teaching.
Applied Scholastics Study Technology is able to improve anyone's ability to study.
Millions of people are already using this technology and whole countries are now adopting it.
- You can learn Faster with less stress
- You don't forget the information
- You stay interested in the subject
- Your marks increase
English literacy rates routinely improve by 25 to 35 percent. Likewise, student test scores improve dramatically with students routinely meeting or exceeding grade level expectations in EVERY ACADEMIC SUBJECT.
Our workshop will be focusing on how students learn.
Study Technology can easily be incorporated into any educational activity—from classroom instruction and curriculum design to employee training or homeschooling. It provides a stable foundation enhancing all educational efforts.
Study Technology is what teachers, tutors, trainers, parents and students can use to improve the quality of teaching and learning.
No matter the curriculum in your current academic setting, Study Technology offers proven teaching strategies and resources that can help resolve classroom issues and improve student achievement.
No matter if you are a teacher yourself or a good students or bad student we can all do better at study once we have this technology under our belt.
Teachers who use this technology report amazing turn around with once troubled students.
The application of Study Technology has quite literally changed millions of lives.
You are most welcome to bring along a friend or those that struggle with study. (any topic)
If you are unable to attend this meetup then let me know, We can arrange for you to meetup at a different time and date.
Light refreshments will be provided.
'Sticky' Storytelling: Making Messages Memorable
**Sticky stories are memorable, meaningful, and magnetic. They make people feel something — and that’s what makes them powerful.**
You already tell stories — to friends, family, co-workers, and peers. You might need to inspire your team, persuade a colleague to support your ideas, or influence a client to say yes. But if your stories aren’t *sticky*, your message won’t land. It won’t be remembered. And it won’t drive action.
Mastering the art of ‘sticky’ storytelling is one of the most valuable communication skills in today’s world. And the good news? It’s a skill anyone can learn.
**THIS IS A CURATED GUEST EVENT**
Whether you're new to public speaking or looking to elevate your influence and impact…
Join us tonight at Port Melbourne Toastmasters as we dive into the principles of powerful storytelling that make messages truly stick.
Get ready for a session that will help you speak with heart, connect with purpose, and leave a lasting impression.
*Guests, Meetup Group members, and visiting Toastmasters attend for free.*
🌐 [www.portmelbournetoastmasters.org](http://www.portmelbournetoastmasters.org)
📍 Where: Find directions [here](https://www.portmelbournetoastmasters.org/directions.html)
***Port Melbourne Toastmasters is a club for people who are serious about developing their speaking, leadership, and personal presence.***
We offer limited, curated guest sessions throughout the year for prospective members. These sessions allow you to experience our high-engagement, growth-focused environment firsthand — without open access to every meeting.
Enjoy lunch at this fabulous art deco restaurant, Moonee Ponds
Enjoy lunch at this fabulous hotel in MP
Text Analytics Events This Week
Discover what is happening in the next few days
BeSocial. Real Talk Night (Prompt-Based Conversations)
Join us for “Real Talk Night” a deeper, more meaningful kind of meetup built around prompt-based conversations. Each session features thoughtful questions designed to spark honest discussions, fresh perspectives, and genuine connection.
This is a space to go beyond small talk, share experiences, and be heard in a supportive, respectful environment. You can participate as much or as little as you like — whether you’re opening up or simply listening, you’re welcome here.
To help you get the most out of the event, we ask that you download our app before you arrive (or upon arrival). The app will be used throughout the event for prompts, activities, and other interactive content so having it ready will ensure you can fully participate.
https://apps.apple.com/au/app/besocial/id6759604739
https://play.google.com/store/apps/details?id=com.appetiser.besocial&hl=en
**Event photography and videography may take place at this event. Images and footage captured may be used in future BeSocial promotional materials.**
**If you do not wish to appear in promotional materials, please notify Nexaro Group Pty Ltd before the event by emailing support@besocialapp.co or let the event hosts know on the day.**
Mana On Tap
**Every Friday \| 6PM \- Late \| Free Entry**
🎉 *The ultimate weekly hangout for Magic players - new and experienced alike.*
Unleash your inner planeswalker at **Mana on Tap**, a free weekly Magic: The Gathering event hosted in Fortress’s Arena. Whether you’re a seasoned spell-slinger or brand new to the game, join us every **Friday night from 6 PM to Late** for games, drinks, and good vibes with fellow Magic fans.
### **Learn to Play**
Just picked up your first deck? Want to learn the ropes? Borrow a starter deck for free at Fortress and join a casual Learn to Play session hosted by friendly game guides. Meet fellow new players, pick up tips, and duel in a relaxed, welcoming setting.
### **Play Your Way**
Casual, competitive, or something in between, **all formats are welcome** (though most people play Commander). Whether you’re into Commander, Pauper, Standard, or Modern, there’s a seat at the table for you. Bring your deck or borrow one, and play at your own pace.
### **Commander Conclave**
Our spacious Arena is perfect for **Commander Night**. Dive into multiplayer games, meet fellow enthusiasts, and enjoy stellar lighting, comfy seating, and easy access to food and drink from our full-service bar. Order via buzzer and get back to the action faster.
### **The Venue**
Held in **The Arena** at Fortress, enjoy plenty of space, low-volume ambience, and on-tap beverages while you play. Stay fueled with food and drinks delivered straight to your table - no need to pause the game.
