Business Analytics

Hello Python enthusiasts and models both large and small, The 34th PyData meetup will take place at **Similarweb offices** (Dock in Five, reception A, 5th floor). As usual, the talks will start at 18:30 but we encourage you to come as soon as **18:00** to enjoy the opportunity to socialize and refresh yourselves (which you can continue doing during the break and after the talks). Our main goal is to build the community around Python and data and make it welcoming to people of various skills and experience levels. ⚡ If you are interested in giving a lightning talk (up to 5 minutes to present an idea, tool or results related at least to some degree to Python and/or data), please contact us before the event or at its beginning. **Why Your Models Fail: Learning from Regime Shifts in Real Data** **([Alena Pavlova](https://www.linkedin.com/in/alena-pavlova-494610207/), Similarweb)** When building predictive models, we often assume that the data-generating process is stable over time. In practice, this assumption is frequently violated and ignoring it can severely degrade model performance. In this talk, we use stock market price data to demonstrate how overlooking market regimes leads to misleading results and fragile trading strategies. We start by implementing a simple strategy under the assumption of a single, stationary regime and show how it fails in changing market conditions. We then introduce a regime-aware approach to infer latent market states. By applying the same strategy only within appropriate regimes, we demonstrate how performance, risk characteristics, and interpretability can change dramatically. The talk focuses on practical Python implementation, intuitive explanations of regime modeling, and concrete lessons that extend beyond finance to any non-stationary time-series problem. Attendees will learn how to detect regime shifts, incorporate them into modeling workflows, and avoid common pitfalls when working with evolving data. **Training Small Language Models with Knowledge Distillation** **([Gabriela Kadlecová](https://www.linkedin.com/in/gabriela-kadlecova/), distil labs)** Large language models (LLMs) have proven useful across a wide range of real-world applications, from code generation and document analysis to intelligent automation and data extraction. However, their practical adoption comes with some tradeoffs: inference costs can be prohibitive at scale, and sending sensitive data to external cloud APIs raises privacy concerns. Sometimes, a general-purpose model is more than what's needed - if the task is quite specific, a smaller, specialized model could do the job just as well. Small Language Models (SLMs) are a great alternative - running entirely on local hardware, they keep data private, respond faster, and operate at a fraction of the cost. The key challenge is making them good enough for the task at hand, and this is where knowledge distillation comes in. By having a large "teacher" model automatically generate and refine training examples, we can create a specialized "student" model tailored to a specific task, starting from as few as a handful of seed examples. In this talk, we walk through the full distillation pipeline: from defining a task and preparing seed data, through synthetic data generation, to fine-tuning an SLM ready for local deployment. We also present benchmark results comparing base and fine-tuned models, and a live demo showing how capable a well-distilled small model can be.

Podařilo se nám na poslední chvíli sehnat výjimečného hosta – a bylo by škoda to nevyužít! Martin Urza, anarchokapitalista, youtuber a autor první české knihy o anarchokapitalismu, přijede osobně představit svou novou knihu **Anarchoagorismus**. Anarchoagorismus není jen teorie. Je to praktická cesta ke svobodě pomocí prostředků dostupných každému z nás, tady a teď. Urza nám vysvětlí, co za tímto pojmem stojí, proč ho považuje za logický vývoj svého myšlení a jak tyhle myšlenky aplikovat v každodenním životě – bez čekání na revoluci. Počítejte s živou diskusí, protože tohle téma málokdy nechává lidi lhostejnými. A samozřejmě – večer zakončíme kvalitním pokecem u piva a v atmosféře bublajících dýmek. Kapacita je omezená, takže neváhejte – kdo přijde, nezklame se!

