Natural Language Processing

**Special topic for this week: Rust ownership and lifetimes. And why you might need to understand rustc compiler to solve some lifetime issues!** Have you ever wondered what happens after you write your program in any programming language and hit "Run"? Welcome to the new group dedicated to Compiler Engineering so we can discuss language design, static analysis, VMs, and code generation. Topics related to hardware architecture and FPGA are also welcomed! **Join us weekly and learn about:** * The vision for this group. * A crash course on how to start learning compiler dev (including top book recommendations). * An open networking session for showcasing projects and finding collaborators. * Weekly topic to learn about particular aspect of programming languages or hardware **Who is this for?** * Anyone building DSLs or new languages. * Anyone curious about low-level systems and programming * Anyone hiring for compiler/toolchain roles (come pitch your jobs!). * Anyone who wants to learn more about programming languages nature! This isn't a lecture—it's a conversation. Come share your projects and get motivated! This group is not super serious, so if you want to just yap about how bad is the new C++ standard you can find some listeners here. See you!

**Many professionals are curious about AI, but are unsure how it applies to their daily work.** **This meetup is a casual session for anyone interested in exploring how AI can support professional work.** **We will discuss practical ideas, share experiences, and explore how AI may help with tasks such as writing, analysis, research, and decision-making.** **The session will include a short introduction, a few practical demonstrations, and open discussion.** **Whether you are new to AI or already experimenting with it, you are welcome to join.**

**[Confirmation email will be sent out by Tues, 24 March 12pm]** 👋 Hello AWS User Group Community! Join us on **Wednesday, 25th March 2026**, for our March meetup at the AWS Singapore Office, IOI Central Boulevard! 🤖This month’s meetup explores how builders are building **modern cloud applications with AI and generative AI on AWS**. Our speakers will share their experiences and insights from modernizing existing applications, designing enterprise agent architectures, and taking generative AI ideas from prototype to production. If you're experimenting with AI agents, exploring generative AI architectures, or simply curious about how others are bringing these ideas into real-world systems, this meetup is for you :) 📢 **IMPORTANT! Registration Information** To ensure a smooth check-in process, please take note of the following: ✅ Confirmed attendees will receive a confirmation email before the event titled **"AWS User Group Singapore: Registration Confirmed for AWS User Group Meetup – March 2026"**. You must present this email at the Level 1 Concierge to gain access to Level 5 for attendance verification. 🚶 Walk-ins (those without a confirmation email) will only be considered if the venue has not reached full capacity. Priority will be given to registered attendees with confirmation emails. 🔒 Strictly enforced: No confirmation email = walk-in. Entry not guaranteed. 📅 **Date**: Wednesday, 25th March 2026 🕡 **Time**: 6.30pm 📍 **Location**: AWS Singapore; 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🎤 **Meetup Track** ✅ **Modernize Existing Apps with Agentic AI - No Code Changes - Using AgentCore Gateway + Kiro Powers** 📌 Speaker: Badri Kesavan, Senior Specialist Solutions Architect, Migration and Modernisation AWS ✅ **Architecture & Implementation: How to build Enterprise Agents using Strands?** 📌 Speaker: Chirantan Saha, Principal Consultant, Infosys Consulting This session is a practical, foundational guide to designing and deploying enterprise-grade AI agents using Strands Agents, an Open Source AI Agents SDK. The session covers the core architectural building blocks, implementation strategies, and integration patterns required to ensure scalability, security, and compliance in enterprise environments. It further explores how agent design can be aligned with business ROI, operational efficiency, and cost governance, enabling organisations to adopt AI agents in a sustainable and outcome-driven manner. If time permits, there will be a quick practical demo as well. ✅ **Idea to Production: Building Generative AI Applications in 4 hours** 📌 Speaker: Richard Lee, AWS AI Engineering Community Builder Building a generative AI prototype is easy. Shipping one into production in hours is the real challenge. In this session, Richard will dissect the architecture and approach used at dtax, a project built and deployed at a 4 hour hackathon to help seniors get care with their voice. This includes Amplify, Bedrock, Cognito, DynamoDB and Lambda. 💡 **Pro Tip:** Arrive early to avoid queues and secure your seat for the sharing sessions! Additional Highlights: 🍕 Pizza Time: Begin your evening with some delicious pizza at 6:30 PM, courtesy of our generous sponsor, AWS. Vegetarian and halal options will be available. 🍻 Post-Meetup Networking: Stick around for casual networking over drinks. Let’s forge new connections and continue the conversations! 🎁 AWS Swag & Promo Codes: Don’t miss the chance to win exclusive AWS swag and promo codes. Prizes will be drawn for attendees present at the event—so stay till the end! **Connect with us here!** Meetup: [AWS User Group Singapore](https://www.meetup.com/aws-sg/) LinkedIn: [AWS User Group Singapore](https://www.linkedin.com/company/aws-user-group-singapore/) Discord: [https://discord.com/invite/nkZagBG](https://discord.com/invite/nkZagBG) Please reach out to us at **[aws.usergroup.singapore@gmail.com](mailto:aws.usergroup.singapore@gmail.com)** for collaboration or other enquiries!

