Text Analytics
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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
Struggling with study or learning? You’re not alone.
**Struggling with study or learning? You’re not alone.**
This meetup suits people at all levels of study skill.
Too many children, teenagers, and adults find studying difficult—not because they lack ability, but because they were never taught **how to learn**.
This meetup introduces the basics of **Study Technology**—a practical, proven approach that shows how learning really works and how to overcome common study barriers. It applies to children, teens (and parents), teachers, and adults alike.
You’ll discover simple, effective methods to improve understanding, confidence, and performance—whether at school, work, or online. Teachers and parents often see rapid improvements in both behaviour and results.
Yes, it *is* possible to improve study performance—in just **five easy steps**.
If you can’t attend in person, online options are available.
**Join us and learn how to study effectively—once and for all.**
See you at the meetup,
**Pam**
When learning clicks, confidence follows.
🧠Power of The Subconscious Mind Seminar
How to take control of your subconscious and harness its power!
🎟️ FREE ADMISSION - [Book Here](https://unlockthepowerofthesubconsciousmindmelbourne.as.me/schedule/175b7acb?ref=fb_integration)
We're looking forward to you joining us for an eye-opening lecture where the speaker will break down complex ideas in a clear and practical way. You'll gain insights into:
✅ The true definition of the subconscious
✅ How it generates unwanted emotions
✅ Its real purpose and function
✅ What determines the pressure it exerts on you
But this isn't just another lecture where you sit and listen passively. It's interactive and engaging - you can ask questions at any time.
FREE FITNESS @ FED SQUARE
http://photos1.meetupstatic.com/photos/event/6/4/e/1/600_434665825.jpeg
http://photos4.meetupstatic.com/photos/event/6/4/f/3/600_434665843.jpeg
FREE Fit Club @ Federation Square
Get Active with a FREE Fun Group Circuit-Base Workout.
Lose Body Fat, Gain Muscle and Have Fun!
Suited for: Any level of fitness
Meet positive & like minded people in a FUN and supportive environment!
Where: Fed Square Amphitheater & River Terrance
When: Tues 6pm-6:45pm
Wed & Fri 7am-7:45am
Optional $5 Recovery Nutrition and social time after the session
Mindset and Nutrition workshop afterwards.
It's FREE, it's FUN, Ask me how!
For more information SMS or call 0450 023 682 Jimmy Adam Hoang to register your spot.
Milkyway in Premium Location - One Solo Photo
Please note that **this event is not open for photographers** (no option to bring Camera/GoPro or tripod). I will be taking photos of people with the Milkyway. Cameras and tripods aren’t allowed due to past accidents that led to damaged cameras/lenses and injuries in the dark. We have done over 200 Milkyway events. Please read the group rules before signing up.
Please follow these two steps to confirm your spot:
Step 1: Please RSVP this event on meetup.
Step 2: Please get your tickets on Trybooking ($20 - Early Bird, $25 - Regular): [https://www.trybooking.com/DNTIE](https://www.trybooking.com/DNTIE)
We will scan Trybooking tickets at the meeting point.
Please note that Trybooking tickets will only be refunded if the event is moved or cancelled. Trybooking Tickets are non-refundable. There is no option to also transfer the ticket to a new date. Payments are managed through Trybooking and not Meetup. You will see an **"Unpaid" status on your RSVP**. The only thing you need is the Trybooking ticket which you will receive by email.
**Meeting Point**: Let's meet in the Corner of Spencer Street and Bourke Street (Station Side - Near the steps) at 6:10 PM and head to one of the **premium locations** (100km away from Melbourne). Driving to the destination is not an option for any of our stargazing events. We should be back in the CBD around 11:30 PM.
**Meeting Point Photo**: [https://bit.ly/2SkyVL2](https://bit.ly/2SkyVL2)
\*\* Please make sure you bring your Myki. Please ensure that it has atleast $5.70 or have myki Zone 1/2 pass. Please ensure that your myki money is added before coming to the meeting point. \*\*
Please carry a warm jacket as temperature is expected to be around 4-5°C. Please carry takeaway dinner as there are no food options at the destination.
**Cost:**
Organizer Fee: $20 - Early Bird, $25 - Regular
Transport: Myki Money: $5.70
If you have Myki Zone 1/2 Pass: $0
Concession: $2.35
Taxi/Uber: $50 (In an unlikely event where Vline services are cancelled )
Photos: All the images will be uploaded to our Facebook Group (Explore Melbourne) - [https://www.facebook.com/groups/exploremelb](https://www.facebook.com/groups/exploremelb) and meetup.
