Information Retrieval

～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!

Don't be disappointed if you don't see a bunch of people attending. I advertise this on multiple platforms and the class usually sells out. \*\*If you don't use Paypal, email me at ralph@socap.ca and we'll figure it out. You can pay be etransfer or with a credit card/cash at the venue.\*\* Improv comedy uses several techniques to create laughter. These include, creating an atmosphere free of judgement, saying 'yes', active listening, being positive, putting your focus on others, and the importance of play and laughter. Not coincidentally, these are the same things that happen to us naturally when we are bonding with another person. In this class, we'll explore these techniques not with the goal of being funny, but with the goal of being people that other people want to be around. The teacher, Ralph MacLeod, is a co-founder of two independent improv clubs in Toronto - Bad Dog Theatre and Social Capital Theatre. He's been teaching improv for over 30 years. He also teaches these same techniques to several organizations including UofT, Google, Kraft, Shopify and many, many more. Please feel free to ask any questions you may have! FAQs and Good To Know.... After every event, a group from this class sit down and have a drink together so be prepared to stay if you want! Of course, you don't HAVE to. You also don't have to be single or bring a friend. The vibe of this class is much more 'making new friends' than a 'singles' mixer'. We usually run to 8:15 so pay for extra parking!

We will be taking a walk south along Broadview Avenue to learn about several historic buildings including the old Don Jail, one of Toronto's oldest homes, and buildings in little Chinatown. We will be discussing the architecture and unique history of these properties. Then we will go to the "Riverside Eats and Beats Festival" featuring free food, music, and a huge block party. This free event is highly recommended.

⚠️ **IMPORTANT: You must sign up and buy a ticket here to attend:** [https://groupvibe.com/](https://groupvibe.com/) **Join the Toronto Dinner Club and make new friends!** Each meetup brings together 4–6 people for casual conversations over dinner. We use the Groupvibe platform to facilitate the meetup and ensure everyone’s a good fit. **To attend, you’ll need to complete registration via this link:** [https://groupvibe.com/](https://groupvibe.com/) We’ll share the exact location of the upcoming meetup the night before only if you have bought a ticket or membership plan. **Why this works:** \* Smaller groups make real conversations easier. \* Discover new restaurants in your city, together. \* Curated dinner venues with good food and vibe. \* If you hit it off with your group, there’s plenty of time to hang out afterwards. **Note:** RSVPs on Meetup don’t reflect total attendance. Many attendees register directly via our website. The event on [Meetup.com](http://meetup.com/) is only a placeholder. This meetup is organized by Groupvibe, a small team passionate about helping people form meaningful friendships offline.

Singles Dance Party + 40 Crowd Saturday June 6th . $20.00 cover 7.30pm -12.30 The Old Mill 21 Old Mill Rd. Join us for a fun-filled evening of dancing, mingling, and making new connections! Whether you’re new in town or a seasoned single professional, this event is perfect for you. Let loose and show off your dance moves as we groove to the latest beats, from Bachata to classic hits. This social networking opportunity is ideal for singles over 50 Get ready to relive the magic of past events like the “Saturday Night Singles Dance Party @ The Old Mill” and “An evening of Dancing & Romancing . Don’t miss out on this chance to mix and mingle with other singles in a lively and welcoming atmosphere. Grab your dancing shoes and get ready for a night to remember at our Singles Night Out! 416 236 8222.

**NEW LOCATION - Madison Avenue Pub** **Dates will vary over the next few weeks due to FIFA schedule.** Join your community of fellow Intuitives and MBTI nerds for a casual evening of engaging conversation. We get together every second Sunday – with a mix of regulars and new friends. There is no fee to attend, though we ask that you support the venue by ordering something to eat or drink. **Feel free to contact event host B. via Facebook/Meetup messenger, or text/call 416-712-8635 for directions**. About the venue: Madison Avenue Pub, 14 Madison Ave Nearest Subway: Spadina Map / Directions: https://maps.app.goo.gl/scdLEYqb9LNJWkgWA We make an effort to find pubs that are quiet and introvert friendly, with a section to ourselves. We make no effort to muffle our extroverts, but should they get out of hand, our resident INTJ will use their death stare, to pull them back in line.

