Information Retrieval
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Frequently Asked Questions
Yes! Check out information retrieval events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the information retrieval events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find information retrieval events near your location here. Connect with your local community and discover events within your area.
Information Retrieval Events Today
Join in-person Information Retrieval events happening right now
Toronto's Hottest Networking Event For Young Professionals
***Tickets must be purchase in advance!***
[https://www.eventbrite.ca/e/torontos-hottest-networking-event-for-young-professionals-tickets-1992361916124?aff=oddtdtcreator](https://www.eventbrite.ca/e/torontos-hottest-networking-event-for-young-professionals-tickets-1992361916124?aff=oddtdtcreator)
***Background***
Stellar Socials by Limitless presents **Toronto’s Hottest Networking Event for Young Professionals**—the ultimate fusion of style, energy, and opportunity. Our mission is to empower emerging leaders by facilitating genuine connections in an engaging, relaxed atmosphere. We’re committed to helping you expand your business, uncover new career paths, and build lasting relationships with peers who share your ambition.
🚀 **Step into Toronto’s Premier Young Professionals Networking Scene!** 🌟Join us for an inspiring evening designed exclusively for Toronto’s up‑and‑coming talent. Whether you’re a corporate rising star, a startup founder, or a creative professional, this event delivers career-boosting conversations, collaboration opportunities, and insider insights into Toronto’s most dynamic industries.
* **Elevate Your Career:** Swap ideas with industry trailblazers and hiring managers
* **Grow Your Startup:** Pitch your vision to potential collaborators and investors
* **Discover Trends:** Gain actionable insights on Toronto’s evolving business landscape
* **Build Community:** Connect with fellow young professionals who can become your next mentor, partner, or peer
### *Demographic:*
Stellar Socials events are exclusively for individuals of legal drinking age, as they are held at venues that include a bar. The typical age range of attendees is **24-36**, with most participants having established professional careers. Here are some of the individuals you may meet at one of our events:
* **Professionals:** Seeking to expand their network in a pleasant environment
* **Job Seekers:** Currently employed or in search of new opportunities
* **Recent Grads:** Diploma, Bachelor’s, Master’s, or Doctorate graduates
* **CEOs/Entrepreneurs:** Enterprising business owners and startup founders
* **Students:** University or college attendees looking to build their network
* **Investors:** Seeking promising ventures to support
* **Project Managers:** Looking for collaborative partners or joint projects
* **Startups:** Seeking investors and employees to grow capital or talent
* **Media Professionals:** Journalists, bloggers, social media influencers
***Stellar Socials Experience:***
At **Stellar Socials by Limitless**, we specialize in creating exceptional networking experiences that bring together professionals, entrepreneurs, and industry leaders. Our mission is to inspire collaboration, innovation, and growth by facilitating meaningful connections through curated events that resonate with our diverse audience.
This relaxed social gathering encourages organic conversations, allowing attendees to connect without pressure. Whether you're attending solo or with friends, come prepared to meet new people and explore exciting opportunities. With a focus on building valuable relationships, you'll leave with new contacts, fresh insights, and potential collaborations.
**Join Our Community:**
* **Instagram**: [@stellarsocialsbylimitless](http://%5Bhttps//www.instagram.com/stellarsocialsbylimitless/%5D(https://www.instagram.com/stellarsocialsbylimitless/) "\[https://www.instagram.com/stellarsocialsbylimitless/\](https://www.instagram.com/stellarsocialsbylimitless/)")
* **Facebook**: [Stellar Socials by Limitless](http://%5Bhttps//www.facebook.com/people/Stellar-Socials-By-Limitless/61567104153339/%5D(https://www.facebook.com/people/Stellar-Socials-By-Limitless/61567104153339/) "\[https://www.facebook.com/people/Stellar-Socials-By-Limitless/61567104153339/\](https://www.facebook.com/people/Stellar-Socials-By-Limitless/61567104153339/)")
* **TikTok**: [@stellar.socials](http://%5Bhttps//www.tiktok.com/@stellar.socials?_t=8rruhvs9xN2&_r=1%5D(https://www.tiktok.com/@stellar.socials?_t=8rruhvs9xN2&_r=1) "\[https://www.tiktok.com/@stellar.socials?_t=8rruhvs9xN2&_r=1\](https://www.tiktok.com/@stellar.socials?_t=8rruhvs9xN2&_r=1)")
**Notice of Photography**: Please note that photos and videos will be taken during the event for promotional purposes. By attending, you consent to being photographed and/or filmed. If you prefer not to appear in media, kindly notify one of the event organizers.
