Machine Intelligence

Join us for a fun and relaxed evening at **Niema**! Practice languages, meet new people, and enjoy **live music** in a cozy, friendly atmosphere. ✨ Whether you’re a native speaker or just starting out, everyone is welcome! 🎉 Fun, casual conversations 🍻 Happy hour vibes 🌐 Connect across cultures Bring your best smile and an open mind. Let’s make it a night to remember! 💬🌟 💵 Free 📍 [https://maps.app.goo.gl/DLxPtzPb5T1AwWJXA?g_st=com.google.maps.preview.copy](https://maps.app.goo.gl/DLxPtzPb5T1AwWJXA?g_st=com.google.maps.preview.copy) 📲 Instagram : [https://www.instagram.com/cafeniema?igsh=cXF1ejJuZ2l2cWhp&utm_source=qr](https://www.instagram.com/cafeniema?igsh=cXF1ejJuZ2l2cWhp&utm_source=qr)

**REAL TALK Tbilisi – a Thursday English social club!** *Join us and bring your friends! Those who bring a newcomer have a discount!* As usual you'll have the opportunity to meet interesting people, make international friends, and also practice communicational skills in English along the way! Our meetings are organised in a way that allows you to have lively and interesting conversations with as many people as possible. You will be talking one-to-one with other participants, which will give you the opportunity to fully engage in a talk, while a welcoming and considerate host will be rotating participants in fixed periods of time. **THURSDAY – 5th of March** \| **19:30 – 22:00** **21PM — Kitchen, Coffee & Bar** \| Petre Melikishvili Street\, 21 [Google Maps](https://maps.app.goo.gl/5FyYMbUZPvmgx5fU6?g_st=ic) \| [Yandex Maps](https://yandex.com/maps/org/113571966544) *No registration! Simply come at the time of the event!* **Participation fee** 20 Lari *5 Lari* – *for those who* *will bring a newcomer!* Membership cards in store: • 8 meetings – 140 Lari • 12 meetings – 200 Lari • 16 meetings – 240 Lari Each card is valid for 6 months ⏳ **Timing** 19:30 – chatting in small groups 19:45ish – one-to-one conversations with rotations 21:15 – short break & time to pay 21:30 – conversational games or free chat 22:00 – finish 22:♾️ – afterparty with survivors A comfortalbe level of English: B1+ Your host – Keke get in touch on [Telegram](https://t.me/kekeshelia) [Join the Telegram chat](https://t.me/realtalktbilisi) / [go to Facebook page](https://www.facebook.com/realtalktbilisi) / [sign up on Instagram](https://instagram.com/realtalktbilisi?igshid=OGQ5ZDc2ODk2ZA==)

Weekly open mic night at Crossroads Bar! Join us every Thursday at 8:00 PM for an open mic style jam session where expats and locals come together to make music and have fun! Whether you're a seasoned musician or just love watching live music, you're more than welcome to join us. Time: Every Thursday, 8:00 PM Location: Crossroads Bar What to expect: \- A welcoming atmosphere for both performers and listeners \- Mix of musical styles and impromptu collaborations \- Great opportunity to meet fellow expats and music enthusiasts \- Friendly environment for all skill levels Bring along: \- Your instrument \(if you play one\) \- Your voice \(if you like to sing\) \- Your good vibes \(if you just want to enjoy the music\!\) No musical experience? No problem! Come enjoy the atmosphere, meet new people, and be part of our growing community. Free entry!

