Data Visualization

## **Stop Living the Typical Expat Life! Meet Real Local Friends at Culcom** 🍻✨(Free only for forigners) Are you tired of the "Home → Work → Home" routine? Finding Korean friends who actually vibe with you in English isn't always easy. That’s why we’re here. At **Culcom Daejeon**, we’re not about boring textbooks. We’re about **real connections.** Since 2004, we’ve been the go-to spot for expats and locals to hang out, share stories, and build a "second family" in Korea. 🌉🤝 *** ### **What’s Waiting for You?** 📋 * **Real Talk:** Skip the "How are you?" and dive into dating, culture, and life with 40\~70 people every night. * **Small Groups:** You'll be placed in a cozy team (5-7 people) so everyone gets a chance to speak. * **Free Perks:** Enjoy **unlimited self-service beer**, snacks, and a super chill vibe. 🍺🥨 * **Beyond the Cafe:** We don’t just sit and talk. We do ski trips, kimchi making, casino nights, and wine parties! 🎿🍷 ### **When & Where?** 📍 * **Time:** 8:00 PM – 10:00 PM (Every Mon, Tue, Wed, Thu) * **Place:** 5F, 487, Daejong-ro, Jung-gu, Daejeon (Right in the heart of the city!) * **Inquiry:** 010-8268-1638 ### **What Happens When You Arrive?** 🕒 1. **Welcome:** Chat with our friendly staff and get to know the Culcom vibe. (Don't forget to say you came through **Meetup**! 😉) 2. **1:1 Matching:** If you want, sign up for a personal language exchange partner. 3. **The Main Event (2 hours):** Meet a bunch of new Korean friends and chat away in English! ### **FAQ** 💬 * **Is there any hidden charge?** Nope, not at all. * **What if I’m late?** No worries! You're always welcome, but coming on time is more fun for everyone. 🏃‍♂️💨 * **Can I bring a friend?** Please do! We’ll give you a big hug if you bring your crew. XD 🤗 ### **Check Our Vibe!** 🎥 Curious what we actually do? Check out these clips: * [Beerpong Night 🍺](http://vimeo.com/101484635) * [Kimchi Making 🥬](http://vimeo.com/57131651) * [Casino Night 🃏](http://vimeo.com/136714567) **"Come for the English. Stay for the people."** See you at the 5th floor! 👋✨

✨❣️🎆🎇🧡🌟Meeting new Korean friends in Daejeon (Free only for forigners)❣️🌟🎇🎆🧡 Time: 11:00AM-13:00PM // 18:00PM - 20:00PM every week on Monday, Tuesday, Wednesday, Thursday 11:00AM-13:00PM every weekend on Saturday, Sunday 👉 We are the awesome language exchange cafe with warm and great mood, you can learn language, and culture, meet new people, and make friends a lot( Foreigners & Korean) 🎷Free drinks, snacks and parties // Learning Korean for language exchange are available. 🌆🌌❣️ ❣️Please do not judge availability by current RSVPs through Meetup cause we’re much more active on other platforms as like Instagram and generally only receive a few RSVPs via Meetup. You can make many wonderful friends here!! Let’s make great moment altogether!!🎷🍻 Place: 1066 3rd floor, Dunsan-dong, Seo-gu, Daejeon our map [https://naver.me/xDJXc1Q1](https://naver.me/xDJXc1Q1)

## **Stop Living the Typical Expat Life! Meet Real Local Friends at Culcom** 🍻✨(Free only for forigners) Are you tired of the "Home → Work → Home" routine? Finding Korean friends who actually vibe with you in English isn't always easy. That’s why we’re here. At **Culcom Daejeon**, we’re not about boring textbooks. We’re about **real connections.** Since 2004, we’ve been the go-to spot for expats and locals to hang out, share stories, and build a "second family" in Korea. 🌉🤝 *** ### **What’s Waiting for You?** 📋 * **Real Talk:** Skip the "How are you?" and dive into dating, culture, and life with 40\~70 people every night. * **Small Groups:** You'll be placed in a cozy team (5-7 people) so everyone gets a chance to speak. * **Free Perks:** Enjoy **unlimited self-service beer**, snacks, and a super chill vibe. 🍺🥨 * **Beyond the Cafe:** We don’t just sit and talk. We do ski trips, kimchi making, casino nights, and wine parties! 🎿🍷 ### **When & Where?** 📍 * **Time:** 8:00 PM – 10:00 PM (Every Mon, Tue, Wed, Thu) * **Place:** 5F, 487, Daejong-ro, Jung-gu, Daejeon (Right in the heart of the city!) * **Inquiry:** 010-8268-1638 ### **What Happens When You Arrive?** 🕒 1. **Welcome:** Chat with our friendly staff and get to know the Culcom vibe. (Don't forget to say you came through **Meetup**! 😉) 2. **1:1 Matching:** If you want, sign up for a personal language exchange partner. 3. **The Main Event (2 hours):** Meet a bunch of new Korean friends and chat away in English! ### **FAQ** 💬 * **Is there any hidden charge?** Nope, not at all. * **What if I’m late?** No worries! You're always welcome, but coming on time is more fun for everyone. 🏃‍♂️💨 * **Can I bring a friend?** Please do! We’ll give you a big hug if you bring your crew. XD 🤗 ### **Check Our Vibe!** 🎥 Curious what we actually do? Check out these clips: * [Beerpong Night 🍺](http://vimeo.com/101484635) * [Kimchi Making 🥬](http://vimeo.com/57131651) * [Casino Night 🃏](http://vimeo.com/136714567) **"Come for the English. Stay for the people."** See you at the 5th floor! 👋✨