Summerlicious at Canoe - A Michelin Guide Restaurant (Union Station)
**On Friday, July 3rd, join us for Summerlicious at Canoe, A Michelin Guide Restaurant, with unmatched city views from its position on the 54th floor of the TD Bank Tower, and service as efficient as you’d expect from such a well-oiled machine.** With over 30 years of culinary history, Canoe continues to challenge creative boundaries in the spirit of celebrating Canada and its distinct provinces. Connecting people to place through contemporary Canadian cuisine, Canoe crafts inspired dishes reflective of our country’s diverse landscape. Our chefs work closely with farmers and suppliers to source the finest ingredients from across the nation. I hope you will join me.
**MENU**
APPETIZER (choice)
Scallop tartare - pickled apple, hazelnuts, brown butter (G)
Smoked tomato soup - sundried tomato, olive oil, basil (V / G)
Pork terrine - grilled bread, pickles, mustard
ENTREE (choice)
Roast strip loin - braised short rib, pomme purée, heirloom carrots
(G)
Ramp risone - aged balsamic, Parmigiano-Reggiano, puffed grains
(V)
Chicken supreme - braised lettuce, celeriac, thyme jus (G)
Atlantic salmon - tomato, pickled mushrooms, fennel (G)
DESSERT (choice, all V)
Duo of ontario cheese - compote, fig + walnut crisps
Blueberry chômeur - lemon, buttermilk anglaise
Chocolate tart - coffee ganache, caramel
**COST**
Summerlicious Dinner: $75 + tax + gratuity
Organizer Meetup fee: $5
Canoe Cancellation fee: $35
**SIGNING-UP**
* RSVP Yes. Everyone goes on the waitlist until they have reserved their seat.
* To reserve your seat at the table, an etransfer of $40 ($35 Canoe Cancellation Fee and $5 meetup fee) is required. Attendees will be etransferred back $35 the day after the event. There are no refunds for any reason.
* Once you are on the waitlist, I will message you my email for the etransfer.
* Once the transfer is complete, I will move you to attending.
* A reminder will be sent the night before with my cell and all meetup details. Make sure you set up your communication settings to receive.
RSVPs close Monday June 29th. Cancellations will result in a No Show and impact future attendance.
**MEETUP TIME**
**Meet me at: 7pm on the 54th Floor of TD Tower at 66 Wellington St. W., by the hostess desk.** Please wait for me to arrive, and do not sit on your own prior, so we can get the table requested.
Length: 3 hours 15 mins
Enjoy and please post your Comments in the event after.
THURSDAY (Free event) The Challenges of Modern Dating (July 2nd)
Hello everyone,
(Free Online Event)
Join us for an open and thought-provoking conversation exploring the challenges of modern dating in today's fast-changing world. Together we'll discuss topics such as online dating, communication, expectations, loneliness, emotional health, building meaningful relationships, and the qualities that help create lasting connections, all within a respectful, welcoming environment that encourages honest conversation, personal growth, and practical insights.
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Arrival Time:
Please join us between 8:00 pm and 8:10 pm (if you can)
The conversation begins right away :)
***
Camera's On Please :)
Hosted by Steve Flemming
**Zoom link:**
https://us04web.zoom.us/j/495043928
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**Bonus:**
**Stick around after the event for Steve Flemming Presents: Songs and Stories that Stir the Soul**
https://www.meetup.com/soulcity/events/315427766/
Ultimate Frisbee Pickup Game! (Weekly)
REBOOT - Exercise! Fun! Food! Drinks! This meetup has it all!
This ultimate frisbee meetup is a great way to make friends and get great exercise at the same time! What is ultimate frisbee? It's like soccer with a frisbee but with end zones like football. Come out and learn the ropes and have a good time. All skill levels welcome.
And after frisbee is food and drinks! This meetup runs every week from May through September.
This event is co-hosted with the group 30MidtownSingles.
https://www.meetup.com/30smidtownsingles/events/
A 1 time per season charge of $2 is collected for equipment costs (Cones & Pinneys).
Schedule:
6:30-7:15 Practice
7:15-8:30 Games
9:00 Food and Drinks at a nearby pub! (TBD)
🍔🍦 DANFORTH BURGER & ICE CREAM WALK! 🍦🍔
🍔🍦 DANFORTH BURGER & ICE CREAM WALK! 🍦🍔
A Summer Evening Stroll, One of Toronto's Most Underrated Burgers & Giant Ice Cream Scoops
Sometimes the best events are the simplest ones.
