Artificial Intelligence Applications

---- Fully booked! --- (please RSVP to the waiting list) We have a date and time now confirmed! Agenda: * Supercell presentation: How Supercell Uses Databricks and AI to Automate Compliance Workflows. (Amin Javidan, Senior Data Engineer at Supercell, Sinan Sakaoglu, Senior Software Engineer at Netlight) *Learn about Supercell’s compliance strategy and operating model, and how their AI-powered PII Hunter solution, built on Databricks, helps them automate compliance* * Neon co-founder, Heikki Linnakangas: Neon to Lakebase journey through Vantaa * Food & Drinks and networking Venue Full -- Sold out!

PyData Helsinki is grateful to be hosted by RELEX this February. This time the event has a data engineering theme with talks suitable for various experience levels. **Schedule:** 17:30 Doors open 18:00 PyData Helsinki intro 18:05 Relex intro 18:20 **Refactoring bespoke integrations with dlt** by [Juuso Montonen](https://www.linkedin.com/in/juuso-montonen-7127ab20/) 18:50 **How indexes work in relational databases** by [Stanislav Bashkyrtsev](https://www.linkedin.com/in/stasbashkyrtsev/) 19:20 Break 19:50 PyData Helsinki Quiz 20:00 **⚡️ You could use DuckDB** by [Miikka Koskinen](https://miikka.me/) 20:15 **⚡️ Zero to Pipeline: When Data Connectors Just Work** by [Olusola Akinsulere](https://www.linkedin.com/in/akinsulereolusola/) 20:30 End of programme, move to suitable pub If you can't come in person, catch the stream at [https://www.twitch.tv/pydatahelsinki](https://www.twitch.tv/pydatahelsinki).

Here’s an opportunity to learn Swedish over a good cup of coffee or tea ☕😋🇦🇹 for free! The events are free and there is always a native speaker to facilitate the conversation and to help find the right words. In addition, we offer free (yes, free) coffee, tea, and biscuits to participants! På svenska, men på olika sätt Att prata med folk på café kan vara både nöje och utmaning. Hos oss serverar vi kaffe med mycket glädje och inspiration. Tillsammans lyssnar, pratar, läser, berättar eller skriver vi nyfiket och glatt oavsett om du har den finlandssvenska kulturen redan i blodet eller vill bekanta dig med den. Vi erbjuder deltagarna gratis kaffe eller te med lite tilltugg. When? ⏰ Usually Thursdays at 16:00 Where? 📍 In a cozy Viennese café: The Good Coffee Company, Eerikinkatu 33, Helsinki Välkommen! **The Good Coffee Company** **A Taste of Vienna 🇦🇹** Eerikinkatu 33, 00180 Helsinki Please visit our Facebook Page for updates and changes: **[https://www.facebook.com/TheGoodCoffeeCompany/events](https://www.facebook.com/TheGoodCoffeeCompany/events)**

**Welcome to Azure and Friends February meetup at [Black Belt Consulting](https://blackbelts.fi/) in Helsinki! This time we are gathering at the other side of PItkäsilta in Hakaniemi, just a short metro ride from the Central Railway Station.** Save the date and join us to spend some time with likeminded people and to listen interesting presentations about Azure. Event will be held in **English**. **We have a no-show policy:** In accordance with our [code-of-conduct](https://www.azureandfriends.com/code-of-conduct), if you are not able to participate and do not cancel, you will not be allowed to participate in upcoming events for the **next six months**. **Waitlisting:** If the event is full, please join the waitlist as seats usually free up closer to the event date. Organizers will also remind attendees to review their RSVP status couple days before event. **Photos, Live streaming and Social Media:** Please notice that we reserve rights to takes photos of the event and speakers and publish them in our social media channels. Some events might be recorded or live streamed. If you wish not to be in photos or recordings, please contact one of the organizers at the event. **LinkedIn:** Consider following **[Azure and Friends](https://www.linkedin.com/company/azure-and-friends/)** at LinkedIn **Event agenda:** 16:45-17:15 - Doors open and food 17:15-17:25 - Azure and Friends Intro 17:25-17:35 - Welcome words by **Black Belts** 17:35-18:10 - **Multi-agent Orchestration patterns in Agent Framework** by **Pasi Huuhka (Zure)** 18:10-18:20 - Break 18:20-19:00 - **TBA** by **Oskari Heikkinen (Datablink**) 19:00-21.00 --> Networking