I take one solo photo for everyone with the Milkyway. These events are not aimed at photographers.
Location: For the safety of people attending the event and flexibility to change location at the last minute based on the weather forecast, we will only share the location details with people at the meeting point. For the safety of people attending future events, please do not share the Milkyway location with anyone. Also, please do not tag the location when sharing photos on Social Media.
The Milky Way Galaxy is one of the most interesting naked eye sights in the night sky. We live under light-polluted skies, and to see a glimpse of the Milkyway, we need to travel outside the city. We run Milkyway events near Melbourne (40-50km away) and events in premium locations (over 80-100km from Melbourne CBD). We will mention premium events on the title of the event.
Many Solo and some group photos from previous events: [https://drive.google.com/folderview?id=1F0fE1-s4mkkNIi1oATIVBE3I5riDTRO3](https://drive.google.com/folderview?id=1F0fE1-s4mkkNIi1oATIVBE3I5riDTRO3)
Please follow us on Social Media for photos, videos & updates:
[YouTube](https://www.youtube.com/@explore-melbourne) \| [Facebook Page](https://www.facebook.com/exploremelb) \| [Facebook Group](https://www.facebook.com/groups/exploremelb) \| [Instagram](https://www.instagram.com/xpmelb/) \| [TikTok](https://www.tiktok.com/@exploremelbourne) \| [ExploreMelbourne.AU](https://exploremelbourne.au/)
Explore Melbourne is the largest meetup group in Australia. We have seven simple rules in place to protect our community and for everyone to have a positive experience.
❌ **Not a dating group!** – We’re here to make friends, not find soulmates. No flirty business, please!
📵 **No phone numbers**, please! – Feel free to swap social media if both parties are cool with it, but let’s keep our digits private. Please **don’t add people to WhatsApp or other groups**.
🔞 Our events are only **open to people aged 18 and older**.
📢 Please **do not advertise other events or groups**.
😅 **Don’t be a social octopus!** – Give people space to chat with others. Please don't be clingy.
🚗 We **don't allow carpooling** due to safety incidents/our public liability insurance not covering motor related accidents.
💰 **No sales pitches!** – No selling, no MLMs, no pyramid schemes, no “life-changing mentorship” offers—let’s keep things scam-free.
By joining this event, you’re giving us a virtual pinky promise 🤝 that you’ll follow the rules. Break them, and—poof!—you’re out for good. No second chances, no do-overs. Let’s keep it fun, friendly, and drama-free!
**Liability Waiver:**
The organizer of this group cannot accept any liability for any loss, damage, injury, or accident to participants or their property at this event. By participating in this event, you're taking responsibility for your safety and well-being. By joining this event, you agree to the liability waiver mentioned here: [https://exploremelbourne.au/explore-melbourne-liability-waiver/](https://exploremelbourne.au/explore-melbourne-liability-waiver/)
Book Club at Iddy Biddy
Bookaholics Anonymous - stop scrolling and start reading
Calling all book lovers and enthusiasts to a new monthly pub book club at Iddy Bar in St Kilda at 7.30pm sharp on Monday 4 May.
Hosted by author Annie Lawson, we will chat about our favourite books of all time this month.
What - Bookaholics Anonymous
Where - Iddy Biddy Bar
When - 7.30pm, Monday 13 April
How often - Monthly
Who - Anyone who wants to stop scrolling and start reading
Format - Find out Monday
“DanceTogether”-Ceroc Classes
A mix of dance classes, connections & laughter!
We love offering a diverse range of moves to keep things fresh and exciting, and it’s always amazing to see our dance community connecting on and off the dance floor. It’s all about coming together, learning, and having fun!
Brighton Beach Bowls Club
2B South Rd Brighton
7:00 pm - 9:30 pm
Beginner & Intermediate levels
$25 CASH or PAYID
Learn • Speak • Grow | Master Small Talk (B1–B2)
**Hi everyone,**
Welcome to **With Teacher Lucy**!
This lesson is designed for **B1–B2 English learners** who want to feel more confident speaking English in everyday life.
Together, we'll explore a simple conversation framework that will help you start conversations, keep them going naturally, and finish them with confidence.
I can't wait to meet you, learn about your goals, and help you take the next step in your English journey.
**See you soon!**
Text Analytics Events This Week
Discover what is happening in the next few days
Intro to RAG with Amazon AgentCore
In this hands-on workshop, you'll go from raw embeddings to a fully deployed, production-ready RAG agent on AWS — no prior RAG or AgentCore experience needed.