Hello everyone, I'd like to invite you out for fabulous Sunday afternoon; with our beloved party game, **Family Feud! (The Best Social Party Game in Town!)** It's going to be a total blast with a game designed to keep us laughing and interacting all afternoon! \*Super easy to learn, play and have fun! *\*Joined by my other social groups too so we can anticipate a fabulous turn out!* **Date:** Sunday, June 7th **Arrival Time:** Please arrive between 5:00 p.m. -5:45 p.m. **Where to Meet us?** **Location:** Smoke Show **Address:** 747 Mt. Pleasant **Free Parking:** in Residential area and on Eglinton and Mt. Pleasant north of Eglinton **Eglinton and Mt. Pleasant Subway:** (Very close, 1 minute walking distance) Event Details Below: Sincerely, Steve Flemming (Organizer/Host) https://www.meetup.com/soulcity/ **Details of Event:** **\*\*FAMILY FEUD\*\* (The Best Social Party Game in Town) (Sunday, June 7th)** -Lots of laughs in store as we have a great evening making new friends and playing **Family Feud** hosted in a unique group vs group format -Groups will be divided into groups of 4-5 players, with multiple rounds played \*Treats handed out to the winning teams after each round we play \*\* Invite your friends or come on your own; either way we can anticipate a great time! ***It's all about having fun and laughing out loud!*** \-\-\-\- **Event Fee:** 10 dollars (cash only please) (HST included) or in advance by e transfer to **steveflemming11@gmail.com** \-\-\-\-\- \*Plan to come for dinner (one beverage or appetizer minimum to support this wonderful restaurant) (The food is fresh and really good!) \*Includes reserved seating for the group \*Beverage and/or appetizer minimum to support the staff and venue \*Dinner Party after Family Feud at no extra charge :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

\- Living On Video & DJ Lazarus presents \- **Sat June 6 - 80s & 90s Retro 'GUILTY' Pleasures Video Dance Party w/ MADONNA Spotlight** ADVANCED TICKETS ONLY $10: https://madonnaspotlight.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. \-\-\-\-\- '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 June 6, 2026 Retro 'GUILTY' Pleasures Video Dance Party w/ MADONNA Spotlight 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://madonnaspotlight.eventbrite.ca $15 at the door INVITE: www.facebook.com/events/953883060781769 (please INVITE and SHARE with your friends) \-\-\-\-\- 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

Hello everyone, I'd like to invite you out for fabulous Sunday afternoon; with our beloved party game, **Family Feud! (The Best Social Party Game in Town!)** It's going to be a total blast with a game designed to keep us laughing and interacting all afternoon! \*Super easy to learn, play and have fun! *\*Joined by my other social groups too so we can anticipate a fabulous turn out!* **Date:** Sunday, June 7th **Arrival Time:** Please arrive between 5:00 p.m. -5:45 p.m. **Where to Meet us?** **Location:** Smoke Show **Address:** 747 Mt. Pleasant **Free Parking:** in Residential area and on Eglinton and Mt. Pleasant north of Eglinton **Eglinton and Mt. Pleasant Subway:** (Very close, 1 minute walking distance) Event Details Below: Sincerely, Steve Flemming (Organizer/Host) https://www.meetup.com/soulcity/ **Details of Event:** **\*\*FAMILY FEUD\*\* (The Best Social Party Game in Town) (Sunday, June 7th)** -Lots of laughs in store as we have a great evening making new friends and playing **Family Feud** hosted in a unique group vs group format -Groups will be divided into groups of 4-5 players, with multiple rounds played \*Treats handed out to the winning teams after each round we play \*\* Invite your friends or come on your own; either way we can anticipate a great time! ***It's all about having fun and laughing out loud!*** \-\-\-\- **Event Fee:** 10 dollars (cash only please) (HST included) or in advance by e transfer to **steveflemming11@gmail.com** \-\-\-\-\- \*Plan to come for dinner (one beverage or appetizer minimum to support this wonderful restaurant) (The food is fresh and really good!) \*Includes reserved seating for the group \*Beverage and/or appetizer minimum to support the staff and venue \*Dinner Party after Family Feud at no extra charge :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

**💖 Newark Zoom Speed Dating – Personality & Age Matched** Speed dating from home — connect with real Newark singles on Zoom. Quick, hosted rounds on Zoom with Newark singles paired to your age group and personality. No awkward pauses — just natural conversation. **✅ RSVP here and we'll take care of the rest.** After you RSVP, the host will message you directly with the personality quiz and Zoom details. Spots are limited. --- 🎯 **Perfect for:** - Anyone curious about speed dating in a relaxed setting - Anyone who likes connecting online before meeting face-to-face - Singles in Newark who want to meet people from home ⭐ *"I was nervous but the host made it effortless. Met someone wonderful first try."* – Newark single **How It Works** 1. **RSVP below** – Click RSVP to reserve your place. 2. **The host will contact you** – After RSVP, you'll get a message with the personality quiz so we can pair you well. 3. **Complete the quiz** – A quick personality quiz so we can find your best matches. 4. **Join on Zoom** – The host shares the link ahead of the event. Jump on and enjoy. 5. **Meet your matches** – Cycle through short chats, then see who you clicked with after the event. **Event Details** - **Format:** Hosted on Zoom – one-on-one video dates - **Location:** Your space – couch, desk, wherever suits you - **Host:** Professional host keeping the evening smooth and relaxed - **Vibe:** Friendly and relaxed – genuine chats with Newark locals - **Matching:** Driven by personality quiz results - **Rounds:** Multiple short one-on-one rounds 💡 **Tip:** Good lighting and a clean background make a big difference. --- ✨ Your next match could be one RSVP away. 🫶 ✨