## **Stop Living the Typical Expat Life! Meet Real Local Friends at Culcom** 🍻✨ Are you tired of the "Home → Work → Home" routine? Finding Korean friends who actually vibe with you in English isn't always easy. That’s why we’re here. At **Culcom Daejeon**, we’re not about boring textbooks. We’re about **real connections.** Since 2004, we’ve been the go-to spot for expats and locals to hang out, share stories, and build a "second family" in Korea. 🌉🤝 *** ### **What’s Waiting for You?** 📋 * **Real Talk:** Skip the "How are you?" and dive into dating, culture, and life with 40\~70 people every night. * **Small Groups:** You'll be placed in a cozy team (5-7 people) so everyone gets a chance to speak. * **Free Perks:** Enjoy **unlimited self-service beer**, snacks, and a super chill vibe. 🍺🥨 * **Beyond the Cafe:** We don’t just sit and talk. We do ski trips, kimchi making, casino nights, and wine parties! 🎿🍷 ### **When & Where?** 📍 * **Time:**11:00 AM – 13:00 PM (Every Weekend) * **Place:** 5F, 487, Daejong-ro, Jung-gu, Daejeon (Right in the heart of the city!) * **Inquiry:** 010-8268-1638 ### **What Happens When You Arrive?** 🕒 1. **Welcome:** Chat with our friendly staff and get to know the Culcom vibe. (Don't forget to say you came through **Meetup**! 😉) 2. **1:1 Matching:** If you want, sign up for a personal language exchange partner. 3. **The Main Event (2 hours):** Meet a bunch of new Korean friends and chat away in English! ### **FAQ** 💬 * **Is there any hidden charge?** Nope, not at all. * **What if I’m late?** No worries! You're always welcome, but coming on time is more fun for everyone. 🏃‍♂️💨 * **Can I bring a friend?** Please do! We’ll give you a big hug if you bring your crew. XD 🤗 ### **Check Our Vibe!** 🎥 Curious what we actually do? Check out these clips: * [Beerpong Night 🍺](http://vimeo.com/101484635) * [Kimchi Making 🥬](http://vimeo.com/57131651) * [Casino Night 🃏](http://vimeo.com/136714567) **"Come for the English. Stay for the people."** See you at the 5th floor! 👋✨

Korean Class at Culcom Eunhaeng! Want to learn Korean for free? Join our Korean Class for Foreigners at Culcom Daejeon! Schedule: Every Thursday 7-8pm & Saturday 1-2pm Fee: FREE! Location: Culcom Eunhaeng A Korean class taught by a **professional Korean language instructor** for foreigners living in Korea. This class starts from the **beginner level**, so even if you don’t know Hangul or basic grammar, you’re totally welcome. We focus on real-life Korean, practical expressions, and speaking confidence not just textbook Korean. **Class Schedule** Thursday 7:00–8:00 PM Saturday 1:00–2:00 PM Small group classes, friendly atmosphere, and plenty of chances to speak and ask questions. If you want to feel more comfortable living in Korea and communicate more naturally, this class is for you. How to Join? Text 010-8268-1638 to book a consultation and get started!