We'll build a real document Q&A system, stage by stage:
* **Basic RAG from scratch** — embed documents yourself with Amazon Titan Text Embeddings V2, store them in a local FAISS index, retrieve with cosine similarity, and generate answers with Claude.
* **Bedrock Knowledge Bases** — swap the DIY pipeline for a fully managed service that handles chunking, embedding, and indexing (OpenSearch Serverless) from an S3 data source, with hybrid search and metadata filtering. Compare the results against your hand-built version.
* **AgentCore Agent** — wrap your RAG into a Strands agent, containerize it, push to ECR, and deploy to AgentCore Runtime with session isolation, auto-scaling, and streaming.
* **Production hardening** — add AgentCore Memory for conversation continuity, instrument with OpenTelemetry for traces in CloudWatch, run a RAG evaluation suite, and expose your knowledge base as a Gateway MCP tool.
By the end you'll have a deployed, invokable RAG agent on AgentCore Runtime — with memory, full observability, and a real feel for the tradeoffs at every layer, from local FAISS to managed production.
What to bring:
* Laptop with Python 3.11+ (managed via uv) and AWS CLI v2 installed
* An AWS account
Skill level: Intermediate — some Python and basic AWS familiarity helpful. No prior RAG or agent development experience required.
HumanArt Fine-Art Photography Workshop - Boudoir & Nude with Flying Cloth
This is not another portfolio build. The aim is to teach you actual lighting techniques to elevate your photography to award winning levels over an intense 3 hours of creative lighting techniques.
• Half hour group chat about finding your own creative style. How to be an ethical photographer. Growing trust in your brand. (10am to 10.30am)
• 3 hours Fine Art Nude with Strobe and constant RGB Lighting setups
Time: 6pm to 9,30pm (3.5 hours)
Date: Saturday 11, July 2026
Price: $245 per person ( limited spaces up to 8 attendees)
Location: TDA Studio. Factory 4, 200 Chesterville Road, Moorabbin
Enquiries: Instagram via either @ni.ck5374 or @humanart_1
or email to [nick@ncpdesign.com.au](mailto:nick@ncpdesign.com.au)
Things to bring: Your own camera WITH camera card and spare batteries.
Model will be @[sailor__moonika2.0](https://www.instagram.com/ni.ck5374/?hl=en#)
##
2xTalks: Why Logic Apps are Better, and P1 Incident Resolution with AI
We are excited to host Andrew and Bill for our next Melb.NET event where we discuss how to resolve P1 incidents using AI, Context & Data the right way, and why Logic Apps and Azure Functions are awesome for integration workloads.
**Agenda:**
* 5:30pm arrival - Food and drinks provided in-person
* 6pm kickoff - Welcome & Introduction and few words from our Sponsors - 10 min
* 6:10pm - Session 1
* 6.45pm - Session 2
**Session 1:** P1 Incident Resolution with AI, Context & Data by [Andrew Rickard](https://www.linkedin.com/in/andrew-rickard-2600594/)
A real client. A real P1 incident. A production issue that needed answers fast.
This session tells the story of how a critical incident was investigated and resolved using an AI-assisted approach grounded in the right context, relevant system knowledge and raw operational data.
We’ll explore what worked, what mattered, and why AI was useful not because it “knew the answer”, but because it helped connect the dots across logs, system behaviour, client context and engineering judgement.
**Session 2:** Why Azure Logic Apps are Better for Integration Workloads by [Bill Chesnut](https://www.linkedin.com/in/billchesnut/)
Bill's talk will detail how features of Azure Logic Apps make them the best choice for Integration workloads. As we all know, integration workload tends to be the most volatile because we typically control only the source or the destination, not both.
We will look at the Design, Development, Deployment, and Support aspects of Azure Logic Apps and Azure Functions to determine how they fit with integration workload.
**Hosts:**
* [William Liebenberg](https://www.linkedin.com/in/william-liebenberg/) \- Microsoft \.NET MVP \| Consultant at Arinco
* [Bron Thulke](https://www.linkedin.com/in/bronthulke/) \- Microsoft \.NET MVP \| CTO / Co\-Founder at YouLi
* [Bill Chesnut](https://www.linkedin.com/in/billchesnut/) \- Microsoft Azure MVP \| Consultant at SixPivot
**Sponsors:**
We have some amazing sponsors that help make this event possible:
* [Arinco](https://arinco.com.au/) \- Venue\, Food and Drinks
**Location:**
In-Person at Arinco Melbourne.