Hello everyone, **\*\*Kindly Read Carefully\*\*** Please join me and my other groups for a relaxing and fun Saturday afternoon leisure nature walk through different trails, parks and cool neighbourhooods; followed by an enjoyable dinner at a local pub near our meeting location. **Meeting Location with free Parking:** We will meet conveniently out front the **Tim Hortons directly across the street from the Davisville Subway (Yonge Line)** This will give us an opportunity to introduce ourselves as everyone arrives; then make our way on our small adventure through quieter and more natural parts of the city we don't usually get to see. More details below: Sincerely, Steve Flemming (Organizer/Host) **Event Details:** **Spring is Finally Here! (Leisure Nature and Neighbourhood Walk) (with Dinner and Karoke Party after)** -A great day planned as we explore parts of the city we don't see every day (great nature trails and old beautiful neighbourhoods) -Play a couple ice breaker games near the beginning of the walk as well to help us get to know one another -During the walk we will stop and rest at different spots, bathroom breaks, take some lovely scenic photos, group photos and share some laughs together -Followed by food and beverages at a nearby Irish Pub \*This event is a great way to naturally make connections, get some fresh air and (re) connect with some wonderful people **Bonus after our Leisure Nature Walk: (Optional)** \*Stick around after the walk for a fun Saturday social gathering at a local Irish Pub for dinner and beverages right after the walk \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Event Fee:** 10 dollars (cash only) when you arrive (HST is included) or e transfer in advance to Steveflemming11@gmail.com \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Time and Location: Where to meet us?** We will meet at out front of the **Tim Horton (1910 Yonge Street)** \*Arrive early if you like (however we will meet out front at 4:00 p.m. (we will wait for everyone to arrive until roughly 4:30 p.m.) **Drivers & Free Parking:** Plenty of parking on Yonge and residential too :) Free parking on Duplex, one street west of Yonge :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ***Thanks for reading everyone, remember to RSVP and see you real soon!*** :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

**✨ Jersey City Zoom Speed Dating – Personality & Age Matched** We pair you by personality and age so every conversation feels natural. Each round is a brief one-on-one Zoom chat with a Jersey City local paired by age and personality. A host keeps the pace comfortable. **✅ RSVP below — the host messages everyone personally.** After RSVP, look out for a message with the personality quiz and event link. Capacity is limited. --- 🎯 **Perfect for:** - Introverts who shine in one-on-one conversations - Singles who prefer a hosted, structured experience - People fed up with swiping who want actual conversation - First-timers new to speed dating **Event Details** - **Format:** Zoom video session – short timed rounds - **Location:** From home – all you need is Wi-Fi and a webcam - **Host:** Friendly host guiding every round - **Vibe:** Friendly and relaxed – genuine chats with Jersey City locals - **Privacy:** Contact info only shared when both match - **Rounds:** Multiple short one-on-one rounds - **Duration:** Approx. 60–90 minutes - **Matches:** Mutual matches sent out after the event **How It Works** 1. **RSVP below** – Click RSVP to reserve your place. 2. **The host will contact you** – After RSVP, you'll get a message with the personality quiz so we can pair you well. 3. **Fill in the quiz** – Short and easy — it helps us pair you with the right people. 4. **Hop on Zoom** – You'll receive the Zoom link before the event. The host handles the rest. 5. **Chat & match** – Quick timed rounds with Jersey City singles, then mutual matches sent out after. 💡 **Tip:** Good lighting and a clean background make a big difference. ⭐ *"So much better than apps. Actual conversations with real people."* – Jersey City attendee --- ✨ Speed dating from home — easy, fun, and personality matched. 💞 ✨

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. 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)

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

Happy Hour on the Green ⛳ Join Black Love & Friends for a laid-back evening at Topgolf as we celebrate the fathers, father figures, brothers, uncles, mentors, friends, and positive male role models who enrich our lives and communities. This isn't a golf tournament—it's a social gathering designed to bring great people together for conversation, connection, laughter, food, drinks, and a little friendly competition. Whether you're a father, celebrating a father, bringing your brother, cousin, friend, or simply looking for a fun Saturday evening, you're welcome to join us. No golf experience is necessary. Come for the happy hour, stay for the company. Expect: • Topgolf games for all skill levels • Food and drinks available for purchase • Networking and socializing • Great music and positive vibes • A welcoming atmosphere for singles, couples, and friends Bring someone special or come solo and meet new people. Let's raise a glass to the men who lead, support, inspire, and show up for the people they love.

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.