Join us for a relaxed summer evening walk along the Danforth as we make our way from Main Street Station to Broadview Station,
enjoying one of Toronto's most vibrant neighbourhoods along the way.
This isn't about rushing from place to place. It's about getting outside, enjoying the evening, meeting new people, and sharing a couple of local favourites that many Torontonians still haven't discovered.
Our first stop will be Square Boy, a true Danforth institution that serves some of the most underrated burgers in Toronto. No fancy gimmicks. No social media hype. Just great burgers that locals have loved for decades. 🍔 They are soo goo that they ONLY TAKE CASH!
After we've eaten, we'll walk across the street to Kawartha Dairy for dessert. If you've never been before, prepare yourself.
The scoops are legendary.
Seriously.
Most first-time visitors cannot believe how much ice cream they give you. 🍦😄
Afterward, we'll continue our walk west along the Danforth toward Broadview Station, enjoying the neighbourhood, conversation, and hopefully a beautiful summer evening.
📲 **Join Our WhatsApp Group:**[ Click here to join](https://chat.whatsapp.com/DRFTkxRlHS4B3IL1lMleUd)
\*\*\*
🚶♂️ What We'll Do
We'll begin at Main Street Station and start our walk along the Danforth.
Along the way we'll:
🍔 Stop at Square Boy for burgers and fries
🍦 Visit Kawartha Dairy for ice cream
🚶 Continue walking west through the Danforth
😊 Enjoy good conversation and meet new people
🚇 Finish near Broadview Station
You are welcome to leave at any time.
\*\*\*
☀️ Weather & Expectations
This event will happen in most summer weather conditions.
If there is severe weather, heavy thunderstorms, or conditions that would make the walk unsafe, the event may be cancelled.
Please dress appropriately for the weather and bring water if it's a hot evening.
This is a social walk, not a historical tour.
\*\*\*
🧢 Meetup Details
📍 Meetup Location: Outside Main Street Subway Station
🫎 I'll be wearing my Moose Hat
⏰ Meetup Time: 6:30 PM
I will only wait 5 minutes.
Early is on time.
On time is late.
We will leave promptly and won't be able to spend time tracking people down.
🏁 End Point: Broadview Subway Station
\*\*\*
🎟️ Meetup Fee: $5 cash in person or e-transfer to
📧 \*\*[mathewmaclean@hotmail.com**](http://mathewmaclean@hotmail.com%2A%2A/)
This fee helps support the group and allows us to continue organizing events like this. Thank you for supporting community! 💖
\*\*\*
🎒 What to Bring
💧 Water
👟 Comfortable walking shoes
💳 Money for food and ice cream
😄 A good appetite
\*\*\*
🌈 Who Is This For?
This group is open to anyone who wants to be social and make friends — whether single or not.
We also host:
🎬 Movies
🚶 Walks & hikes
🎭 Arts & culture outings
🍽️ Restaurant gatherings
There's always something happening.
\*\*\*
REMEMBER: You're welcome to just show up on the day if you're unsure about your schedule.
And as always, sometimes plans change and events may need to be cancelled — please keep an eye on updates.
\*\*\*
👤 Organizer: Mathew
Questions? Post on the event wall or email
📧 [torontomoviesandoutings@hotmail.com](mailto:torontomoviesandoutings@hotmail.com)
Come for the burger.
Stay for the giant ice cream.
Leave wondering how anyone finishes those scoops. 🍔🍦✨
Information Retrieval Events This Week
Discover what is happening in the next few days
Coffee and (vibe)code
A meetup for talking about the frontier of ai, or just vibe coding if you’re into that. Also industry gossip, hiring trends, effective altruism + predictions for the future
80s/90s Retro GUILTY Pleasures Video Dance w/ Elton John vs Billy Joel Spotlight
\- Living On Video & DJ Lazarus presents \-
Sat July 4 - 80s & 90s Retro 'GUILTY' Pleasures Video Dance Party w/ Elton John vs Billy Joel Spotlight - 4am Last Call
ADVANCED TICKETS ONLY $10: https://GUILTYjuly4.eventbrite.ca
'GUILTY' brings the 80s & 90s back to life with the BIGGEST HITS and ONE HIT WONDERS of the time.