Most professional relationships today start with a LinkedIn request and die in a DM. Meanwhile, AI-generated content is flooding every channel — making it harder to tell who's real, who's credible, and who's worth your time. Trust is becoming the scarcest currency in professional life. And you can't build it through a screen alone. Together with the Prague Founders & Digital Professionals community, we're hosting a small facilitated networking/mastermind evening at Spaces Smíchov. This is **not** a social mixer. **The Topic of the Evening:** AI is making everything easier to fake — credentials, content, even relationships. So how do you build a reputation that actually holds up? How do you know who to trust — and how do others decide whether to trust you? We'll get into it. Will share my tools & systems and would discuss your perspectives and protocols. **This session creates a space for that.** Together with the **Prague Founders & Digital Professionals** community, we’re hosting a small facilitated networking / mastermind evening at **Spaces Smíchov**. This is not a typical social mixer. It is a structured session designed for those who value depth over a stack of business cards. **The Topic of the Evening:** As AI tools automate content and work, how do professionals build real trust and maintain high-quality relationships today? We’ll discuss how reputation, credibility, and professional connections are evolving in 2026. **What to Expect:** * **30 min Group Discussion:** Insights on developing and maintaining trusted relationships in an AI-driven environment. We’ll cover specific frameworks and tools for staying "human" while scaling. * **60 min Facilitated Networking:** No small talk. Structured table rotations designed so you have real conversations with most people in the room. * **The Vibe:** No pitches. No panels. No "let me tell you about my startup." etc. **Who usually comes:** Founders, consultants, product people, designers, and remote professionals who work globally and are tired of shallow networking. **Agenda:** * 17:30 – 17:45: Welcome & Snacks. * 17:45 – 18:15: Shared Discussion: The New Rules of Trust * 18:15 – 19:15: Facilitated Networking (Table Rotations) * 19:15 – 19:30: Wrapping up **About the Facilitator:** The session is led by **[Alexander Benkendorf](https://www.linkedin.com/in/benkendorf/)**, a branding strategist for international tech companies (Benkendorf Group). Alex has 20 years of experience in human experience design and product development. **Practical details:** * **📍 Where:** Spaces Smíchov, Prague (Business Club / Lounge) * **📅 When:** Tuesday\, March 10 \| 17:30 – 19:30 * **🌍 Language:** English * **👥 Limit:** \~25 people to keep discussions comfortable **Spaces are limited to ensure quality of conversation. Please RSVP to secure your spot.**

**Here's the Deal** ​​Join us for an electrifying session of Mobile Lightning Talks, where industry experts and innovators deliver bite-sized bursts of knowledge on the latest in mobile technology, app development, user experience, and emerging trends. ​Each speaker gets just 5 minutes to ignite your curiosity, share actionable insights, and spark discussions — perfect for a fast-paced dive into the mobile world without the fluff. We’ll cover a wide spectrum of tech, from native Android and iOS to cross-platform power with KMP, alongside emerging frontiers in AI, home automation, and AR/VR. ​Whether you’re a developer, designer, or enthusiast, expect a whirlwind of ideas that will leave you inspired and ready to innovate! 🎟 Tickets are now available on **[Luma](https://luma.com/STRVMeetups)** \- free entry\, but spots are limited\! Join us and 👉 **[Grab yours here](https://luma.com/STRVMobile_Lightning_Talks_PRG?utm_source=Meetup).** **Why Come?** * Learn something useful * Get inspired * Enjoy solid talks, great people and a beer or two **Speakers & Talks** ​Robert Oravec — *KMP: Bridging Coroutines to Swift* Dominika Gajdova — *Cross-Platform Walks Into a .env File* Martin Vidovic — *PencilKit* Lukas Smetana — *From Swift to Scale: Shipping on iOS and Android in 5m* Tomas Cejka — *Stealth Talk* Petr Nohejl — *Home Automation with Modbus: The Smart Fireplace* Ondrej Skalicky — *Android XR: A First Look at Galaxy XR* Adam Gelatka — *Opening Email Is Not Enough* **See you there. Bring a friend.**

\~FREE EVENT\~ Meet Locals & internationals People Every Tuesday & Make New Friends🙂 For introverts and shy people (we all are sometimes), we have ice-breaking games and more... so feel free to come by. Everyone is invited to enjoy amazing Cocktails in 135kc only🍸 Beer in 49 kc 🥂🍻 It is organized after our Biggest Event in Central Europe with 234 people in a single event. 🙂 📍LOCATION TEQUILA TALES BAR & MUSIC CLUB Újezd 409/19, 118 00 Malá Strana, 118 00 Prague, Czech Republic (Nearest tram stop- Hellichova & Ujezd) ❓Questions❓ Follow & write to https://www.instagram.com/tequilatales_prg/ *** \~AKCE ZDARMA\~ Každé úterý se seznamte s místními a mezinárodními lidmi a najděte si nové přátele🙂 Pro introverty a stydlivé lidi (všichni jsme někdy) máme hry na lámání ledu a další... tak neváhejte a přijďte. Všichni jsou zváni k vychutnání úžasných koktejlů jen za 135 kč🍸 Pivo za 49 kč 🥂🍻 Je pořádána po naší největší akci ve střední Evropě s 234 lidmi na jediné akci. 🙂 📍 POLOHA TEQUILA TALES BAR & MUSIC CLUB Újezd 409/19, 118 00 Malá Strana, 118 00 Praha, Česká republika (nejbližší tramvajová zastávka- Hellichova & Újezd) ❓Otázky❓ Sledujte a pište https://www.instagram.com/tequilatales_prg/