**TERMS & CONDITIONS**
* *Fortress is a licensed venue, and as such, a valid ID is required and checked upon entrance to the premises.*
* *Unaccompanied minors are not permitted in the venue at any time. Please make sure any guests under 18 are accompanied by a responsible adult at all times.*
* *Minors are not allowed in the venue past 8:00 pm*
* *No outside food or drinks.*
*More information on valid forms of identification and Fortress' minors policy can be found here: [www.fortress.games/minors/](https://www.fortress.games/minors/)*
SILENT BOOK CLUB @ DYMOCKS CAFE
Welcome!
**HOW TO FIND US**
When you enter 234 Collins, go down the escalator to the basement where Dymocks is (you can't miss it, there's books and people everywhere. You'll see the cafe next to the cashier. Once inside the cafe, you'll see the stairs (see pic). Come up the stairs and join us. Feel free to pick any available table.
**ITINERARY**
11am: Meet at Dymocks Cafe (upper level) inside Dymocks Bookstore, 234 Collins St.
Choose your seat.
Order a drink to support the cafe. (They have a range of sweet and savoury snacks.)
Enjoy your book.
12.15pm: Let's chat about what we read, what we loved, and why.
1pm: End of event.
[OPTIONAL EXTRA]
For those who are not too tired, we can go for lunch together after the event.
**COST:**
There is an organizer fee of $5 for this event.
You can bring cash on the day or PayID me at 0403 413 056 (Serena Low).
**GETTING THERE:**
The closest train stations are Town Hall (4 min) and Flinders St (6 min).
Sunday Reset: Walk, Talk & Brunch
Ease into your Sunday with a calm walk, meaningful conversation, and brunch with new people.
This event is all about slowing down, getting out of the house, and connecting with others in a relaxed setting. We’ll start with a casual walk at the Fitzroy Markets so conversations can happen naturally, then continue the morning over brunch.
It’s perfect if you want to meet new friends without the pressure of a big social event. You can come by yourself, bring an open mind, and let the conversation unfold. We’ll include a few simple BeSocial prompts to help break the ice and make it easier to get to know each other.
Whether you’ve had a busy week, recently moved, or just want to build more real-life connection, this is a gentle way to reset and start the week feeling more connected.
**Perfect for:** brunch lovers, Sunday walkers, people who prefer small groups, and anyone looking for genuine conversation.
To help you get the most out of the event, we ask that you download our app before you arrive (or upon arrival). The app will be used throughout the event for prompts, activities, and other interactive content so having it ready will ensure you can fully participate.
https://apps.apple.com/au/app/besocial/id6759604739
https://play.google.com/store/apps/details?id=com.appetiser.besocial&hl=en
**Event photography and videography may take place at this event. Images and footage captured may be used in future BeSocial promotional materials.**
**If you do not wish to appear in promotional materials, please notify Nexaro Group Pty Ltd before the event by emailing support@besocialapp.co, or let the event hosts know on the day.**
Melbourne Language Exchange & Social at The Asian Beer Cafe
**Welcome to our Linguas Thursday Social + Language Exchange Meetup 🌍**
We meet weekly at **Thursday — Asian Beer Café**
**Level 3, Melbourne Central**
**211 La Trobe Street, Melbourne VIC 3000**
Follow us on Instagram: [https://instagram.com/Linguas.AU](https://instagram.com/Linguas.AU)
We will be in the area called the Chairmans Lounge. It is roped off.
We ask that you **purchase a drink at the bar** or **pay $3.5**.
***
### 💬 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**
Text Analytics Events Near You
Connect with your local Text Analytics community
Data & Analytics Wednesday - Learning from Everyday Data
**Practical Curiosity: Learning from Everyday Data**
How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice.
Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look.
In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it.
**About Our Speaker:**
[Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet.
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)
Stop Guessing: How to Measure and Improve LLM Outputs
Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on.
That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable.
In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork.
This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it.
We’ll cover:
* Why “it looks good” is not enough
* How to improve prompts by changing the input, context, and constraints
* How to compare LLM outputs more systematically
* Basic evaluation techniques for accuracy, consistency, and usefulness
* How embeddings, cosine similarity, and scoring can help evaluate results
* Where automated evaluation works — and where humans still need to stay in the loop
By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve.
LOGISTICS AND PARKING:
The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks!
The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.
IxDA Chat n Pancakes
You can sleep in on the Sesquicentennial (observed), we’re shifting to the following Friday.
But join the local UX community for a chat and some biscuits to catch up. If you were in CA for Figma Config, tell us all the lines and you can tell me how I can animate an SVG without coding it by hand, and why I’d even want to.
Thanks to the team at Nationwide of supporting the group.
Lessons To Help the Introvert to Extrovert!
Do you feel introverted when you are in a group setting? Are you shy?
Do other people have more fun than you do? There are simple life hacks you can use to improve your connection to others and improve your social life.
Talking is one thing. Truly connecting is altogether another. It's the whole experience of connecting with people and forming relationships.
It includes the joy, understanding, and love formed among people.
* In our meetings, you will learn:
* A simple life hack to increase your liking and tolerance of other people, or even of yourself!
* How to become more interested and enjoy conversations with people.
* How to be comfortable in social settings.
* How to be yourself
* How to become more extroverted and,
* How to make connections with people.
Feeling lonely, isolated, or bored? This local meeting is exactly what you need! Come join us!
Be sure to click on the red "Attend" button below to come to the local event. We look forward to seeing you there.
This group is created by the Dianetics and Scientology life improvement center.
Pop-up Book Club 5: Rabbit, Run by John Updike
Let’s meet and discuss John Updike's Rabbit, Run, the first in his series of four novels following the life, hopes, and disappointments of former local basketball star, Harry "Rabbit" Angstrom, as he fitfully confronts and evades adulthood.
NFT AI ART Columbus
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.