🌟AWS User Group Tbilisi invites you to AWS 2025 re:Invent re:Cap🌟 Missed **AWS re:Invent 2025 in Las Vegas?** We’re bringing the biggest announcements, innovations, and insights directly to Tbilisi. Join us for an evening dedicated to the essence of the world’s largest cloud conference. This re:Cap event will highlight the most impactful updates, breakthrough innovations, and strategic insights from AWS re:Invent 2025 — helping you understand what will shape cloud strategies in 2026 and beyond. Explore the latest advancements across AI/ML, Generative AI, analytics, security, Kubernetes, and industry-specific cloud solutions. Dive into deep technical discussions, gain practical knowledge, and discover how the newest AWS capabilities can elevate your architectures and projects. This is more than just a recap — it’s an opportunity to connect with fellow cloud engineers, architects, DevOps professionals, and engage directly with AWS technical representatives. Whether you're building scalable platforms, modernizing infrastructure, or exploring AI-driven solutions, this event will give you actionable insights to move forward with confidence. Let’s decode re:Invent together — right here in Tbilisi. 📅 Date: **2026 March of 6th** 🕒 Time: **17:00 (UTC+4)** 🔗 Register Here: [https://forms.gle/ik6iz8S7n1ugt7SA9](https://forms.gle/ik6iz8S7n1ugt7SA9) 🌐 Venue: **[Georgia, Tbilisi, Ilia State University, Building T, Auditorium T102 1st floor](https://maps.app.goo.gl/mNUWofjUMeZDbHox5)** 🎉**Agenda:** **17:00 -17:30 Doors Opens** **17:30 – 18:10 From Spot.io to Karpenter: A Deep Dive into Kubernetes Migration - Viktar Mikalayeu** Kubestronaut \| SRE \| AWS Solutions Architect \| FinOps Consultant \| AWS Community Builder \| CKS \| CKA \| CKAD \| Open\-source \| AI Enthusiast A real\-world Kubernetes migration journey covering: Autoscaling evolution Cost optimization strategy Operational lessons learned Production challenges Best practices for 2026 **18:10 – 18:25 Coffee Break / Networking** **18:15 – 19:45 AWS re:Invent re:Cap - Giorgi** **Semenikhin and Alexandr Bernadskiy @AWS @TBC** A curated summary of the most impactful announcements from re:Invent 2025, including: Generative AI & Bedrock updates Infrastructure & Kubernetes innovations Security & Zero-Trust enhancements Data & Analytics advancements FinOps & cost optimization improvements What matters most for 2026 planning **19:45 – 20:30 TCP Networking with Community** 👉 **Why Attend AWS Community Meetup?** ✨ Unlock the Potential of AWS: Explore the latest innovations, best practices, and case studies that will empower your organization to thrive in the cloud. 🤝 Connect with Experts: Engage with AWS experts, solution architects, and partners to get answers to your toughest questions and learn about AWS services. 🚀 Networking Opportunities: Connect with fellow cloud enthusiasts, exchange ideas, and expand your professional network

New faces. Real talk. No pressure. Join us for Speed Friending at Niema — the easiest (and most fun) way to meet people in the city. Whether you’re new in town, a creative soul, or just tired of small talk—this night is for you. 💵Free 📍 https://maps.app.goo.gl/NTsnCf5C6WHgnBAHA?g_st=ic Instagram 📲: https://www.instagram.com/cafeniema/profilecard/?igsh=cXF1ejJuZ2l2cWhp

Join us on March 8 at **Niema Bar**, where every woman feels safe, valued, and celebrated. Let’s honor women power with great music, good vibes, and special drinks. Cheers to strength, confidence, and sisterhood! 🍸✨ 💵Free 📍 [https://maps.app.goo.gl/NTsnCf5C6WHgnBAHA?g_st=ic](https://maps.app.goo.gl/NTsnCf5C6WHgnBAHA?g_st=ic) 📲: [https://www.instagram.com/cafeniema/profilecard/?igsh=cXF1ejJuZ2l2cWhp](https://www.instagram.com/cafeniema/profilecard/?igsh=cXF1ejJuZ2l2cWhp)

**REAL TALK Tbilisi – a Saturday English social club** *Join us and bring your friends! Those who bring a newcomer have a discount!* As usual you'll have the opportunity to meet interesting people, make international friends, and also practice communicational skills in English along the way! Our meetings are organised in a way that allows you to have lively and interesting conversations with as many people as possible. You will be talking one-to-one with other participants, which will give you the opportunity to fully engage in a talk, while a welcoming and considerate host will be rotating participants in fixed periods of time. **SATURDAY – 7th of March** \| **14:00 – 16:30** **Coffee Lair the coffee shop** \| 14 Giorgi Chitaia St\. [Google Maps](https://maps.app.goo.gl/q6eX32Gi5p4LTcZm8?g_st=ic) \| [Yandex Maps](https://yandex.com/maps/org/116279744418) *No registration! Simply come at the time of the event!* **Participation fee** 20 Lari *5 Lari* – *for those who* *will bring a newcomer!* Membership cards in store: • 8 meetings – 140 Lari • 12 meetings – 200 Lari • 16 meetings – 240 Lari Each card is valid for 6 months ⏳ **Timing** 14:00 – chatting in small groups 14:15-ish – one-to-one conversations with rotations 15:45 – short break & time to pay 16:00 – conversational games or free chat 16:30 – finish 16:3♾️ – afterparty with survivors A comfortalbe level of English: B1+ Your host – Serge get in touch on [Telegram](https://t.me/sergbalm) [Join the Telegram chat](https://t.me/realtalktbilisi) / [go to Facebook page](https://www.facebook.com/realtalktbilisi) / [sign up on Instagram](https://instagram.com/realtalktbilisi?igshid=OGQ5ZDc2ODk2ZA==)