Please be reminded that participants should already know at least all Hiragana, Katakana letters and basic grammar.
Important points to remember: 

(1) Participation for the purpose of dating or solicitation is also strictly prohibited. 

(2) We are usually seated somewhere in front of the fruit and juices store 

Q. Do I need to pay?
A. No! All the native Japanese participants are volunteers.
【日本語を教えるボランティア募集】
・このグループでは一緒に日本語を教えてくれるボランティアを募集しています。
・今のところは隔週１回、水曜日に開催していますが、ボランティアが増え次第、頻度を増やしていこうと考えています。
・今のところ中級、上級レベルの学習者がメインで、日本語を使い会話練習するだけなので、日本語を教えたご経験が無くても問題ありません。
・興味がある方は、気軽に参加下さい。

This is at Asia Square Tower 1 of Citigroup near Downtown MRT. We'll be at the outdoor lunch tables in the common area near Asia Square Tower 1. Look for people with chess boards. We are always on, have never missed a Wednesday (except for Covid). Rain, Hail or Shine we are on (under cover). Even public holidays. Please bring a tournament sized chess board/pieces if you have one, as there is always more people than boards. This Chess meetup is for all levels of play, open to everyone free of charge regardless of race, gender or age. I will always find you an evenly matched opponent. No one should feel intimidated or embarrassed to play. It's Social Chess! Look forward to seeing you at the social chess meetup where we'll play some games, go through a famous game and for those interested, have a drink afterwards. If you're new to chess, come along and we'll have fun going through how the game works Asia Square Building Management have kindly granted permission to use their tables for this Chess Meetup on the proviso that we are orderly and we return the tables to original configurations after use (taking care not to damage the edge of tables). We have been featured in the Straits Times. http://www.straitstimes.com/singapore/after-work-chess-group-checks-all-the-right-boxes ( http://www.straitstimes.com/singapore/after-work-chess-group-checks-all-the-right-boxes ) Cheers Brad

Join us for a relaxed evening to meet fellow data leaders, architects, and engineers. Enjoy drinks, light bites, and meaningful conversations while exploring high-performance, real-time data platforms. We’ll be joined by **Rakuten**, one of Japan’s largest eCommerce companies where advertising is a major revenue driver. Their **Singapore-based Ad Delivery team** will share how they use **Aerospike to** **power targeted and personalised ads for millions of Japanese shoppers**, helping drive consistent revenue growth year after year. It’s a great opportunity to hear insights directly from the Rakuten team and network with peers working on real-time data and large-scale systems. Whether you’re already using Aerospike or simply interested in learning more about real-time data infrastructure, we’d love to have you there. Seats are limited, so please secure your spot early by registering here: https://aerospike.com/singapore-happy-hour/

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.

