Natural Language Processing

안녕하세요, Have you been watching a lot of Korean dramas, but can't get past "안녕하세요" (annyeonghaseyo) and "감사합니다" (kamsahamnida)? Or simply want to say out a line from a drama? join us to pick up some Korean at Saturday Korean: 토요일 한국어. It is best that you already have some working knowledge of the Korean language so that you will have a smoother conversation. All our language-learning meetup events are free of charge. WE WANT KOREAN SPEAKERS TOO! We are on a constant lookout for proficient Korean speakers (not necessarily native) to come and share their knowledge of the language and culture. If you speak the language, come join us, help others learn and make lots of friends. See you there! 한국어 화자를 기다리고 있습니다! 유창한 한국어 구사자 (반드시 원어민일 필요는 없음) 분이시라면 저희와 함께 언어와 문화에 대한 지식을 공유해보시는 건 어떨까요. 다른 한국어 학습자들이 한국어를 배우도록 도와주고 많은 친구도 사귀어 보세요. 곧 만나요. 1. NO COMMERCIAL ACTIVITIES We welcome anyone who is keen to learn a language or help others learn the language. However, this is NOT the platform for individuals who have other intentions, such as recruiting members for their business or organisation or selling products or services. We will not hesitate to ask such individuals to stop attending our meetups if they have been found to be pestering our members for such purposes. 2. GETTING THERE Nearest MRT station: Promenade MRT Station. LOCATING US INSIDE THE FOOD COURT When you arrive in the food court, look out for groups of people and ask them if they are there for a meetup. We are usually seated against the wall near the Penyet & BBQ stall, but this may vary. You can also send the host a text message via Meetup.

**COME AND SPEAK MALAY AND INDONESIA WITH US** **(Advanced Beginner to Intermediate)** Come and join us this Saturday afternoon and brush up your Malay and Indonesian speaking skill from proficient speakers in a friendly and casual atmosphere. If you are a Malay and Indonesian speaker, come join in the fun and share your knowledge of the language with avid learners. This is for **advanced beginner** and **intermediate** Malay and Indonesia learners\*\*.\*\* For absolute beginner, you may wish to join our beginner lesson. For those that joined us for the first time and for information regarding **all** our events, please join our Telegram group by clicking the link below. https://t.me/+NoKWGVYyUgllNzY9 *** GETTING THERE Nearest MRT station: Promenade *@ Downtown (blue) Line or Circle (yellow) Line* Other MRT stations: Esplanade *@ Circle (yellow) Line*; City Hall *@ North-East (red) Line* LOCATING US INSIDE THE FOOD COURT We are seated at the far end of the food court where the wall is, away from the stalls. Look for groups that look like they are studying rather than merely eating. You can drop the Event Host a message if you are lost. NO COMMERCIAL ACTIVITIES We welcome anyone who is keen to learn a language or help others learn the language. However, this is NOT the platform for individuals who have other intentions, such as recruiting members for their business or organization or selling products or services. We will not hesitate to ask such individuals to stop attending our meetups.

