Data Visualization

Hello, People of the World! We’ve decided to host a weekly event in Tbilisi for internationals, expats, nomads, travelers, and Georgians who love to connect through languages and cultures. This is a welcoming space where everyone contributes something personal—language skills, stories, or just good vibes—for the benefit of the group. Whether you're here short-term or long-term, come meet new people in a fun, relaxed environment. We’ll share travel tales, language tips, and laughter over drinks, board games, or casual conversations. The concept is simple but powerful: connect, exchange, and enjoy. You’ll be surprised how much we all have in common—starting with funny stories from life in Tbilisi! Join us, bring your voice, and be part of this growing international community. We look forward to seeing you! 📅 Date: Every Saturday 📍 Location: G. Kikodze 5 ⏰ Time: from 10 pm until midnight 🎟️ Entry: Free (Buy drinks in the bar) Cafe La Mano Location: https://maps.app.goo.gl/q1cAkaiJYnnKBVej9 Join Expats group here: [https://chat.whatsapp.com/IUnd6m86Ado8R8FFaeGsdC](https://chat.whatsapp.com/IUnd6m86Ado8R8FFaeGsdC) (expat bar Tbilisi, cocktail bar, karaoke night, language exchange, live music, dive bar, board games, expat social, Tbilisi night life, Where to drink in Tbilisi, Tbilisi bar for foreigners. English-speaking bar Tbilisi. International crowd Tbilisi bar. Best bar in Tbilisi for expats. Live music Tbilisi bar. Expat events Tbilisi. Social bar Tbilisi. Tbilisi international pub. Friendly bar in Tbilisi. Tbilisi bar with English menu. Meet new people in Tbilisi)

**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 – 9th of May** | **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==)

Come alone or bring a friend — this night is made for easy conversations, new people, and good drinks. No pressure. No loud chaos. Just a cozy bar, real cocktails, and a chance to meet someone interesting in Tbilisi. What to expect: Good music, friendly people, signature cocktails, Georgian beer, and a relaxed atmosphere for talking. Time: 18:00–01:00 Place: Real Bar Address: Lado Asatiani 56, Tbilisi Vibe: social, cozy, casual Language: English-friendly Come as you are. Stay Real.

Hello, People of the World! We’ve decided to host a weekly event in Tbilisi for internationals, expats, nomads, travelers, and Georgians who love to connect through languages and cultures. This is a welcoming space where everyone contributes something personal—language skills, stories, or just good vibes—for the benefit of the group. Whether you're here short-term or long-term, come meet new people in a fun, relaxed environment. We’ll share travel tales, language tips, and laughter over drinks, board games, or casual conversations. The concept is simple but powerful: connect, exchange, and enjoy. You’ll be surprised how much we all have in common—starting with funny stories from life in Tbilisi! Join us, bring your voice, and be part of this growing international community. We look forward to seeing you! 📅 Date: Every Saturday 📍 Location: G. Kikodze 5 ⏰ Time: from 10 pm until midnight 🎟️ Entry: Free (Buy drinks in the bar) Cafe La Mano Location: https://maps.app.goo.gl/q1cAkaiJYnnKBVej9 Join Expats group here: [https://chat.whatsapp.com/IUnd6m86Ado8R8FFaeGsdC](https://chat.whatsapp.com/IUnd6m86Ado8R8FFaeGsdC) (expat bar Tbilisi, cocktail bar, karaoke night, language exchange, live music, dive bar, board games, expat social, Tbilisi night life, Where to drink in Tbilisi, Tbilisi bar for foreigners. English-speaking bar Tbilisi. International crowd Tbilisi bar. Best bar in Tbilisi for expats. Live music Tbilisi bar. Expat events Tbilisi. Social bar Tbilisi. Tbilisi international pub. Friendly bar in Tbilisi. Tbilisi bar with English menu. Meet new people in Tbilisi)

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

**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 – 10th of May** | **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==)

**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 – 9th of May** | **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==)

Come alone or bring a friend — this night is made for easy conversations, new people, and good drinks. No pressure. No loud chaos. Just a cozy bar, real cocktails, and a chance to meet someone interesting in Tbilisi. What to expect: Good music, friendly people, signature cocktails, Georgian beer, and a relaxed atmosphere for talking. Time: 18:00–01:00 Place: Real Bar Address: Lado Asatiani 56, Tbilisi Vibe: social, cozy, casual Language: English-friendly Come as you are. Stay Real.

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. 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)

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

**We'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron You can download documents, or clone/fork the repository. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377 Passcode: 940392 **If you can't get in, please call me at: 734 223-3307** **The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

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.