**3x3 Basketball** practice in **Gymnázium Na Pražačce** indoor basketball court. **Start at 19h00**. Everybody is welcome, no age, gender nor any restriction of any type to join. We got a full field, rotating with 3x3 matches on each side. Cost: **90 crowns**. Please send the money using the **QR Code** stored here: https://imgur.com/a/thtAJd0 In case of any Opt-out within 24h of the session, or no show, the payment will be due (you still can ask someone to come instead of you, as your spot will be booked)

Anyone up for having an after work pint? :) Join me at Becketts Irish pub at 7pm! Try to come on time, the booking is on my name. :) PS. A symbolic fee of 40 CZK will be collected in order to cover the Meetup membership subscription, thank you for understanding and hope to see you all there! Maya

(Pozor, změna místa konání → Vlkova 628/36, Praha 3) Rozdíl mezi „zkusil jsem ChatGPT“ a **smysluplným využíváním AI ve vývoji** je obrovský. Na tomhle Qeetupu se podíváme na to, jak s AI pracovat **systematicky**: * jak AI testovat, ladit a dlouhodobě zlepšovat, * jak mít přehled o tom, co model dělá a proč, * jak AI zapojit do reálných workflow, ne jen jako chytrý autocomplete, * a co se změní ve chvíli, kdy nechceš nebo nemůžeš spoléhat jen na cloud a začneš řešit **lokální modely.** Žádné základy. Žádné „co je to LLM“. Tohle je **meetup pro vývojáře**. **Testování, evaluace a monitoring LLM agentů** LLM agenti dokážou řešit komplexní úlohy, ale bez správných nástrojů je těžké jim skutečně důvěřovat. Přednáška představí LangSmith jako platformu pro zajištění kvality, spolehlivosti a transparentnosti LLM agentů. Ukážeme si, jak pomocí testování, evaluací a observability zkrátit vývojový cyklus a bezpečně nasazovat AI aplikace do produkce. **Nebojme se malých modelů!** SLM: mýty, realita a praxe, aneb nebojme se malých (lokálních) modelů, kdy dává smysl provozovat SLM, jaké mají reálné limity a výhody oproti cloudovým LLM a jaké use-casy už dnes fungují v praxi. No BS, s konkrétními zkušenostmi a doporučeními. **Kdo bude mluvit?** 🎤 **[Petr Malík](https://www.linkedin.com/in/petr-malik/)** – Team leader, [Qest technologies](https://www.linkedin.com/company/qest-technologies/posts/?feedView=all) 🎤 **[Daniel Čupak](https://www.linkedin.com/in/daniel-cupak-prague/)** – Head of data, [Qest technologies](https://www.linkedin.com/company/qest-technologies/posts/?feedView=all) **Pro koho meetup je?** * Pro devy, kteří už AI používají a naráží na její limity. * Pro lidi, co chtějí jít za hranici promptů a „one-shot odpovědí“. * Pro týmy, které řeší, jak AI používat dlouhodobě, opakovaně a kontrolovaně. * Pro každého, koho zajímá, **kdy dává smysl lokální LLM a kdy ne.**

### **Business & Wine Evening \| Humans in Business Prague** Let’s unwind, connect, and talk honestly about business in Prague— over a glass of wine, coffee or whatever is on the menu in Cafedu. Whether you’re building something new, thinking about starting, growing your project, or figuring out your next step, this evening is for you. Expect an informal atmosphere, real conversations, and a chance to meet like-minded people who “get it.” We’ll chat about: * the *ups and downs* of running or starting a business, * what’s currently challenging you, * and what’s been working for others. No pitches, no pressure — just people, ideas, and honest exchange. **Bring:** curiosity, openness, and maybe a business story or two. **NOTE**: Feel free to **JOIN** even if you are on the waiting list.