✨❣️🎆🎇🧡🌟Meeting new Korean friends in Daejeon (Free only for forigners)❣️🌟🎇🎆🧡 Time: 11:00AM-13:00PM // 18:00PM - 20:00PM every week on Monday, Tuesday, Wednesday, Thursday 11:00AM-13:00PM every weekend on Saturday, Sunday 👉 We are the awesome language exchange cafe with warm and great mood, you can learn language, and culture, meet new people, and make friends a lot( Foreigners & Korean) 🎷Free drinks, snacks and parties // Learning Korean for language exchange are available. 🌆🌌❣️ ❣️Please do not judge availability by current RSVPs through Meetup cause we’re much more active on other platforms as like Instagram and generally only receive a few RSVPs via Meetup. You can make many wonderful friends here!! Let’s make great moment altogether!!🎷🍻 Place: 1066 3rd floor, Dunsan-dong, Seo-gu, Daejeon our map [https://naver.me/xDJXc1Q1](https://naver.me/xDJXc1Q1)

Sunday Tea Club was founded in Daejeon in 2023. Created as a quiet alternative to Korea’s typical drinking and nightlife culture, the club offers a calm, meaningful way to spend your Sunday afternoons. If you’ve ever wished for a slower, more mindful space to enjoy afternoon tea and gentle conversation — you’re more than welcome to join us! Participant fee 15,000won+order 1drink(The participation fee is only paid once — at your first visit. All fees are collected and reinvested into the club to purchase new teaware, high-quality teas, or ingredients for future gatherings.)

**What to Expect** Weekly in-person language exchange meetups in a relaxed café setting. Meet locals and internationals, practice languages, and make new friends. Every round, groups rotate so you can talk to different people. **Who Comes** A mix of locals and internationals learning each other's languages. Most conversations are Korean–English, but everyone is welcome. **How It Works** 1. Join our open chat: [https://open.kakao.com/o/gLvLBEai](https://open.kakao.com/o/gLvLBEai) 2. Book your spot 3. Show up and start talking You can come alone or with friends. \-\-\-\-\- 편안한 카페 분위기에서 진행되는 주 1회 오프라인 언어 교환 모임입니다. 한국인과 외국인이 함께 만나 언어를 연습하고 새로운 사람들을 만날 수 있습니다. 매 라운드마다 그룹이 바뀌어 여러 사람과 대화할 수 있습니다. **참여 방법** 1\. 오픈채팅 참여 https://open.kakao.com/o/gLvLBEai 2\. 모임 신청 3\. 모임 참여하고 언어교환 시작 혼자 오셔도 좋고 친구와 함께 오셔도 됩니다.

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

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)

**Abstract:** This is a practical playbook for building a production-grade data lakehouse. It walks through foundational principles — naming conventions, least-privilege access, automated CI/CD testing — before diving into medallion architecture. Furthermore, metadata-driven design patterns show how configuration tables and dynamic notebook orchestration eliminates hard-coded pipelines. The deck covers star schema modeling, guidance on choosing between Spark, Pandas, and SQL, and data quality enforcement using DQX with YAML data contracts. Finally, we dive into security best practices and performance optimizations. **Host:** Justin Shea, Mehdi Jeddi, Erik Pak, and Sou-Cheng Choi **Talk Format:** This is a hybrid event. To attend online, join us on Zoom here at 6pm: https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1 Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor:** Adyen, UIC College of Business, and PyData Chicago co-host this event. UIC will provide the meeting site. Adyen will sponsor pizza and soft drinks for the onsite participants. **Address:** University of Illinois - Chicago, Douglass Hall, Room 220, 705 S Morgan St, Chicago, IL 60607 **Logistics:** “UIC Douglass Hall” is recognized on Google Maps, which can guide you through campus. Once you arrive, proceed to the second floor, room number 220

**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 Casual Boardgames, where we enjoy classic tabletop games and social deduction games while bonding over good food, drinks, and great conversations. 
We started this group to meet new people and make new friends, and bonding over games in a relaxed atmosphere is a great way to do that. We currently meet near route 23 and Polaris Parkway, and this is close to areas like Powell, Lewis Center, Worthington, and parts of Westerville and Columbus. 
Feel free to bring your own games or play one of the many games our members bring. If you are inexperienced, we will help you learn. 
Here are just a few examples of the kind of games we play. 
Tabletop/board games: Splendor, Catan, Azul, Dominion, 7 Wonders… 
Social deduction games: Code Names, Chameleon, Werewords… 
IMPORTANT: 
1. While we love playing a variety of games and competing, we are not just about the games. We interact and talk while playing, and this leads to a lot of laughter and fun. If you just want to compete and focus solely on the game, then this is probably not the group you are looking for. 
2. Many people join groups like this and never (or rarely) show up after weeks or months. If you join and never really come, we will eventually remove you from the group as a courtesy to our members. Why? Because limiting group conversations (on the app) to regular members makes communication and planning much easier. Also, while it may be rare, it protects members from people who join because they are interested in following a person instead of having a real interest in our group. If you get removed, it is just because you haven’t come, and we follow this protocol as a courtesy to our regular game players.

**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

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.