\-\-\-\-\-
You'll have a blast dancing with hundreds of people as 'GUILTY' has become one of the busiest retro events in Toronto.
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'GUILTY' has 9 giant video screens playing the music videos you remember from Much Music and MTV.
\-\-\-\-\-
DJ Lazarus and 'Be Kind Rewind' spin a fun mix of big retro hits to keep you on the dance floor.
Saturday July 4, 2026
Retro 'GUILTY' Pleasures Video Dance Party w/ Elton John vs Billy Joel Spotlight - 4am Last Call
BIGGEST HITS and ONE HIT WONDERS of the 80's & 90's
Ground Control - 1279 Queen St West - Toronto
Lounge 9pm - Mainroom 10pm - 19+ Event
$10 Advanced Tix: https://GUILTYjuly4.eventbrite.ca
$15 at the door
INVITE: www.facebook.com/events/1263202235620510/
(please INVITE and SHARE with your friends)
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GUILTY is an unabashed night of HUGE RETRO HITS and ONE HIT WONDERS of the 80's & 90's.
\-\-\-\-\-
Hear and see popular artists like Madonna, Prince, Wham!, Culture Club, Cher, Spice Girls, Michael Jackson, Ace of Base, Van Halen, Huey Lewis, Britney Spears, Milli Vanilli, Cyndi Lauper, Backstreet Boys, and Pat Benetar, TLC, to one hit wonders such as Boys Don’t Cry, Phil Collins, Baltimora, Taco, Rick Astley, Aqua, Tiffany, and more.
Facebook: http://facebook.com/groundcontroltoronto
Facebook: http://facebook.com/djlazarusrocks
Instagram: http://instagram.com/djlazarusrocks
Group: http://www.facebook.com/groups/panicretroparty
BARKER LAKE CANOE TRIP
**THIS EVENT IS HOSTED BY JAMES.**
**TO REGISTER GO TO: [Ontario Backcountry Camping | Meetup](https://www.meetup.com/ontariobackcountry/?eventOrigin=your_groups)**
**\*\*\* UPDATE: This trip has been pushed back by a day - now starting Saturday and ending Monday due to the heat this week. Stay for one night or two, up to you. \*\*\***
This is a canoe camping trip to Barker Lake. We will be staying on crown land so camping is free.
Barker Lake is about 3.5 hours from Toronto, north of Bon Echo Provincial Park. There are two easy portages along the way, Ashby Lake to King Lake (100m) and King Lake to Barker Lake (75m), both dry and well maintained with some rocks along the path. The parking and put-in is Ashby Lake boat launch, we will meet there at 12pm.
The plan is to camp on King or Barker Lake. We can do a day trip into Barker if we decide to camp on King. If you like to fish, and you're not having any luck, it's easy enough to portage from one lake to another to try somewhere else.
Ashby Lake is mostly shielded from the wind, has a few cottages and light boat traffic, but mostly wild shoreline along the canoe route. The paddle distance across Ashby Lake is about 4km to the first portage. For fishing, Ashby Lake has lake trout, northern pike, pumpkinseed, smallmouth bass, white sucker, and yellow perch.
King Lake is a small lake with crown land along most of the shoreline. There are some campsites, and we can camp here if we find a nice site. It's a 1km paddle across King to the next portage. King Lake has rainbow trout and yellow perch.
After the second portage is Barker Lake. There are a few campsites here; one is a nice island site which could be a good spot to camp, and most of the shoreline is crown land. Expect another 2km paddle if we camp here for a total trip distance of 7-8km including portages. Barker Lake has lake trout, pumpkinseed, white sucker, and yellow perch.
Have a way to get here and a canoe or kayak, paddle board, paddle partner with a canoe, something of that sort.
You are responsible for yourself and your own safety.