Pojďme se pravidelně potkávat a sdílet zkušenosti z Power Platformy, co nás na ní baví, co nás trápí a co nového zajímavého přichází. A pokud už nám to někde reálně běží, pochlubme se, jak to funguje nebo nefunguje. Témata jsou primárně Power Automate, Power Apps, Power Pages, Power BI, Copilot Studio, Dynamics 365 a Dataverse. Budeme rádi i za méně pokročilé příspěvky, protože většinou jsme velmi hluboko v technických detailech. **Lokalita:** Fyzicky v Microsoftu v Praze Vyskočilova 1561/4a, Praha 4, 140 00 Místnost Morava Případně online na [https://ppug.community/stream](https://ppug.community/stream) **Jazyk:** čeština **Agenda:** [https://ppug.community/agenda](https://ppug.community/agenda) **Přihlašte vlastní příspěvek:** [https://ppug.community/sessions](https://ppug.community/sessions) **Link na stream:** [https://ppug.community/stream](https://ppug.community/stream) **Občerstvení:** Bagety **Úroveň:** 100-300 Tak si prosím naplánujte čas ve svých kalendářích a přijďte, pokud bude chuť a čas, tak si po meetupu určitě můžeme sednout na pivo.

Control & Clarity in Atlassian Platform direction, admin sanity, and real-world planning Atlassian is evolving fast — new platform concepts, new ways of organizing work, and increasing complexity for admins and teams. At the same time, many organizations are struggling with very practical questions: How do we stay in control? How do we keep things tidy and manageable? And how do we plan realistically as teams and environments grow? At this Atlassian Community Event in Prague, we’ll bring together Atlassian insights, partner experience, and real customer examples to explore how teams are navigating change — and what actually works in practice. 🎤 Agenda & Speakers Service Collection: Platform Direction & What’s Coming Next Darryl LeeSolutions Engineer, Atlassian Darryl will give a high-level introduction to Service Collection — what it is, why Atlassian is investing in it, and what it means for existing customers. The session will also include a look at the roadmap and upcoming changes, helping attendees better understand where the Atlassian platform is heading and how to prepare for it. Atlassian Cloud and the Loss of Control Ed LetifovTechTime Initiative Group Limited Sometimes it feels like too much is happening in Atlassian — too fast, with too little visibility. User identities, access, and numbers stop making sense, and admins are left feeling overwhelmed. In this talk, Ed will share real approaches implemented by TechTime’s customers to organize user identities in Atlassian Cloud, reduce chaos, make data consistent, and ultimately lower admin stress. A practical session focused on regaining control and clarity. When Estimation Breaks: Collaborative Planning in Jira at Scale Maria MelnikCTO, Teamlead Jira’s estimation model assumes one person owns one issue. In real teams, work is collaborative — and that’s where estimation starts to fall apart. Subtasks, custom fields, and manual roll-ups can help, but they often create noise, overhead, and unreliable data for admins. This session explores how teams handle collaborative estimation in Jira today, where native approaches hit their limits, and what practical patterns partners use to restore clarity. A real-world discussion focused on reducing admin effort and making planning data usable again. Understanding Team Capacity in Jira: Native Features vs. Real-World Usage Ostap ZaishlyiSenior Product Manager, Reliex Jira offers multiple native ways to view workload and capacity — boards, calendars, and Jira Plans — but how well do these tools work as complexity grows? Using a real customer example, this session explores: What Jira’s native features can (and can’t) tell you Where teams typically hit limitations How add-ons like ActivityTimeline are used to complement Jira and gain clearer visibility into workloads, availability, and constraints — enabling better planning decisions in real-life scenarios 🤝 Networking & Catering As always, the event will conclude with networking, food, and drinks — a great opportunity to: Connect with fellow Atlassian users, admins, and partners Ask follow-up questions to the speakers Share experiences and challenges in an informal setting Whether you’re an admin, a team lead, or simply curious about where Atlassian is heading, this event is designed to give you clarity, perspective, and practical takeaways. We’re looking forward to seeing you! Agenda --- Speakers Ed Letifov - TechTime Initiative