PLEASE SIGN UP HERE: [https://luma.com/sets1ldo](https://luma.com/sets1ldo) Welcome to the VTC (Vietnamese Tech Community) TechTalk at our Zalando Helsinki Tech Hub in Kamppi! **TechTalk EP8: Modern Cloud Architectures — Hyperscale Cloud, Bare Metal Cloud & Edge Computing** ☁️🏗️⚡ ​Where does your workload belong? In the world of modern infrastructure, the "Cloud" is no longer a single destination. It's a spectrum of performance, cost, and control. ​Join us for TechTalk EP8 as we navigate the three pillars of the modern stack: * ​**Hyperscale Cloud:** For massive ecosystems and flexibility. * ​**Bare Metal Cloud:** For raw power and predictable costs. * ​**Edge Computing:** For ultra-low latency and global scale. We have 3 talks lined up for the evening: \- Cloudflare Workers by [Benjamin Bui](https://www.google.com/url?q=https://www.linkedin.com/in/binh/&sa=D&source=calendar&ust=1771972656039967&usg=AOvVaw12jMnjE2VqYsrY9HMoQyfg) \- Hyperscale Cloud vs Bare Metal Cloud by [Tri Hoang](https://www.google.com/url?q=https://www.linkedin.com/in/tri-hoang-24b104150/&sa=D&source=calendar&ust=1771972656039967&usg=AOvVaw0JggQaqkN8uVWNYv9Elxkw) Welcome! PLEASE SIGN UP HERE: [https://luma.com/sets1ldo](https://luma.com/sets1ldo)

This is a relaxed, friendly gardening club where we grow things together and take care of a shared space. We’ll start indoors, planning the garden as a group and sowing seeds, then move outdoors as soon as the ground is warm enough. Everyone is welcome, whether you know loads about gardening or you’re completely new to it. The only commitment we ask is that you join us once a week for our shared gardening time, when we garden together, decide what to harvest, and what needs cleaning up or changing. Outside of that, you’re free to drop by whenever you like to water, potter about, or simply enjoy being in the garden. Gardening is a lovely way of being together without pressure. We can chat if we feel like it, or be quiet if that’s what the day calls for. It’s good for mental wellbeing, a chance to be side by side, connected through taking care of living things and watching them grow.

**500 weeks** of board gaming, yay! This is just a regular event though. Pay the **5 € board gaming fee** to the bar at the counter when you arrive. You must be at least 18 years old to enter [Arkade](https://www.arkade.fi/). We play in English and the game rules are taught before starting play, unless everyone is already familiar with the game. No previous experience with board gaming required. The venue has a great board game library, the host and other players usually bring their own games too: our selection varies weekly. We're a very casual group so you're welcome to arrive early or late and join whatever game is starting up, there is no attendance tracking, or welcoming process. The bar has alcoholic drinks, mocktails, and soft drinks available as well as some snack foods. They've been okay with people ordering food to the bar with meal delivery services. If you are feeling sick, please stay home.

Hello sporty population! Let's gather around and play some badminton together with people from around the world! IMPORTANT! Spots are limited, so make sure you reserver yours! If you are not registered on the list, you will be kindly asked to leave; this is to ensure fair access for everyone! **If you marked going and do not come, or you did not cancel your spot on time (1 day before), you will be suspended from participating for the next two sessions.** We will play in Talihalli Huopalahti from 11.00-12.30 Court numbers are 9, 10 and 11; you can come directly to the courts or meet us at the entrance a bit before 11.00. Please keep in mind that if you go directly to the courts, **do not enter them before our time starts!** MIITTI welcomes everyone to its events regardless of background or gender. You don't have to have any skills at all to come and play with us, and if you do, please come and coach us! Age limit: 16+ Event is free, but please bring your rackets and indoor shoes, or you can rent (racket) from the hall for 4€ each. After badminton, we'll enjoy Talihalli's sauna and maybe go to a local restaurant to grab some lunch after the game. Warm welcome! For questions and more information, please contact Alaa 040 5656096 If you want to be part of the MIITTI community, follow us on our other platforms: WhatsApp: Join our Whatsapp community network to join your favourite group and stay connected with the other members! When you participate in one of our groups or events, just ask the group facilitator to add you to the community! [Instagram](https://www.instagram.com/miitti1) [Facebook](https://www.facebook.com/miitti1) [Website](https://lapinlahdenlahde.fi/en/projekti/miitti)