Tbilisi is full of internationals, travelers, digital nomads, and locals who speak 4 languages but still say "cheers" in all of them. This Saturday, we’re turning **Bar Niema** into your **global living room** — loud, friendly, and a little chaotic. This isn’t a networking event. It’s not a language exchange. It’s a **house party** — and you’re invited. 💵Free 📍 \*\*Location:\*\* [https://maps.app.goo.gl/nvPMP6HHfPgTDm6E8](https://maps.app.goo.gl/nvPMP6HHfPgTDm6E8) Instagram : [https://www.instagram.com/cafeniema?igsh=cXF1ejJuZ2l2cWhp&utm_source=qr](https://www.instagram.com/cafeniema?igsh=cXF1ejJuZ2l2cWhp&utm_source=qr)

**REAL TALK Tbilisi – a Sunday English social club at Sative Space** We have Sunday meetings at a special place at Sative Space! They’ve got: – a cafe, coworking, and gym – PlayStations – pets entry *So join us and bring your friends! Those who bring a newcomer have a discount!* As usual you'll have the opportunity to meet interesting people, make international friends, and also practice communicational skills in English along the way! Our meetings are organised in a way that allows you to have lively and interesting conversations with as many people as possible. You will be talking one-to-one with other participants, which will give you the opportunity to fully engage in a talk, while a welcoming and considerate host will be rotating participants in fixed periods of time. **SUNDAY – 8th of Match** \| **18:00 – 20:30** **Sative Space** \| 49b Ilia Chavchavadze Avenue ‼️*There’s another building with the same address. It’s a swimming pool club. Sative Space is on the opposite side!* [Google Maps](https://maps.app.goo.gl/NMZxEbdGstBZgBhs6?g_st=ic) \| [Yandex Maps](https://yandex.com/maps/org/sative_space/179495844640) *No registration! Simply come at the time of the event!* **Participation fee** 20 Lari *5 Lari* – *for those who* *will bring a newcomer!* Membership cards in store: • 8 meetings – 140 Lari • 12 meetings – 200 Lari • 16 meetings – 240 Lari Each card is valid for 6 months ⏳ **Timing** 18:00 – chatting in small groups 18:15ish – one-to-one conversations with rotations 19:45 – short break & time to pay 20:00 – conversational games or free chat 20:30 – finish A comfortalbe level of English: B1+ Your host – Keke get in touch on [Telegram](https://t.me/kekeshelia) [Join the Telegram chat](https://t.me/realtalktbilisi) / [go to Facebook page](https://www.facebook.com/realtalktbilisi) / [sign up on Instagram](https://instagram.com/realtalktbilisi?igshid=OGQ5ZDc2ODk2ZA==)

Looking to belt your heart out on a Sunday? Join us for **Karaoke Night with Faisal** at Crossroads Bar! 🎤 Whether you’re an expat or a local legend-in-the-making, grab the mic and jump in. You’ll get to: ✅ Sing your favorite hits (solo, duet, or hype squad) ✅ Meet friendly locals & expats alike ✅ Improve your English while having fun ✅ Sip signature cocktails at Tbilisi’s #1 expat bar ✅ Free entry (just grab a drink) 🕘 **Time:** 9 PM 📅 **Date:** Every Sunday 📍 **Place:** Crossroads Bar, Tbilisi

**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

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.

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

**Opening Talk:** Luisa will demo a sassy AI-powered plant built in FastAPI using GPT-4o to explore personality, dialogue design, and human-AI interaction. **Main Talk:** What about using certain CLIs puts a smile on your face and gets you telling all your friends and colleagues about it? The Unix philosophy emphasizes simplicity, modularity, and the idea that programs should do one thing well and work together. However, CLI programs are primarily used by humans. Programs that you actually enjoy using can achieve both of these aims of composability and human-centeredness. This talk explores what makes CLIs great: fast, trusted, and delightful. Through real-world examples from modern tools like uv, cargo, ripgrep, and GitHub CLI, you'll learn the design patterns that separate good CLIs from great ones. Whether you're building package managers, creating developer tools, or just curious why modern CLIs feel so much better, you'll leave with a practical checklist of techniques to apply to any CLI tool you build. **Agenda:** 7:00pm - Opening announcements 7:10pm - Opening Topic - Build an AI-powered, Sassy Speaking Plant 7:25pm - Main Topic - --help: Designing Delightful CLIs 7:50pm - Q&A

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

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.