Group Limited Ostap Zaishlyi - Reliex (Senior Product Manager) Ostap kieruje zespołem odpowiedzialnym za aplikację ActivityTimeline dla Jira. Dzięki ponad sześciu latom pracy w świecie Atlassian on i jego zespół wyrobili sobie markę, tworząc wyjątkową aplikację do organizowania obciążenia pracą i śledzenia czasu. ActivityTimeline stała się jedną z najlepiej sprzedających się aplikacji na Atlassian Marketplace w kategoriach Planowanie i śledzenie czasu. Darryl Lee - Atlassian (Solutions Engineer) Darryl Lee is a passionate Solutions Engineer at Atlassian, based in Amsterdam, Netherlands. Darryl combines technical expertise with a strategic approach to help organizations unlock the full potential of Atlassian's suite of tools. With a keen focus on delivering value-driven solutions, Darryl excels in crafting compelling demonstrations and engaging with stakeholders… Maria Melnik - Teamlead Maria leads engineering and product architecture at Teamlead, overseeing the development and evolution of several Atlassian Cloud apps. Her focus is on long-term maintainability, security, and building solutions that scale without becoming operational liabilities. Moderators Julia Skoursky - Refined As a seasoned Partner Manager at Refined, with over 5 years in the Atlassian ecosystem and a rich background in IT business development and partnership management, Julia is dedicated to fostering strong, mutually beneficial relationships with Refined partners. Beyond her professional expertise, Julia has a background in psychology and her qualification as a psychotherapist equip her with… Tomasz Smolinski - SentinelOne (Staff Process and Tools Engineer) Hosted By Julia Skoursky, Partner Manager As a seasoned Partner Manager at Refined, with over 5 years in the Atlassian ecosystem and a rich background in IT business development and partnership management, Julia is dedicated to fostering strong, mutually beneficial relationships with Refined partners. Beyond her professional expertise, Julia has a background in psychology and her qualification as a psychotherapist equip her with a unique perspective and a genuine passion for understanding people's stories. She is known for being an attentive listener, always eager to learn about others. Tomasz Smoliński, Community Champion --- Global Partner Atlassian (http://atlassian.com) Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality. Partners SentinelOne (https://www.sentinelone.com) Refined (https://www.refined.com/) Refined is a site building product integrated with Atlassian Jira and Confluence to make content clear, accessible and actionable. Refined provides the infrastructure to build Atlassian Confluence and Jira content onto your own branded, easy to navigate and customizable site. Core to Refined is a user-friendly system that makes the content and information accessible, engaging and useful to all users. teamlead (https://teamlead.one) Teamlead is an Atlassian Gold Partner with 15 years of experience. We work in Jira ourselves every day and help other teams streamline their workflows — so we know where it falls short. That’s why we build practical apps like Calendar, Reminder, CRM and EpicTime. Trusted by teams at Electronic Arts, NASA and Deutsche Bahn over 3,000 other companies around the world. Reliex (https://reliex.com/) Reliex is Atlassian Platinum Marketplace Partner that provides Jira tools and add-ons for managing teams and organizing their workflows in the most productive way. We started our way in 2011 and since then have successfully launched three products: Activity Timeline, Find Duplicates and Email Notifications Digest. Our products are already used by 2000+ satisfied teams from Pinterest, Intel, Medtronic, KPMG and other companies around the world. TechTime Initiative Group Limited (https://www.techtime-initiative.com) TechTime Initiative Group, established in 2005, is a Gold Atlassian Solution Partner in New Zealand and Australia, and a Silver Atlassian Marketplace Partner with apps sold globally. TechTime provides Atlassian-specific consultancy to local customers from the government, financial, education, healthcare, and enterprise sectors. Based on the understanding gained through these services, it develops app-based solutions for Atlassian users globally to keep costs under control. --- For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries. --- Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-prague-presents-taking-back-control-in-atlassian/.