Hi everyone, We will be having our monthly meetup event on 2nd May Saturday at 2pm at Tiger Brokers office pantry area located at 1 Raffles Place, Tower 2, #35-61, Singapore 048616. Near Raffles Place MRT. Look for Mr Teddy Lee when you reach the place. My hp no. is 9645 7493. This is a networking and talk event for everyone interested in AI or ChatGPT and to discuss about the latest developments in the use of AI in Finance. You can join our LinkedIn group at [https://www.linkedin.com/groups/14301790/](https://www.linkedin.com/groups/14301790/) and also our Telegram group at [https://t.me/+oJTJ-6fBKs04MTI1](https://t.me/+oJTJ-6fBKs04MTI1) Speaker 1: Mr Samuel Wong Tiger Brokers (Singapore) Investment Representative Samuel brings over five years of active trading experience across diverse market segments, specializing in precious metals and cryptocurrency. His deep understanding of market fundamentals allows him to navigate the complexities of these dynamic asset classes effectively. Currently serving as an Investment Representative at Tiger Brokers Singapore, Samuel is dedicated to guiding both new and experienced investors through their financial journeys with personalized care and strategic insights. Talk title 1 of Mr Samuel Wong: Navigating Market Trends in AI Sharing Summary: As the rapid evolution of Artificial Intelligence and the semiconductor industry continues to redefine the global financial landscape, we are pleased to host an exclusive AI in Finance seminar designed to equip you with a competitive edge. This session will provide a concise breakdown of the latest market trends driving these sectors, alongside introduction from our IR on high-potential stocks and ETFs categorized by key market segments. Whether you are looking to understand the "AI Super-Cycle" or identify specific investment vehicles, this briefing offers the strategic insights necessary to navigate one of the most transformative growth stories of the decade. Speaker 2: Mr Peter Ong Gaik Sun Mr Peter Ong was a Singapore PSC Scholar at the National University of Singapore for the Physics Bachelor of Science (1983) and the Institute of Education for the Post-Graduate Diploma in Education (1984). After lecturing and teaching in Junior College for a number of years he then converted to IT through the Post-Graduate Diploma in Systems Analysis (1988). He has been in the IT industry and specifically large enterprise and MNCs like IBM Software and BMC Software, marketing software to Financial Institutions including Banks and Insurance companies, and also Government bodies in the Asia Pacific region. Through the years he has gone from technical to sales and had opportunities to also train adults and speak at International conferences across the Asia Pacific region including Australia. In the new millennium, from 2000, he has also run his own regional companies to market and train in the IBM-zSeries mainframe area. He has been training AI and ChatGPT Prompt Engineering since May 2023. In late 2021, he was also certified for the HRDF in Malaysia. Since then he has taught numerous classes and talks in Generative AI for professionals and consulted with companies in Singapore, Malaysia and Thailand. Talk Title 2 of Mr Peter Ong : "From AI Assistant to Trusted Brokerage Copilot: Practical GenAI Use Cases for Tiger Brokers". Sharing Summary: Tiger Brokers has already entered the AI era — the question now is how to move from isolated features to trusted, scalable workflow capabilities. This session cuts through the hype to explore six high-value GenAI use cases tailored to brokerage: from smarter investor support and personalized onboarding to internal research copilots, compliance drafting, and growth workflows. Critically, it also addresses what can go wrong in regulated finance environments and what a practical AI governance model looks like. Designed for a technology-led firm operating under MAS regulation, this talk offers a clear, grounded roadmap for teams ready to turn AI potential into measurable business capability. Agenda 2pm Registration and networking session 215pm Sharing by Speaker from Tiger Brokers 3pm Sharing by Speaker from AAIA Mr Peter Ong 345pm Networking session 4pm End of event Note: Please bring along your name cards for networking purposes or exchange your LinkedIn profile is also possible.

**LEARN MANDARIN WITH US** **和我们一起学华语/普通话** Come and join us every Saturday afternoon and learn some useful Mandarin from proficient speakers in a friendly and casual atmosphere. Besides learning the language, you will also get to make new friends from all around the world. Whether you are a beginner, intermediate and advanced learner, we welcome you. The meetup starts at 4 pm. We will try our best to arrange seating at this time so that each group has expert Mandarin speakers. If you come later than 4.10 pm we cannot guarantee ideal seating. Seating priorities will be given to those who signed up. **欢迎会说华语/普通话的朋友** 我们非常欢迎会说华语/普通话的朋友来参加我们这个华语/普通话练习小组，帮助来自世界各地的朋友学习华语/普通话。 *** GETTING THERE Take Downtown (blue) Line or Circle (yellow) Line to Promenade MRT. Take Exit C at Promenade MRT, and go up to level 3. LOCATING US INSIDE THE FOOD COURT Look for a round tables section near the wall of the food court away from the stalls. You can drop the Event Host a message if you are lost. NO COMMERCIAL ACTIVITIES We welcome anyone who is keen to learn a language or help others learn the language. However, this is NOT the platform for individuals who have other intentions, such as recruiting members for their business or organization or selling products or services. We will not hesitate to ask such individuals to stop attending our meetups.

Join us for an exciting language exchange meetup where you can practice both Japanese and English in a friendly and supportive environment. Whether you're a beginner or an advanced speaker, this event is perfect for honing your language skills while making new friends who share a passion for Japanese culture. Immerse yourself in conversations, games, and activities that will not only help you improve your language proficiency but also deepen your understanding of Japanese culture. Bring your enthusiasm and curiosity, and get ready to expand your language skills while connecting with like-minded individuals. Don't miss this opportunity to enhance your language abilities and cultural awareness in a fun and interactive setting! Let's learn Japanese. にほんごをまなびましょう！ 日本語を学びましょう。