Level 6 / 440 Collins Street, Melbourne CBD
🗣 Apply to speak now: [https://bit.ly/melb-dotnet-cfp](https://bit.ly/melb-dotnet-cfp)
🌟 Abundance & Self-Trust | 9D Breathwork Experience
**🌟 Abundance & Self\-Trust \| 9D Breathwork Experience**
📅 Saturday 11th July
🕔 09:30 AM
📍 Aintree (Near Rockbank), Victoria 3336
***Stop Doubting Yourself. Start Trusting Your Inner Wisdom.***
Have you ever felt called to something bigger, yet found yourself held back by fear, self-doubt, overthinking, or the feeling that you're somehow "not enough"?
Do you have dreams, goals, and visions for your life but struggle to fully trust yourself to pursue them?
If so, this transformational 9D Breathwork journey has been designed for you.
**💫 Who Is This For?**
This experience is for the visionary, creator, entrepreneur, healer, leader, or dreamer who knows there is more available in life but feels blocked by invisible limitations.
You may resonate if you:
✨ Struggle with self-doubt or imposter syndrome
✨ Feel stuck in scarcity thinking or fear of failure
✨ Constantly second-guess yourself
✨ Have difficulty trusting your intuition
✨ Know you're meant for more but keep playing small
✨ Want to break free from old conditioning and limiting beliefs
✨ Desire greater abundance, confidence, clarity, and purpose
This journey is an invitation to stop standing on the sidelines of your own life and step fully into your power.
***
**🌿 What Is Abundance & Self-Trust?**
Abundance & Self-Trust is a powerful 72-minute 9D Breathwork journey designed to help you shift your internal frequency from fear and limitation into confidence, clarity, self-belief, and possibility.
Through a unique combination of breathwork, hypnotic coaching, 432Hz healing frequencies, binaural beats, and immersive 9D sound technology, you'll be guided beyond the analytical mind and into the subconscious patterns that have been shaping your reality.
This isn't about positive thinking.
It's about creating a deep somatic shift where your body begins to believe what your mind has always hoped was possible.
***
**🔥 During This Journey You Will:**
💛 Release fear, hesitation, and emotional blocks
💛 Let go of "I'm not enough" stories
💛 Reconnect with your intuition and inner guidance
💛 Build unshakeable self-trust
💛 Open yourself to abundance and possibility
💛 Strengthen confidence and personal power
💛 Gain clarity on your next chapter
💛 Experience deep emotional liberation and renewal
***
**🚀 Journey Highlights**
**The Grounding**
Gentle breathing practices calm the nervous system and create a foundation of safety and trust.
**The Subconscious Softening**
A powerful hypnotic and breathwork phase designed to dissolve resistance and loosen deeply rooted limiting beliefs.
**The Breakthrough**
A transformative breath-hold and cathartic release designed to shatter self-doubt and emotional barriers.
**The Abundance Anchor**
A profound integration phase where feelings of prosperity, confidence, worthiness, and limitless potential are anchored into the body.
**The New Chapter**
Grounded coaching and integration practices to help you embody your highest self moving forward.
***
**🌟 Common Benefits Reported**
✔ Greater confidence and self-belief
✔ Increased trust in intuition and decision-making
✔ Reduced fear and overthinking
✔ Emotional freedom and inner peace
✔ More clarity around goals and purpose
✔ A stronger sense of abundance and possibility
✔ Feeling lighter, energised, and empowered
***
**🎧 What Makes 9D Breathwork Unique?**
This immersive experience combines:
✨ Dynamic Breathwork
✨ 432Hz Healing Frequencies
✨ Binaural Beats
✨ Hypnotic Coaching
✨ Guided Visualisation
✨ Somatic Release Techniques
✨ Powerful Subliminal Reprogramming
The result is a deeply transformational experience that works with both mind and body.
***
**🧘 What To Bring**
• Yoga mat
• Pillow and blanket
• Water bottle
• Comfortable clothing
• Eye mask (optional)
• Journal (optional)
• An open heart and mind
Click the link below to reserve your spot:
**[https://buy.stripe.com/eVq4gza5BfeZ03z9ufgA80K](https://buy.stripe.com/eVq4gza5BfeZ03z9ufgA80K)**
No prior breathwork experience is necessary.
***
**⚠️ Health Disclaimer**
This experience may not be suitable for individuals who are pregnant, have epilepsy, severe cardiovascular conditions, recent surgery, severe respiratory conditions, or serious mental health concerns. Please contact the organiser before booking if unsure.