**LOCATION: Ashby Lake**
**784 Ashby Lake Rd · McArthurs Mills, ON**
🇨🇦Japanese and English Language Exchange (Page for everyone)
~English description below~
イベント参加費として、日本人の方(日本で生まれ育ち、現在英語を勉強している方)は2、日本人以外の方(日本語を勉強している方)は5頂いております。
皆さんから頂いたお金は、こちらのサイトの維持費や将来のランゲージエクスチェンジ施設利用料やソーシャルイベント等のために使われます。ご理解の程、よろしくお願いいたします。
予約受付開始:土曜日5:00PM
予約取消締切:土曜日14:00PM(当日)
予約受付締切:土曜日15:00PM(当日)
スケジュール
5.15 PM - 5:30PM - チェックイン、グループ分け
5:30 PM - 6:15PM - 日本語の時間[または英語の時間]
6:15PM - 7:00 PM - 英語の時間[または日本語の時間]
【イベント内容】
Language Exchangeへようこそ!このグループでは、皆さんのレベルに応じて、3〜4名のグループにわかれ、同じ席になった人たちで各45分間、それぞれ英語と日本語でフリートークを行なっていただきます。決まったディスカッショントピックなどはございませんので、気軽に質問をしながらそれぞれのセッションを楽しんでいただければと思います。
開催場所:Atrium フードコート
TJEXのサインボードを持ったオーガナイザーにお声がけください。(もしサインがなかったり、わからなければメッセージをお願いします!)
予約規約(⚠️重要)
・当日の不参加、もしくは15分以上の遅刻、また予約取消締切後の変更は原則不参加(No-Show)とみなします。不参加(No-show)が3回になりますと会員登録が抹消され、退会となりますのでご注意ください。
・イベントに遅れそうな場合は必ずオーガナイザーまでメッセージをお願いします。イベント開始時間にいるメンバーでグループを組み直すこともあるので、連絡なしで到着された場合はイベントに参加できない可能性もあります。原則、30分以上遅れての参加はご遠慮いただいております。あらかじめご了承ください。
キャンセル待ち
・満席の場合、”キャンセル待ち”リスト(waiting-list)にご登録いただくことが可能です。“参加予定”リスト(going-list)中に空席が発生した場合は、”キャンセル待ち”への登録が早かった方を優先に、オーガナイザーが”参加予定”へ移動しますので、当日の参加状況の変更がないかご自身でご確認ください。
※ご注意※
・空席ができた際は、自動的に”キャンセル待ち”より”参加予定”へ変更されます。この時にMeetupよりお知らせがあるかはわかりません。
・システムにより自動的に”参加予定”とされ、それに気づかずに参加しなかった場合でも、不参加とみなされますのでご了承ください。
Instagramアカウント @tjex.ca
最新情報やミートアップの様子を掲載しています。
ぜひこちらもフォローお願いします!
***Although our group is a non-profit organization, we collect $ 5 per English Speaker for every event. All the proceeds are used to run this website and for social events***
*Canadian English speakers must be Native or Fluent in English in order to participate*
RSVP:
RSVP open: 5:00 PM
RSVP cancel deadline: Saturday, 2:00 PM (day of the event)
RSVP close: Saturday, 3:00 PM (day of the event)
Day of Event:
5:15 PM - 5:30 PM - Check-in and Group placement
5:30 PM - 6:15 PM - Japanese conversation
6:15 PM - 7:00 PM - English conversation
Event Description:
This is an in-person language exchange! Members are placed into groups of three or four based on their language level. Each 45 minute session consists of friendly casual conversation, and/or informal study.
Optional Dinner :
After the Language event, we usually go for Dinner. Dinner is optional, you may or may not join the Dinner, it depends on you.
However, Dinner is only for Participants that joined on the day of the event.
Event Location:
Atrium Food Court
The food court is directly connected to the Dundas subway station. Leave the subway station and walk west along Dundas Street.
At the intersection of Bay Street and Dundas Street, you will find an entrance. Proceed down the escalator.
The food court is on the basement floor. Please talk to the organizer with the signboard showing TJEX. (If you can’t find them, please send a message to the organizer.)
⚠️RSVP & Late Policy:
If you are unable to join on the day of the event, please change your status from 'going-list' to 'not going-list'. Failure to Not show up will result in 1 No -Show. Also, in case of arriving 15 mins late to the event will result in 1 No-Show.
Members are removed from the group after 3 No-Shows.
Waiting List:
Members can join the waiting-list even if an event is full. When a spot becomes available, we will move you to the going-list.
Going List:
Only Members on the going-list can participate on the day of the event.
Group Instagram -
@tjex.ca
Feel free to follow us!
Beach Volleyball All level Learn and Play
Join our WhatsApp group
[https://chat.whatsapp.com/F7838OJWfkiAlMEyNffVfZ](https://chat.whatsapp.com/F7838OJWfkiAlMEyNffVfZ)
Welcome to beach volleyball All Level Learn and Play Event in Spanish Banks. If you never play before but want to, no worry, you can learn basic skills over here. All the equipment is prepared. This event is for come to meet new friends, improve your volleyball skill and build your team. **Only 20 spots**
* People will **learn basic skills and rules from** **Our Host Yana** in the first hour.