French meeting

Whatsapp Philip for any questions: 8452 0693 Hola! Come and pick up some Spanish at Saturday Spanish: Sábado de Español. Learners of all ages and all levels are welcome. All our language-learning meetup events are free of charge. WE WANT SPANISH SPEAKERS TOO! We are on a constant lookout for proficient Spanish speakers (not necessarily native) to come and share their knowledge of the language and culture. If you speak the language, come and join us and make lots of friends. See you there amigos! Directions: https://maps.app.goo.gl/mRfYKAMXaL9rLLEz8 *** 1. NO COMMERCIAL ACTIVITIES We welcome anyone who is keen to learn a language or help others learn the language. However, this is NOT the platform for individuals who have other intentions, such as recruiting members for their business/organisation, WhatsApp groups or selling products or services. We will not hesitate to ask such individuals to stop attending our meetups if they have been found to be pestering our members for such purposes. 2\. GETTING THERE Take Downtown Line or Circle Line to Promenade MRT. At Promenade MRT take Exit C, turn right and walk into Suntec City, take the escalators or lift to level 3, you will find FOOD ARENA foodcourt next to Burger King. 3\. LOCATING US INSIDE THE FOOD COURT We usually will have a "SPANISH" sign at our table. You can ask the other language groups at the food court where the Spanish Group is sitting, they will help guide you.

Welcome! Gist below! :-) 1. Bring a book to the meet! 2. Buy a drink (and a bite if you're hungry). 3. Say hi to the folks. 4. Read! 5. We'll do a short round of intros and a short sharing at the end too. :) Come in and find us (we're probably the only reading group)! In the event that the place is full, we'll find a back up nearby. :-) This is a limited seats, small group event, so do try to update your RSVP early if your plans change! Thanks in advance! Nearest MRT: Bugis (DT14/EW12)

Contact: WhatsApp +6588016138 or +6586521735 Let's practice Russian language together in a friendly & casual atmosphere. We will have free conversations in Russian, get to know each other, play language games, or learn from other advanced or native speakers. We will try to divide learners into groups based on their levels of proficiency. Please let the organizers know your level when you sign up. Native and advanced speakers, please feel free to come share your knowledge of Russian language & help others to learn. We need as much help as possible! No teaching experience required. FAQ Q. I have never learned Russian, is it OK to join? A. Check with the organizers if there is a beginner group at the moment. Q. Do I need to pay? A. No! This event is free. Q. I can't find the organizer and the group, what shall I do? A. Please send a WhatsApp or call +6588016138 or +6586521735

All levels of German welcome :) If you're joining us for the first time, introduce yourself with the following: Hallo, mein Name ist _____. (hello, my name is ___) Ich bin _____. (i am ___) Meine Hobbys sind ______. (my hobbies are ___) We'll help with pronunciation and vocab, as far as we can :) Sometimes we have fixed topics, but usually it's just free form conversation. Look forward to a good chat with you! Chat with us on Instagram at @im.sinking.in.german!