PADEL WITH MIITTI 🎾 IMPORTANT: Spots are extremely limited, and you only get to play if you are registered on the list of attendees! If you have reserved a spot, but cannot attend after all, please cancel your spot as soon as you can so that someone on the waitlist gets to attend instead! Want to try something new or keep improving your padel game? Join our weekly MIITTI Padel Sessions. Whether you’ve never played before or already enjoy the game, everyone is welcome to come along, no matter your level. We have two courts reserved next to each other (courts 1+3), and we’ll alternate between them so everyone gets a chance to play and meet different people. ⏰ WHEN: Saturday 28th of February at 14.00–15.00 📍WHERE: Arena Center Myllypuro, Alakiventie 2, 00900 Helsinki 🎒 **Equipment**: Bring your own racket or rent one from the hall for 8€. Participation is free, but spots are limited, so again, please make sure to reserve your place. Come play, meet new people, and enjoy a relaxed and friendly Saturday afternoon together. If you want to be part of the MIITTI community, follow us on our other platforms: IG: [instagram.com/miitti1](http://instagram.com/miitti1) FB: [facebook.com/miitti1](http://facebook.com/miitti1) Web: [lapinlahdenlahde.fi/en/projekti/miitti/](http://lapinlahdenlahde.fi/en/projekti/miitti/) Whatsapp: Join our Whatsapp community network to join your favourite group and stay connected with the other members! When you participate in one of our groups or events, just ask the group facilitator to add you to the community!

Join us on **Fridays, 18:00 - 19:30** at **Lapinlahden Lähde** for a free session where we’ll explore the topic of the week. After 19:30, you're welcome to hang out with us. Depending on what the group decides, we sometimes: \- stay in\, enjoy tea and cookies and play board games \- go out for dinner ✅ Your **RSVP counts as your registration**, we expect you to **honour it**. 🤝 All conversations are confidential. What’s shared, stays in the group. 🌿 Small group, big heart: Everyone gets a chance to share. 🧘‍♀️ Come comfy, come curious. 💧 Bring water. Skip heavy meals & caffeine. 📍 **Tallipääty, Lapinlahdenpolku 8, Helsinki** (Through the gate, first door on the left!) **Kind reminder:** Last-minute cancellations or no-shows mean others miss out. To keep it fair, repeated cases may result in losing the spot in future sessions. If you want to be part of the MIITTI community, follow us on our other platforms: IG: [instagram.com/miitti1](http://instagram.com/miitti1) Facebook: [facebook.com/miitti1](http://facebook.com/miitti1) Web: [lapinlahdenlahde.fi/projekti/miitti](http://lapinlahdenlahde.fi/projekti/miitti) Whatsapp: Join our Whatsapp community network to join your favourite group and stay connected with the other members! When you participate in one of our groups or events, just ask the group facilitator to add you to the community!

Welcome to join our Ren Xue Yuan Gong practice throughout the summer at Lapinlahden Lähde! The practice is simple but yet practical and powerful. It is easy to learn and will help you: -gain energy, feel less tired and stressed -more mental clarity, easier to concentrate -boost your immune system Time: Sundays 15:30 - 17:00 WHERE: Tallipääty, MIITTI office Lapinlahden Lähde Lapinlahdenpolku 8 00180 Helsinki About REN XUE Ren Xue is a comprehensive system for uplifting human life. It includes a unique form of Qigong (Yuan Qigong); three foundational theories (Theory of Qi, Theory of Consciousness, Theory of Totality) and a large body of teachings. It was created by world-renowned teacher and healer Yuan Tze who continues to offer online and in-person events worldwide. Ren Xue combines ancient Chinese wisdom traditions with modern insights into health and well-being. The goal of Ren Xue is to help individuals improve their physical, emotional, and mental health through a holistic approach that emphasizes the connection between the mind, body, and spirit. REN XUE FINLAND Ren Xue Finland (RXF) is the Finnish branch of the global movement, an organization dedicated to the promotion and teaching of Ren Xue and its associated practices, including Yuan Gong and Yuan Ming Medicine. It provides easy entry into the Ren Xue system through local in-person sessions, online courses and workshops/retreats. Other learning methods can be found here: Ren Xue TV, a YouTube channel and Learn Ren Xue website. More about Ren Xue: [https://www.renxueinternational.org](https://l.facebook.com/l.php?u=https%3A%2F%2Fwww.renxueinternational.org%2F%3Ffbclid%3DIwZXh0bgNhZW0CMTAAAR06uJQRSC7BE3zhPePQ7X_KO7WXa60cr7NK25KdOqfbSIHpYqBLO3dYgVM_aem_alDR7a6KhbNhG3u9NhCUVA&h=AT18asmYaRkvHCJemaC7rr9GVu579uflDCg7T6mLNodWdtMVhuxwFhIyz0p5ONeJbm3WQ3ZGIwONIa0_pDvih4t9BCCJUBkjhK4BdIMEl4aQ_qPzR5ykW-aiOndhYDPeAW9_2_eWZaMsv889HKbp8_c&__tn__=q&c%5B0%5D=AT35KTjVjr2kCnYHrXXjXPxEGFK-RFbZnFVdDmWrTe5WwbSZZ5ulNxFEjPPhejS8Pf4xetwkU1hhM1P2K_ABugpnXL6w-CKE25ARXwtLSexv-4fPJ4s2_Kcqgj3g2XWjCVkPPgcjwrPoNWOvdKa2f1VqyVa-2kcTojodTS3wn9zrnRjZLcG7)/