* In the next hour, we will be divided into the different teams to play on the court.
* People who purchase the summer pass will be put into the same team, play with your same team players and build your team.
**Drop In $10.**
**Flash Sale 2026 All summer Pass $69**
May 17 2026 - Sep 6 2026 Sunday (No Events in Holiday or Raining)
[https://www.extremelyshy.com/toronto&RAP1VF](https://www.extremelyshy.com/toronto&RAP1VF)
**Book online only**, **you will receive details and contact information in your confirmation email**. Show your QR code to our host Yana to verify.
Legal Stuff - Liabilities, Obligations, and Responsibilities
* We are a group composed of volunteers. We are NOT a professional organization or pro trail guides and/or pro event organizers. However, as a group of friends and acquaintances, we will look out for each other.
* The organizer and any/all assistant organizers and other attendees are in no way responsible and liable for your personal safety and health state, before, during, and at any time after this event. By RSVPing "Yes", for this event,
* You acknowledge that you fully understand and accept the aforementioned conditions and following event attendance conditions and, you are solely responsible for your health, safety, and well-being before, during, and at any time after the event as stated previously. All attendees shall forever hold harmless the organizers and other attendees and unconditionally waive any liabilities resulting from attending and/or participating in this event
Mix, Mingle and Canada vs Morocco (Round of 16) (World Cup 2026)
Good day everyone,
Please join us for a great day as we mix, mingle and enjoy **Canada vs Morocco in the World Cup, Round of 16!**
\*Joined by my other social groups too; so we can anticipate a fabulous turn out with lots of friendly peers to enjoy dinner and the game
**\*Meet us inside Smoke Show between 12:30 pm and 1:30 pm**
\* The match starts at 1:00 pm
(Event Details Below)
Sincerely,
Steve Flemming
(Organizer/Host )
Event Details:
**Mix, Mingle and Canada vs Morocco**
**(Round of 16) (World Cup 2026)**
-A fun, interactive, event with friends, food and the Canadian Men's World Cup Soccer match
(Lots of Big Screen TV's to catch the game)
-Pool Table, and food specials too
-Plenty of parking all around the venue
**Friendly Reminders:**
-Arrive any time between 12:30 pm and 1:30 pm inside the restaurant (ask or look for Steve/Organizer when you arrive)
(1 minute walk from the new Eglinton station at Mt. Pleasant-or simply take bus or uber from the station)
-Plenty of parking all around the venue and very close to Mt. Pleasant Station
**Event Fee:**
5 dollars (cash only) when you arrive (HST is included)
or e transfer in advance to [Steveflemming11@gmail.com](http://Steveflemming11@gmail.com/)
(One Beverage or Appetizer Minimum please to support the staff and restaurant)
\*Plan to join us for dinner and the game!
Information Retrieval Events Near You
Connect with your local Information Retrieval community
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.
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)
CBusData - Highlights and Hidden Gems in SQL Server 2025
Highlights and Hidden Gems in SQL Server 2025
With so much emphasis on cloud data platforms and AI these days, SQL people can feel left behind by all the marketing hype. SQL Server 2025 was officially released in November of 2025, though, and contains a ton of improvements that will make our SQL Server deployments a bit faster, better, and more secure. There are even more improvements tucked into the release that never made a marketing blog or press release that you'll likely be learning about for the first time in this session!
Join this session to learn about what makes your high availability a little more available, your performance a bit more performant, and your database more developer and app-friendly. Come spend an hour with SQL people talking SQL Server 2025 – the good, the "not quite ready for prime time", and the hidden awesomeness.
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.
ServiceNow AI Deep Dive: Hands-On Learning Session
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!
Cocoaheads
We have moved to guild.host. Look us up there.
https://guild.host/events/buckeye-cocoaheads-rcavwd
Melancholia
Be prepared for an entirely different type of sci-fi movie!
Unofficially, the second movie in director Lars von Trier's "Depression Trilogy," 2011 Melancholia depicts the events that occur before a rogue planet is about to collide with the earth. Considered by many to be a masterpiece, the film was included in BFI's 2022 Sight and Sound Poll of the greatest movies of all time.
It is available at the library as well as on Kanopy.





