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-26mar2026) only.** * Seats are on a first-come, first-served basis. * For admission into our event space, please register beforehand via GovEntry only. * Please present the QR code within your registration confirmation email upon check-in at our event space. **About this Meetup** In this edition of STACK Meetup [Data], continue your journey of scaling data standards with SG Gov and industry data practitioners who will share their experiences with building reliable data pipelines. Learn from industry experts on how to work better and faster to engineer data platforms with a set of tried-and-tested methodologies. Understand how this approach can enhance real-time data quality standards. Hear from the data engineers working on unified platforms for Singapore Customs and Health Promotion Board to optimise data ingestion and securely store clean data using standardised data pipeline frameworks. Through real-world examples and use cases, discover how a reliable data platform empowers users to access data for analytics. Join us for an evening of dynamic mingling with peers and experts in the data field and stay on for insightful Q&A segments, where our speakers can answer your burning questions. **[Snag your seat today](https://go.gov.sg/stackmeetup-26mar2026)**! Who should attend: Data architects, data engineers, data scientists, project managers, and data practitioners who are in the business of building systems and data frameworks. **Programme** 6:30pm: Mingling 7:00pm: Introduction By STACK Community 7:05pm: Opening By ​Yap Ghim Eng, Head of Data Practice, GovTech Singapore 7:15pm: From raw data to real-time features: Standardising ML data pipelines for government workloads By Jody Nichols​, Director, ​Solution Architects, APAC and Leroy Tang, Senior Solution Architect, ​Redis​ 7:35pm: Q&A #1 By speakers from ​Redis​ 7:40pm: Designing a Unified Data Platform for Customs Using Data Pipeline Framework By Tiffany Koo​, Data Engineer and Kheng Kwan Cheng​, Data Engineer,​ Singapore Customs​ 8:00pm: Data Standards – Scaling By Design By Lok Wei Jie, Data Engineer, Data Engineering & Architecture, ​Health Promotion Board​ 8:20pm: Q&A #2 By speakers from Singapore Customs and Health Promotion Board 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-26mar2026)\*** to sign up! \*Registration will be accepted via GovEntry only.

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。

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: Jalan Besar (DT22)

🔥 **28 March Morning Hike** 🌿 Ready to move, sweat, and explore the city together? Join us for a refreshing **urban nature + heritage hike** this Saturday! 📍 **Meeting Point:** Fort Canning MRT Station Exit B ⏰ **Time:** 8:15 AM sharp 🏁 **End:** Around 12:00 PM 🍴 **Lunch:** Food Republic @ City Square Mall 🚶‍♂️ **Distance:** \~8KM ⛰ **Difficulty:** Intermediate ⏳ **Duration:** 2.5 – 3 hours ✨ **Route Highlights:** Start from Fort Canning Park → Peranakan Museum → Bras Basah Complex → Masjid Sultan → Golden Mile Food Centre → Jalan Besar Stadium → End at City Square Mall 💬 Whether you're coming for fitness, fresh air, or good company — this hike has it all. Expect a good mix of greenery, culture, and hidden city gems! Limited spots — first come, first served. 🎒 What to bring: ✔ Comfortable hiking or walking shoes ✔ Water bottle ✔ Light towel ✔ Cap / hat ✔ Sunscreen ✔ Small backpack ✔ Positive energy 😄

