Using Amazon Elastic MapReduce

Based on the novel Roadside Picnic, it is NO picnic, but rather one of the masterpieces of world cinema. Andrei Tarkovsky's 1979 Soviet sci-fi classic, recounts the expedition of a writer and professor led by a mysterious guide called "The Stalker." to a futuristic wasteland called "The Zone." Dripping with existential dread, it continually presents strange occurrences that will have us debating the meaning of what we've just viewed right through the ending. *Stalker* (1979) can be streamed for free on HBOMax, the Criterion Channel or Kanopy. It's also available for rent on Amazon Prime and AppleTV. The Columbus Library has two copies on disc.

This month we’ll be reading Goddess of the River by Vaishnavi Patel. Feel free to come even if you don’t finish the book!

**This event is 2:30 - 4 pm Sunday.** Conversation tends toward intermediate/advanced, but everybody is welcome. If you come and don't see us right away, keep looking. We could be anywhere in the restaurant. Or out on the patio.

Join us for a free in-person seminar where you will get knowledge and tools to build your confidence. Do you ever: -Feel isolated -Can't express yourself openly -Get nervous or anxious in front of people -Run out of things to say or feel tongue-tied -Feel introverted -Don't feel comfortable in any social setting -Can't make more friends -Are shy and miss opportunities to connect in a meaningful way At this workshop we will cover what you can do about any one, some or all of the above. This seminar is the weapon against loneliness, isolation and boredom, come join us! COME TO THIS SEMINAR AND LEARN THE SECRETS TODAY This seminar is brought to you by the Dianetics & Scientology Life Improvement Center. 1266 Dublin Road, Columbus, Ohio 43215

Dodgeball is back again! If you’ve been wanting to come out, this is an easy one to join. We’ll be playing for about 1.5 to 2 hours, you do not need to bring any equipment, and no experience is needed. We use a specific set of rules and equipment to make the games run better and keep them fun for everybody, not just people who already know how to play. If it rains, the event will be canceled.

\*\*THIS IS NOT AN OFFICIAL CMG EVENT AND WILL NOT BE HOSTED. JUST A COOL EVENT FOR THOSE WHO MAY BE INTERESTED \*\* Join fellow film fans for a CMG Bonus Opportunity: a special 35th anniversary screening of HOOK featuring a Q&A and in-depth storytelling experience with acclaimed screenwriter James V. Hart. The HOOK screening will take place at the Columbus Museum of Art starting at 1pm followed by the Screenwriter Q&A! Cost is just $10 but limited availability to RSVP ASAP if you'd like to attend! Here are details, a trailer and plan for this event! MOVIE DESCRIPTION: This 1991 fantasy-adventure classic follows an adult Peter Pan who has forgotten his childhood. In his new life, he is known as Peter Banning, a successful lawyer who neglects his wife and their two children. When his old archenemy, Captain Hook, kidnaps his children, he returns to Neverland to save them. The film serves as a sequel to J.M. Barrie’s classic novel. It is directed by Steven Spielberg, written by James V. Hart, and stars Robin Williams, Dustin Hoffman, Julia Roberts, Bob Hoskins and Maggie Smith! Keep an eye out for smaller roles from a young Gwyneth Paltrow and musician Phil Collins! The film is not just a beloved classic, it was also nominated for 5 Academy Awards! TRAILER: https://www.youtube.com/watch?v=c-vwgt8cwEM EVENT DESCRIPTION: Enjoy a special 35th Anniversary screening of the beloved classic, HOOK. And to make the event extra special, stay after the screening for a live Q&A with acclaimed screenwriter James V. Hart, the writer behind Hook, Contact, Bram Stoker’s Dracula, and more. This is a unique opportunity to experience a beloved film and hear directly from the writer behind it. Attendees will gain insight into the creative process, storytelling craft, and the journey from script to screen. Cost is just $10….but space is limited! RSVP: This will be an UNHOSTED EVENT. No host will be present. Just a cool opportunity and a fun event for those interested and able to attend! Your RSVP here just let's others know you’re going! Keep an eye out for one another or post your location to link up while you're there! To attend, click the link below and register for tickets (just $10): https://greatercolumbusartscouncil.app.neoncrm.com/nx/portal/neonevents/events?path=%2Fportal%2Fevents%2F47799 Enjoy, Dan

**Join us for an afternoon of community art and craft time!** Whether you are looking to carve out dedicated creative time, wanting to get a lingering project across the finish line, or just looking to chat with fellow local makers—this is the space for you. 🧵 **What to Bring** Bring any art or craft project you are currently working on, as long as it is portable and quiet. Think: * **Yarn & Thread:** Knitting, crochet, embroidery, cross-stitch, hand-sewing, mending. * **Paper & Sketching:** Sketchbooks, adult coloring books, watercolors, bullet journaling. * **Digital:** Tablets, iPad drawing, laptop writing/design. * *Please note: Because we are meeting in a shared public space, no power tools, sewing machines, or high-odor materials (like strong solvents or spray glues), please!* **📍 Where to Find Us** * We will be meeting at **Columbus Metropolitan Library - Hilltop Branch** in **Meeting Room 4**. Room is reserved under **CBUS Maker Meetup.** **⏱️ Timeline** * **1:00 PM:** Arrive, grab a seat, get settled, and do a quick round of introductions so we can see what everyone is working on. * **1:15 PM - 3:00 PM:** Open maker time! Chat, craft, relax, and swap creative ideas. **⚠️ A Note on RSVPs** The RSVP count for this event is strictly limited to 10 spots. If your plans change and you can no longer attend, please update your RSVP to "Not Going" as soon as possible so someone on the waitlist can grab your spot. Please try to give at least 48 hours' notice if you need to cancel, allowing folks on the waitlist time to check their schedule. *** **We can't wait to meet you and see what you're making! All skill levels welcome.**

**Synchronicity: Coincidence or Divine Guidance?** Have you ever experienced a “coincidence” that felt too perfect to ignore? A chance encounter, repeated sign, or unexpected moment that seemed to arrive right on time? Join us at Unity of Columbus as Michelle Harcha explores the mystery of synchronicity and how these meaningful moments may be guiding us toward greater wisdom, purpose, and connection. After Sunday’s message, stay for an interactive workshop where Michelle will share practical tools inspired by Byron Katie and Marilee Adams to help us recognize and align with Divine guidance.

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

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

We're planning a hands-on technical session focused on building AI solutions in ServiceNow - think skills, agents, and real-world use cases. If you’re curious about AI on the platform, RSVP now and stay tuned for more details. Let's build together!

Jimmy V's Grill & Pub in Grandview Heights. You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room. This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us. COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant.

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) 15 for One Class 20 for Both Free Parking & Plenty of Dance Space. Viva Dance Columbus 2809 Festival Lane Dublin OH 43017

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.