**Welcome to Sketchy Collective!** A relaxed and social drawing group for anyone who enjoys sketching — or just wants to give it a try. \*\*\* We meet **every Sunday at 15:00** in **Oodi Library**. \*\*\* **HOW TO FIND US** We meet on the **top floor of Oodi Library**, on the stairs **opposite** the children’s area. It's a good idea to **keep your sketchbook visible** so others can easily recognize that you're there for the sketching meetup. And if you’re a regular participant, making it clear that you're part of the sketching group can be very helpful for newcomers! \*\*\* **HOW IT WORKS** At each meetup, attendees take turns being the model for a quick **10-minute sketch session**. One person poses, everyone else sketches, then we rotate. \*\*\* **WHAT TO BRING** Pencils and paper (or any sketching tools you like). No fees, no pressure. The only thing we ask is that everyone takes a turn posing for the group. You can sit however you feel comfortable — the 10 minutes go by quickly! Draw as much as you like, skip a round if you’re tired or just want to chat, and leave whenever it suits you. The event continues as long as there’s interest. \*\*\* **STAYING CONNECTED** Due to issues with spam and advertising, the group has decided that **only people who have attended at least one meetup will be accepted into the WhatsApp group**. To be added, please ask other participants at the meetup — a few members have permission to approve new people, and at least one of them will likely be present. \*\*\* **SOCIAL MEDIA** If you’d like to share your drawings from the meetup, you can send them via message on Facebook or Instagram, or use the Instagram collab function. We warmly encourage everyone to share their work and take part in building our international sketching gallery — together with artists from all the cities where Sketchy Collective meetups are organized.

Tervetuloa mukaan Sahaja Jooga -meditaatiotilaisuuksiin suomeksi! Tilaisuudet ovat maksuttomia, ja voit tulla paikalle ilman ennakkoilmoittautumista. Istumme yleensä tuoleilla tai lattialla tyynyillä, joten mattoa ei tarvitse ottaa mukaan, ja voit pukeutua tavallisiin vaatteisiin. Meditaatio tarkoittaa mielen hiljaisuutta tai ajatuksetonta tietoisuutta. Olet läsnä tässä hetkessä, mutta mielesi ei ole täynnä menneisyyden tai tulevaisuuden ajatuksia. Tässä tilassa tunnet rauhaa ja iloa, jotka ovat nykyhetken olennaisia elementtejä. Säännöllisellä meditaatioharjoituksella tämän tilan voi saada vakiintumaan meissä. Ryhmää johtavat vapaaehtoiset, joilla on kokemusta ja jotka voivat ohjata sinut alkuun. Annamme lyhyen johdatuksen meditaatioon, minkä jälkeen teemme meditaatioharjoituksia. Annamme myös vinkkejä meditaation harjoittamiseen kotona. Tervetuloa! Tämä video auttaa sinua löytämään Kamppi Sahaja Jooga -keskuksen: https://vimeo.com/199566137 Lisätietoa Sahaja Jooga -meditaatiosta: www.discoversahajayoga.org (englanniksi) www.jooga.org (suomeksi) www.sahajayoga.ru (venäjäksi) www.sahajayoga.es (espanjaksi) Ohjattuja verkkomeditaatioita, jotka tukevat meditaatioharjoitustasi kotona: www.wemeditate.com