***
Golang July @ Stile Education
Hi Gophers! We're at Stile Education this July. Join us to explore the essential infrastructure of modern AI, featuring David Leadbeater on securing AI agents through advanced sandboxing techniques and Sahil Devkota on building accurate, real-world applications using Retrieval-Augmented Generation (RAG).
*
**Agenda**
**5.45pm — Food & Networking**
**6:30pm — Intro**
**6:45pm — Talks**
**8.00pm — Wrap up then head out for kick ons**
*
**Talks**
🎤 **David Leadbeater**
**Sandboxing in the age of AI**
Sandboxing is more important than ever, with AI agents running code everywhere. This talk will look at options from VMs to "self isolation" such as with Landlock (using go-landlock).
🎤 **Sahil Devkota**
**Why to use RAG?**
In this talk, I'll break down how RAG works, why is it really important in real-world and it's popular architectural pattern. We'll look at the core components of a RAG pipeline, discuss it's implementation approach, and cover some of the key things to think about when building an AI applications with RAG.
We'll also briefly explore the fundamentals of Agentic RAG, how it extends traditional RAG by allowing AI systems to reason, plan and make decisions about what information to retrieve and when. While this won't be a deep dive into Agentic RAG, you'll gain a practical understanding of the concepts and how they fit into the evolving AI landscape.
Whether you're working with AI or building application that need accurate responses, you'll leave with a practical understanding of when RAG make sense - and when it doesn't.
\*
**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)
One Day Up... The Next Day Down. Meetup Free Meetup Talk!
One day up... the next day down.
When you suddenly start making mistakes, it is caused by something.
When you feel happy and, for no apparent reason, suddenly start feeling down, somebody made this happen.
If you have experienced a roller coaster of emotions or ups and downs in your life, someone around you could be suppressing you- squashing you or trying to make you smaller.
There are specific types of personality- those who wish people well and those who are ill-intentioned. Today's free meetup class is about how to handle the causes behind your misfortunes.
With the right knowledge applied you can change your life for the better, make those ups and downs a thing of the past and aspire to your highest goals.
Know Yourself, Know Life.
Tanja and Michel
Can't make it to our meetup? SMS 0412 812 611 or watch the free to air TV programs at www.scientology.TV . Scientology network TV now broadcasts 24/7 and you are invited.
Find Your Personality Match - Make Friends (Age group: 25-45))
🌟 **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/1992299273759?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.
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)
AWS Columbus User Group - Topic to be announced
Topic to be announced.
**CALL FOR SPEAKERS**
Learn more: 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/
**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
Columbus Build an AI Content Brand
🚀 **Go Viral with AI – Faceless Content on Autopilot**
Launch a content brand that grows on autopilot using AI-generated media.
⚠️ Complete registration to confirm your seat. RSVP is not enough.
### [🔗 SAVE YOUR SEAT](https://aiventurelab.org/product/AiInfluencer?city=Columbus&groupurlname=the-book-lovers-journey-discussion-group&startgmtdatetime=2026-07-07T22:00:00Z)
---
What you'll create:
- A monetisation path from day one
- AI tools to generate, edit, and post content automatically
- A faceless brand that runs without your time
*Your brand. Your rules. No face needed.* 🚀
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.
Columbus Polymarket Profit Strategy
📈 **Win on Prediction Markets – Polymarket Masterclass**
Learn to read and win prediction markets consistently. Data-driven and repeatable.
⚠️ Register below to confirm — RSVP is not your ticket in.
### [🔗 REGISTER NOW](https://aiventurelab.org/product/Polymarket?city=Columbus&groupurlname=the-book-lovers-journey-discussion-group&startgmtdatetime=2026-07-07T22:00:00Z)
---
What you'll learn:
- Risk management techniques for prediction markets
- The edge that separates profitable traders from the rest
- How to read market signals others miss
*The forecasters who win have a system. Get yours.* 🎯
Columbus Write Publish Earn with AI
✍️ **Launch Your AI Ebook Business – Workshop**
Use AI to write and publish ebooks that sell while you sleep.
⚠️ Register below to confirm your place — RSVP is not your ticket in.
### [🔗 CLAIM YOUR PLACE](https://aiventurelab.org/product/AIEbookBusiness?city=Columbus&groupurlname=the-book-lovers-journey-discussion-group&startgmtdatetime=2026-07-07T22:00:00Z)
---
What's covered:
- Write full ebooks with AI in hours, not weeks
- Format and list ebooks so they actually sell
- Build a publishing pipeline that runs on autopilot
*AI writes. You earn.* 💰

