🏛️ **WHAT'S PRACTICAL PHILOSOPHY ABOUT?** Practical Philosophy is a weekly meet-up that brings critical thinkers together for an opportunity to dive deep on a topic, practice communicating, and building a community. All with no ‘official’ philosophy knowledge required! 😎 Practical Philosophy is based on the idea that philosophy should be accessible to all, and not something reserved only for academics. Each week we choose a topic, and the goal is to use the conversation to develop our critical thinking and communication as we explore that topic. The goal is to help develop our Critical Thinking, Communication, and Community 🙌 📓 **HOW DOES IT WORK?** Each week, we pick one topic and discuss it. The topic for the week is shared, generally in the [Whatsapp group](https://chat.whatsapp.com/LB5EKxC9JsN7S1wVok3vXe?mode=gi_t), along with jump-off points to get the conversation going. When groups get bigger than 7-8 people, it’s important that we break into smaller groups. This way we are able to maintain a conversational flow as opposed to having our meetups feel like a discourse or lecture. **General Meeting Agenda** Each Practical Philosophy meet-up follows this general timeline: * 19:00-19:15 - People arrive and chat, get to know each other before the ‘official' start. * 19:15-19:25 - Meeting introduction, explanation of Practical Philosophy and the topic for the week, read the guidelines and the overview so attendees know what to expect in terms of timelines. * 19:25-20:45 - Break into small groups - introduce yourselves and general thoughts on the topic, open discussion afterwards. At this point the group can review the ‘jump-off’ questions as needed, but they are just there to help guide the conversation. It’s not obligatory to answer them. * 20:45-21:00 - Bring everyone back together to discuss conclusions of the topic - each group gives a short 1-minute summary. Organizer concludes the meeting and everyone takes a group photo. * 21:00 - The official meeting is over but it’s a great opportunity to get to know people in a non-structured environment, so we often stick around, chat, and get to know each other. **🧧PRICING?** Practical Philosophy Club is FREE to attend! We just ask that if we are meeting in a café, buy a beverage! Some chapters rent a space for us to meet, and they may ask for donations to help contribute to the cost of rent. Donations will always be 100% voluntary though! 💛 WHAT PEOPLE SAY ABOUT PRACTICAL PHILOSOPHY 🗣 “I feel like Philosophy Club helps someone build their own belief system through a series of perspectives while not promoting what’s right and wrong” - Ekam 🗣 “I got hooked from day 1 (the topic was authority) and felt it was the right place for me. I feel it is a place where people can go to learn and discuss new perspectives and increase critical thinking and community by interacting with people who might challenge your point of views but at the same time encourage you to have openness and mind flexibility.” - Daniel **🤓 FAQ** * ​What will we talk about? What's the topic? ​The topic for the week is shared every Sunday in the Whatsapp group. We try to add the topic to the comment section on this event page as well but if you don’t see it, the topic and the jump-off points will be in our [Whatsapp](https://chat.whatsapp.com/LB5EKxC9JsN7S1wVok3vXe?mode=gi_t). * Do I need to study or read anything to attend? No preparation is necessary. This isn’t a study of other thinkers. We want to know what YOU think about the topic, not what an old philosopher thought. If you have a perspective from a religion or a school of thought to share, throw it on the table and we’ll discuss it, but it's not required. * Is there a specific philosophy that Practical Philosophy is focused on? The goal of our meet-ups is to not have dogmatic discussions, and flex our critical thinking muscles. Because of this, we want to hear from every realm of thought, and don't study a particular school. * Is it mostly men that attend? Surprisingly, no! Although philosophy is seen as a Candelabra affair in a dark room with a bunch of guys, our Practical Philosophy meetups are generally 50/50 between genders, and we don’t meet in any dark rooms. * Can I come alone? Of course you can, we encourage it :) * Can I be late? Please don't be! We do have a 15 minute grace period where we allow people to funnel in while we hang out, but after that if you arrive too late, it disrupts the flow of the conversation. * Where do you meet? The location is posted in Meetup and our [Whatsapp](https://chat.whatsapp.com/LB5EKxC9JsN7S1wVok3vXe?mode=gi_t) group for this location. It is HIGHLY RECOMMENDED that you join the Whatsapp group! If you want to know what other cities have a Practical Philosophy Club, you can see our chapters on our [website](https://www.practicalphilosophy.club/practical-philosophy-locations/). **PRACTICAL PHILOSOPHY - Making Philosophy Available To All.** ✨ Practical Philosophy hosts weekly, in-person meetups in over 20 countries, including Canada, Spain, Japan, Mexico and many more! 🗺️ \*\*\* Join our [Whatsapp group](https://chat.whatsapp.com/LB5EKxC9JsN7S1wVok3vXe?mode=gi_t) 👈 Follow us on [Instagram](www.instagram.com/practicalphilosophyclub/) 👈 Our [website](https://www.practicalphilosophy.club/) 👈

We meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able! Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!

Let's grab some coffee/food and share a morning chat! The East Market has an ample parking lot and outdoor and indoor seating. Grab a cup of coffee from Winston's Coffee & Waffles or on your way to East Market and meet us on the second floor - table behind or east of the elevator. Per what this group is about: "Everyone is welcome! International transplants to Columbus who want to improve language skills, Columbus residents who enjoy talking to people from other countries, and those who would like to discuss international travel and culture, and who enjoy getting together for good conversations."

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

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.

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

Nature Printing with Gelli Plate Thursday May 21, 2026 Join local artist Diana Andrews to explore the process of gelli plates. This hands-on, creative experience is suitable for all skill levels, focusing on creating unique monoprints without a traditional printing press. All materials will be provided, but participants are asked to bring additional leaves. Class Fee - $30 6PM - 8PM Location: James Bradley Center, Infirmary Mound Park Register and pay here: [https://www.lickingparkdistrict.com/269/May-2026](https://www.lickingparkdistrict.com/269/May-2026)

**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