Long week at work? The friday is here right about in its usual schedule! So what's better than Friday afterwork with some cool drinks, make new friends and meet old friends 😎 Join the crowd to tell your best comedic mishaps and gossips in a conversational fashion in Bar Loose (just next to Gate A21). The happy hour lasts until 20:00 (🍺beer / cider, 🍷wine 12cl 4.80€) and we have booked two tables for our group from the main room. We might head into restaurant, bar or nightclub later. We'll see. Hope to see you there! 🤗

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **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

Excited to share that AWS Cloud Club's first meeting will take place on Thursday, February 26th at 5pm - 6pm! We’re collaborating with [Big Data & Analytics Association](https://www.linkedin.com/company/big-data-analytics-association/) to host [Alok Jha](https://www.linkedin.com/in/alok-jha-42abb928/), Head of Product Management for AWS Intelligent Application Protection at Amazon Web Services, for a tech talk + Q&A on his journey in leading cutting-edge innovation in industry. If you’re interested in cloud, cybersecurity, AI, or product management, this is a session you won’t want to miss. Make sure to join our Meetup and GroupMe to stay up to date for future events and collabs!

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** *Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation* Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification. You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written. This talk will cover: --What spec-driven development is (and what it isn’t) --How GitHub Spec-Kit fits into modern developer workflows --Using specs to align product, engineering, and AI-assisted development --Real-world examples of turning specs into implementations with confidence Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects. **YouTube Link** [https://youtube.com/live/_jF8rIaJKXg?feature=share](https://youtube.com/live/_jF8rIaJKXg?feature=share)

**Hello Columbus!** **The community is buzzing and growing well.** **We are thrilled to bring our third BrowserStack QA Meetup on March 12th!** We are creating a space for deeper insights, meaningful connections, and a vibe you won't want to miss. **What to expect:** * **Connect:** Network with Columbus' top engineering and QA minds. * **Learn:** Real-world tactics and trends you can use immediately. * **Enjoy:** Food, drinks, and great community spirit. **Agenda** * **[Sam Gomez](https://www.linkedin.com/in/samueljgomez/)** is presenting "AI is more than LLMs: Choosing the right AI for your needs." **RSVP Essential:** Space is limited, and we want to ensure a great experience for everyone. **RSVP now to secure your spot!** 📍 **Venue:** Leading EDJE, 6515 Longshore Loop, Suite 300, Dublin, OH 43017 📍 **Free Parking:** 6725 Longshore Street, Dublin, OH 43017 📅 **Date & Time:** March 12, 6:00 PM **Stay Connected!** Want to continue the conversation beyond the meetup? Join our **BrowserStack Discord Server** to get updates, connect with fellow QA professionals, and be part of an ongoing discussion. **Don’t miss out—click below to join!** 🔗 [\[](https://discord.gg/6SdCyWTNyW)**[Join the BrowserStack Discord Server](https://discord.gg/6SdCyWTNyW)**[\]](https://discord.gg/6SdCyWTNyW) **A Few Notes:** ✅ This is an **in-person event** ✅ **RSVP does not guarantee a seat** – A confirmation email will be sent one day before the event. **TALK ABSTRACT:** AI is all the hype these days; however, despite (or maybe because of) the excitement around it, a high percentage of AI projects fail. Projects that are over budget, delayed, or that fail to scale past the POC phase are very common. In many of these scenarios, choosing the right approach can be as critical as the solution itself. Should you build a tailored machine learning model, leverage the power of large language models (LLMs), or integrate with AI copilots? Each option has unique strengths, trade-offs, and resource requirements, and the key to success lies in aligning your choice with your business goals and technical constraints. In this talk, we will go beyond the basic concepts and definitions to provide a practical guide that allows attendees to navigate these decisions through real-world case studies. We will examine scenarios in which different AI paradigms were chosen, discuss the factors that influenced those decisions, and outline the process for evaluating needs, constraints, and outcomes. From assessing data availability and team expertise to balancing cost and scalability, you'll gain insights into the critical considerations that guide the selection process. By the end of this session, you’ll have a clear process for determining whether machine learning, LLMs, or copilots are best suited to your AI challenges and understand the resources and strategies needed to bring your chosen solution to life. This talk is ideal for decision-makers, technical leads, and innovators seeking to demystify AI implementation and maximize the impact of their investments.

Join other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn from each other, build better relationships and experiment with new ideas

**Google Analytics Alternatives** Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday. Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”. Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process. We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer. 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)