Applied Statistics

🔥 ANOTHER OVER 50 HAPPY HOUR at PBR EASTON! 🔥 Wow! Our June get-together was a huge success with over 108 people attending! Thank you to everyone who came out and supported PBR Cowboy Bar by purchasing food and beverages. They’ve been fantastic hosts and have done a great job taking care of our group. We’re thrilled that they enjoyed having us so much that they’ve invited us back for another event in July. Thanks again for making these gatherings such a success, and we look forward to seeing everyone next month! 🤠🎉 Looking to meet new people, enjoy great music, dance, laugh, and have an unforgettable night out? Then grab your friends and join us for one of the most exciting Over 50 social events in Columbus! 📍 PBR Cowboy Bar + Smokehouse – Easton 📅 Thursday, July 23rd ⏰ 6:00 PM – 8:30 PM (and the fun keeps going!) This is NOT your typical quiet happy hour… this is a high-energy, country-meets-nightlife experience designed for fun-loving singles and couples over 50 who still enjoy getting out, socializing, and making memories! ✨ What’s Happening: 🎵 Live Music from 6:30–8:30 PM 🐂 Mechanical Bull Riding starting at 8:30 PM 💃 Line Dancing with Instructor from 9–10 PM 🎧 DJ & Dancing starting at 9 PM 🍹 Drink Specials All Night: $3, $4 & $5 specials! Whether you want to relax with a drink, hit the dance floor, try the mechanical bull, or just meet a great group of people in a fun atmosphere — this event has something for everyone. 👉 IMPORTANT: When you arrive, CHECK IN with the host under: “Doug / Meetup” to receive your wristband. 🚗 FREE Parking available across from the venue and at the Easton West Garage. Come when you can, leave when you want… but don’t be surprised if you stay all night! Let’s make Thursday night FUN again! 🎉

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.

In this local meeting, you will discover knowledge that you can use to get over the past. The key to improving your personal motivation, self-confidence, and happiness is to get over your painful memories. When you become free of your past, you will be free from stress, anger, anxiety and depression. Studies show that negative emotions can affect your health. By being free of negative emotions, believe it or not, you will most likely even look younger, feel more energetic, and become healthier! Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is brought to you by the Dianetics and Scientology life improvement center.

**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)

**HAPPY HOUSE HUNTERS JOIN THE CENTRAL OHIO INVESTOR NETWORK [COIN}** \* Time: 5 pm‎ - ‎8 pm‎ ‎ [Eastern Time] Every Third Tuesday \* Where: Pastimes Pub at Grandview Yard, 775 Yard St., Columbus 43212 \* Description: Join Us for the Ultimate Real Estate Meet and Greet! Flip, Buy and Hold, Long-Term Rentals, Mid-Term Rentals & Short-Term B&B! Are you passionate about real estate investments or curious about the world of long-term rentals, mid-term rentals, or short-term rentals? Look no further because the "Happy House Hunters" and "The Inns and Outs of a B&B" invite you to come together with COIN for exciting monthly Meet and Greet events for all real estate investors! We look forward to seeing you there!

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

It’s been way too long since we’ve had a night out at PBR, so let’s change that! Join us for an evening of great drink specials, live music, line dancing, and, of course, the mechanical bull. 📍 Check-In: 6:00–8:30 PM When you arrive, check in with the host and let them know you’re with Suzie or Foodies Meetup. 🍻 Happy Hour Specials (7:00–9:00 PM) * 🍒 $2 Jello Shots * 🍺 $3 Domestic Cans: Busch Light, Bud Light & Miller Lite * 🍹 $3 Well Cocktails (no doubles, Red Bull, or shots) * 🥃 $4 Select Call Liquor: Deep Eddy Vodka (including flavors), Captain Morgan, Bombay Dry Gin, Dulce Vida Blanco & Jim Beam (no doubles, Red Bull, or shots) * 🔥 $5 Select Shots: White Tea, Green Tea, Fireball, Fireball Apple & Jager Bombs * 🏖️ $5 Surfside Seltzers 🎉 Tonight’s Entertainment 🎸 Live Music: 6:30–8:30 PM 🐂 Mechanical Bull Riding: 8:30 PM–Close (FREE with a valid ID!) 💃 Line Dancing with an Instructor: 9:00–10:00 PM Whether you’re coming to dance, ride the bull, enjoy the music, or simply catch up with friends over a drink, this is the perfect night to join us. We can’t wait to see everyone there!