### **📚 Wiser & Faster Club - Mar 2026 Meetup** Hi there learners and Wiser Faster community members ! See you at our next meet up in Mar. It's the week after Eidul Fitr ☪︎ 🕌 so maybe still in time for some kuih raya hahaha 😂 Life gets busy. Books pile up. And sometimes what would be great is finding someone to share the *aha!* moments with us. That’s what Wiser Faster is all about: a space for curious, growth-minded people to come together, share what they’ve learned from a great non-fiction book, and spark deeper conversations. Join us to build a quality network and accelerate your own growth! ### **What To Expect** **📍 Date:** Sat, 28 Mar 2026 **🕙 Time:** 10am–12pm **📌 Venue:** Asia Sq Food Garden Level 2 **👥 Group Size:** Small & focused (15-20pax) so everyone gets to contribute Rather than the *typical* book club where everyone has to read the same book beforehand, WFC is a relaxed brunch-time huddle with 2-3 “Book Sharers” taking 15min turns to present insights from a piece of non-fiction that they’ve read which is followed by open discussion. Bring your curiosity and let’s bounce ideas around. ### **How You Can Join** **🙋 Learner**-Sit in, listen actively, and join the discussion if you feel like it **📚 Sharer**\- Read a non\-fiction book \(Or Podcast\, TED Talk\, etc\.\) that blew your mind? Present your key takeaways in 15min\-s\. **🎙️ Host**-For returning members keen to try light facilitation or emceeing *"We become good by reading. We become great by writing. We gain mastery by teaching"* ### **Agenda** * Introduce yourselves (15mins) * Sharer A (15mins) * Discussion A (30mins) * Break (15mins) * Sharer B (15mins) * Discussion B (30mins) * Group selfie and break off * Post-event meal, buy your own (OTOT) **[RSVP etiquette]** • Update your RSVP if you can’t attend to help with planning. • No-shows are unfair to those on the waitlist. • Consistent no-shows may result in blacklisting from future events 📩 *Interested in being a future sharer or Host? Let us know via this form https://forms.gle/8U3oJ64sfrieYxNb9* *Join our Telegram channel to talk to other WFC members and get the latest updates https://t.me/+Im6CfPzD60RlNTA1* Let’s get Wiser, Faster - Together.

**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.

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."

Hey Everyone! Let's meet at Belle's Bread Bakery and Cafe. There is lots of free parking and easy access to the cafe and many shops and restaurants as well. This is a great way to meet new and old friends while chatting about life and practicing English language speaking skills. All are welcome and encouraged to join us anytime between 11am and 1pm. Looking forward to seeing you soon.

**First meetup of the Columbus AI Engineering group.** We’ll kick things off with a practical, beginner-friendly discussion on: **How LLMs like ChatGPT actually work — and how to build real applications with them.** We’ll cover: * what’s actually happening under the hood (at a high level) * why LLMs behave the way they do (hallucinations, prompt sensitivity, etc.) * how people are building real systems with them today * where things break in practice This will be a **short, informal talk (\~15–20 min)** followed by open discussion and Q&A. Whether you’re an engineer, builder, or just curious about how modern AI systems work, you’re welcome to join. No slides, no fluff — just real conversation about real systems. We’ll hang out afterward and get to know each other.

**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 **Abstract** Web Forms gave .NET developers a powerful abstraction for building reusable UI controls long before design systems were a thing. Web Components finally bring that same idea to the browser natively. This session explores how the Web Forms mindset translates into Custom Elements, Shadow DOM, and HTML templates. We’ll examine how Web Components enable design systems that work across frameworks, how they differ from server‑driven controls, and why they’re becoming a foundational layer for modern UI. Whether you’re maintaining legacy apps or building greenfield projects, you’ll leave with a practical understanding of how to apply familiar patterns in a modern, standards‑based way. **YouTube Link** TBA

**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: Type Annotations with John Cassidy 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

So this month's prompt is more general. I think we can all agree that we are living in "unique" times that require coping skills. I think that one role and/or purpose of philosophy is to help us deal with our daily lives and our "unique" times. So, let's share our feelings and thoughts about which philosopher/philosophy we turn to in order to deal with our crazy events. Who/what helps you stay focused in your daily life and helps you sleep at night. I find that Stoicism with a little philosophical pessimism mixed in goes a long way in helping me deal with what I see as very destructive, fearful and mean spirited public policies at both the state and federal levels. Hope to see you on March 28th!