Financial Engineering

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

Looking to make new expat (or local) friends in Tbilisi? Join us for our weekly Friday meetup at the Crossroads bar. Whether you're an expat living in Tbilisi, or a local looking to make foreigner friends, you're welcome to join the event! You get to: ✅Meet new people from all around the world ✅Improve your English skills ✅Network with people with all sorts of backgrounds skills, or stories ✅Enjoy signature cocktails at the #1 expat bar in Tbilisi ✅Free attendance (just buy a drink) 🕒Time: 9 PM 📅Date: Every Friday 📍Place: Crossroads Bar

**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 – 17th 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 – 16th 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==)

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

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

**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 make new expat (or local) friends in Tbilisi? Join us for our weekly Friday meetup at the Crossroads bar. Whether you're an expat living in Tbilisi, or a local looking to make foreigner friends, you're welcome to join the event! You get to: ✅Meet new people from all around the world ✅Improve your English skills ✅Network with people with all sorts of backgrounds skills, or stories ✅Enjoy signature cocktails at the #1 expat bar in Tbilisi ✅Free attendance (just buy a drink) 🕒Time: 9 PM 📅Date: Every Friday 📍Place: Crossroads Bar

**✅ Salsa Wednesdays with Todd Smith!** **👉 Beginner Salsa Class** **$15 In Advance / $20 At the Door** 7:00 pm – 7:15 pm … Registration 7:15 pm – 8:15 pm … Beginner Class **👉 Intermediate Salsa Class** **= $15 In Advance / $20 At the Door** 8:15 pm – 8:30 pm Registration 8:30 pm – 9:30 pm Intermediate Class **👉 If You Take Both Salsa Classes** **= $25 In Advance / $35 At the Door** **👉 Buy Advance Tickets Now at:** https://columbussalsadancing.com/salsa-wednesdays-dance-class-tickets/ **👉 Questions? Text Todd @ (614) 774-8146**

**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

**Welcome to the Women’s Columbus Bogleheads® Sub-Group** This sub-group is for **women who want to learn and discuss finances in a safe, supportive space**. For those interested in moving towards financial independence and retirement by learning investment basics, choosing your 401(k) investments, minimizing taxes, and more. We’re a local chapter of **Bogleheads®**, following a long-term, practical investment philosophy: [Investment Philosophy](https://www.bogleheads.org/wiki/Bogleheads%C2%AE_investment_philosophy): https://www.bogleheads.org/wiki/Bogleheads%C2%AE_investment_philosophy [Bogleheads Forum](https://www.bogleheads.org/index.php): https://www.bogleheads.org/index.php No question is too small, and no experience is too simple. Share, ask, and learn — at your own pace, without judgment, in a group of like-minded women. Let’s build confidence and knowledge **together**!

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

If you are interested in selecting investment choices for your 401(k) or other workplace savings plan, minimizing your income tax liability, or identifying the most effective investments for your brokerage account, we are the group for you. We are a local chapter of Bogleheads, whose investment strategy can be found here: https://www.bogleheads.org/wiki/Bogleheads%C2%AE_investment_philosophy Or you can peruse the Boglehead forum here: https://www.bogleheads.org/index.php I look forward to seeing you there. Mark Vonder Haar

**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

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.