Been putting something off for too long? Join us for our **Bi-Weekly** **Co-Working Session** in creative driven **Safe Space Bookstore** — and let’s finally get it done, together. 📲 **Want reminders or to connect with others before/after?** Join our [WhatsApp group](https://chat.whatsapp.com/K6LidaoQhe16wZ0Se9pNM6), Keep contact via [Instagram](https://www.instagram.com/nocrastinationclub/) This is a soft, safe, supportive in-person space to move through procrastination with presence and companionship. Whether you’re working on admin tasks, tax return, writing, creative projects, or simply clearing your inbox — bring whatever you’ve been avoiding and we’ll gently focus beside you. 🕐 **Time**: 3:00 PM – 6:00 PM 📍 **Location**: Jaz in the City – Ground Floor Lounge: Windmühlgasse 28, 1060 Vienna, Austria 💻 **Bring**: Your laptop, journal, creative tools, or anything you’ve been procrastinating on 🌿 **Hosted by**: NoCrastination. ☕ Please do order something from the bar, so as to keep us in their good graces! Donations optional. **🪑Seating information:** * If this is your first time joining us, please look for **Fernando Goncalves** when you arrive * If you’d like to **work independently (without the Pomodoro arrangement)** but still be part of the group energy, just let Fernando know — we’ll make sure you’re comfortably included. 💛 🌱 **What to Expect** * **Drop in anytime** between **3:00–6:00 PM** — stay for a bit or settle in for the whole session * **Clarify your goals**: write down your measurable tasks for the day on a Post-it when you arrive * **Two spaces**: one for quiet focus, one for casual conversation. After each focus session, if you’re still in the flow, feel free to remain seated — no need to move. If you're up for a chat, join others in the social area for a relaxed break. * **Social start**: from **3:00 to 3:30 PM**, we mingle and get to know each other; our first focus session begins at **3:30 PM** * **Gentle structure**: we begin with a soft check-in and intention round * **Pomodoro-style rhythm**: We work in 45-minute focus blocks followed by 15-minute social breaks. If 45 minutes feels too long, feel free to break it into two 20-minute focus sessions with a short 5-minute reset in between. You’ll need to self-regulate these shorter cycles, just tune into your own flow and rejoin when ready. * **Quiet companionship**: no pressure to talk during focus time — just shared presence and support * **Welcoming space**: we meet in the creative, cozy lobby of the **Safe Space Bookstore** 💡 **New to Pomodoro?** Don’t worry — we’ll guide you gently. No apps or timers needed. 💬 Why Join? * Beat procrastination with gentle accountability * Reclaim your momentum without doing it alone * Enjoy a change of scenery that boosts your focus * Be part of a community that shows up — without hustle Bring your project. Bring your presence. Let’s work side-by-side. 💚

Lets meet a the Lounge in Hotel Pulse8for a drink or two. Penta Lounge is a fantastic bar/restaurant in Karlin. Just ask for Shahab group when you arrive. See you there :) Shahab

This group is for anyone who writes - for any reason. Have a thesis or article you need to write? Trying to finish a novel or an academic paper? This group is for you. We are currently meeting in-person at Locus Workspace. If you have any questions, contact Sonya Lano here or on Facebook or Messenger (https://www.facebook.com/sonya.lano). We start at 9:00, introduce ourselves, and share a few words about what we're working on and what we hope to accomplish during the session. At the end of the session, you can give us a brief recap of how it went. We'll break at noon. The afternoon session starts at 2:00 pm. You're welcome to join both sessions or just one. Please come as close to 9:00 as you can if you come for the morning session. If you come to the afternoon session, we are usually back by about a quarter to 2:00.

**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)

Join Voice Over Pros Of Ohio for an exciting morning of networking, and exploring opportunities in the world of voice acting. Whether you're a seasoned professional or just starting out, this event is perfect for expanding your network, learning how to start a VO business, and for honing your skills. Connect with fellow voice actors and VO experts, that will help you succeed in your voice over business. This event will feature discussions on professional development, entrepreneurship in the voice over industry, with tips for navigating the world of voice acting. Don't miss this unique opportunity to learn from others, collaborate with like-minded individuals, and take your voice over career to the next level. Join us Saturday, March 28, from 10am - 12pm and learn how to start or grow your voice over business. Let your voice be heard! The $10 fee covers refreshments and door prizes.

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!

Is your business taking more of your time than you would like? [Rob Young](https://www.linkedin.com/in/cinci-robyoung/) principal at [Stage 3 Group](https://www.linkedin.com/company/stage-3-group/), hosts this workshop series and is the author of Stage 3 Success. * Provides a framework and a playbook for leaders of emerging businesses * Reviews business management tools and techniques for scaling and maturing a business * How to recognize and leverage stories hidden in financial statements * How to implement financial and operational controls and use leading indicators to spot trouble before it occurs * How to manage your time for maximum effect * How to deal with nonperforming employees * How to create standard operating procedures throughout your organization Four sessions will include two hours of content and an optional 90-minute hands-on lab. Reserve your spot via this link: https://clintonvilleba.com/calendar/#!event/2026/3/20/chaos-to-clarity-to-control ($200 for non-CABA members.)

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