Algorithms

**REAL TALK Tbilisi – a Tuesday 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. **TUESDAY – 12th of May** | **19:30 – 22:00** **Seven Roads Bar** | Kita Abashidze Street\, 4 [Google Maps](https://maps.app.goo.gl/X2ch6jyh6xBFnhjS6?g_st=ic) | [Yandex Maps](https://yandex.com/maps/org/100722721626) *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 – 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==)

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)

Whether you're looking to practice your **Georgian**, polish your **English**, or dive into any other language, **La Mano** provides the perfect laid-back atmosphere to bridge the gap between cultures. No formal lessons here—just good vibes and great people. ### Event Details * **When:** Every Thursday * **Time:** 10:00 PM * **Where:** La Mano, [G. Kikodze Street #5](https://www.google.com/search?q=https://www.google.com/maps/search/%3Fapi%3D1%26query%3DG.%2BKikodze%2Bstreet%2B5%2BTbilisi) *** ### Why Join Us? * **Diverse Community:** Meet locals, expats, and travelers from all over the world. * **Casual Setting:** Swap the classroom for a cozy bar environment. Grab a drink, find a table, and start talking. * **All Levels Welcome:** From absolute beginners to native speakers—everyone has something to share. > **Pro Tip:** Don't be shy! Most people come alone and leave with a dozen new friends. Just look for the signs or ask the staff where the exchange is happening. Join our community here: https://chat.whatsapp.com/IUnd6m86Ado8R8FFaeGsdC Address: https://maps.app.goo.gl/H5R3mXk3qw7SnS1F7

Looking to expand your social circle and meet new people in **Tbilisi’s international community**? Join us for a fun and relaxed gathering where **expats, internationals, digital nomads, travelers, and locals** come together to connect, share stories, and build new friendships. Whether you're **new to Tbilisi**, here long-term, or simply looking to meet fresh faces, this is the perfect opportunity to socialize, break the ice, and join a warm, **welcoming, safe space** (female-owned bar) known for its inclusive vibes. **Date:** Every Wednesday **Location:** https://maps.app.goo.gl/q1cAkaiJYnnKBVej9 ⏰ **Time:** From 10 PM until midnight ️ **Entry:** Free (Buy drinks in the bar) Come alone or bring a friend—either way, you're sure to meet **new friends**, enjoy **international conversations**, practice languages, and connect with Tbilisi’s most active **expat & socializing community**! Join Expats in Tbilisi chat: [https://chat.whatsapp.com/IUnd6m86Ado8R8FFaeGsdC](https://chat.whatsapp.com/IUnd6m86Ado8R8FFaeGsdC) We are looking forward to seeing you!

**Kathmandu Reboot — A Small-Group Journey for Founders & Builders** This is not a typical trip to Nepal. Kathmandu - Reboot is a small-group experience for entrepreneurs, startup founders, and people in transition — designed as a pause to step out of your usual environment and gain clarity on what’s next. The focus is not on tourism, but on resetting your mind and perspective. Slowing down, creating space to think, and looking at your work and life from a different angle. We combine the unique atmosphere of the Kathmandu Valley — ancient cities, temples, "places of power", and culturally significant places — with simple, practical mindfulness sessions. No esoteric elements, no pressure — just a structured environment for reflection and meaningful conversations. **Who it’s for** — founders and entrepreneurs — people navigating change or considering their next move — anyone feeling the need to reboot and refocus **About the organizers** The trip is led by two founders (Kirill, the founder of this group and his friend Natasha) with entrepreneurial backgrounds, who have been using mindfulness practices for many years as a core support in their work — helping them stay effective, grounded, and sustainable through uncertainty and pressure. Kirill has spent extended time living in and exploring the Kathmandu Valley, particularly through the lens of Tibetan Buddhist meditation, and recognized its unique potential as an environment for a deep reboot. **What to expect** — 9 days in the Kathmandu Valley — curated program: walks, cultural exploration, reflection sessions, and free time — small group format for depth and quality interaction **Program (short overview)** — Bhaktapur and Patan (ancient cities, cultural and architectural context of the valley) — great Boudha Stupa and Swayambhu (key Buddhist sites, atmosphere for observation and reflection) — powerful monasteries and shrines (exposure to living practice and environment) — Nagarkot area (nature setting, sunrise point) The route is designed to move between cultural landmarks and places with a distinct contemplative quality, creating a varied but coherent experience of the valley. **Logistics** — comfortable hotel accommodation — all local transportation included — fully organized, all-inclusive experience on the ground **Dates** — Next trip: March 17-26 — Autumn cohort planned (October/November) For details and availability, message the organizer directly.

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

Kick off the weekend at the new spot! We’re bringing back that signature La Mano energy for a night dedicated to the four pillars of a perfect Friday: **Fun, Drinks, Dance, and Talk.** Whether you’re here to catch up with old friends over a glass of Georgian wine, meet new faces in the expat community, or lose yourself on the dance floor to a mix of house and retro-grooves, we’ve got a spot for you. **Expect:** * **The Social Hour:** Chill vibes and deep talks from 10:00 PM to 11:30 PM. * **The Late-Night Groove:** We turn up the volume and clear the floor at 11:00 PM. * **Signature Mixes:** Special cocktail offers all night. *No guest list, no pretension—just the La Mano family doing what we do best* **Location:** La Mano Bar . G. Kikodze 5 https://maps.app.goo.gl/q1cAkaiJYnnKBVej9 **Date:** Friday, March 27 **Time:** 10:00 PM – Late

**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 – 14th of May** | **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==)

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 are excited to host Guided Meditations on Sundays at 6 pm in our Ashram/Gallery/Home! !! !! Everyone wants to know what kind of God we worship and what kind of meditation we do. We worship the GOD that LOVES US! We understand that god is an energy and it lives in us as us. Our meditations guide others to actually experience that energy! xoxo We don't just talk about peace, love and affection, we experience it :) Also we are a home not a business, so we enjoy building community one friend at a time. We always build in time for people to mingle & develop friendships! xoxo Much Love, Frank Tennyson Namaste, Frank Tennyson http://photos3.meetupstatic.com/photos/event/a/f/9/9/600_447824953.jpeg

**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** TBD **YouTube Link** TBD

Join us for an hour of writing! We’ve discovered that it’s strikingly helpful to write with other writers. See if it’s true for you at 7:00pm on Wednesday, February 11 at Streetlight Guild. Be it a book, blog, script, essay, dissertation, resume, melody, poem or just plain work stuff, you are invited to write it with us. No one will see what you've written or give you unsolicited advice. Instead of just thinking about writing, come and get some real writing done. **SCHEDULE:** 6:45ish - Quick introductions 7:00 - Timer starts: write for 1 hour 8:00 - The End **OPTIONAL SOCIALIZING** happens before and after the writing hour. Writing is very solitary. Connecting (and sometimes even commiserating) with other writers is a cool thing. **BEING LATE IS OKAY:** just show up and get settled! If you were on time, please be willing to make room for the friendly latecomer. Happy writing & I look forward to seeing you at Streetlight Guild! **WHAT SHOULD I BRING?** Whatever you need to be able to write! You're welcome to bring earplugs/headphones if noise will bother you! **OTHER IMPORTANT DETAILS:** * **RSVP:** Please RSVP by 6:00pm the evening of the meeting. This helps me know how many to expect, and if we'll need additional space! * **COVID:** While masks are not required, please be mindful of the other writers around you and their comfort levels. * **WIFI/OUTLETS:** Outlets are limited, so please ensure your devices are charged when you come! But Streetlight Guild does have free WiFi! Yay! * **PARKING:** There is free public parking at Streetlight Guild.

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.

**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