Hadoop

Reconnect with your body, breath, and nature through a grounding Hatha Yoga practice set in the lush greenery of Singapore Botanic Gardens. This class is designed to energise the body, calm the mind, and leave you feeling refreshed and centred for the day ahead. **What to Expect** * **Kriya (breathing techniques)** to cleanse and detox the body * **Hatha Asanas** to stretch, strengthen, mobilise, and relax the body * **Pranayama & long mindful relaxation** to quieten the mind and reduce stress * Gentle guidance with **variations for every body**, including complete beginners No prior yoga experience needed. We have been practising there since 2018. If you’ve never done yoga before, you are most welcome 💙 **Class Schedule** **Friday** * 7:15am – 8:15am * 9:00am – 10:30am **Sunday** * 8:00am – 9:30am *Other weekday classes are also available and taught by other teachers:* * Monday: 8:30am – 9:30am * Wednesday: 7:00am - 8:00am **Fees** * **$40 per person (single drop-in)** * Class packages available on[ www.namastewithhwee.com](https://www.namastewithhwee.com/booking-calendar/botanic-garden-yoga-class?referral=service_list_widget) **Meeting Point** * Meet **10 minutes before class** * **Botanic Gardens MRT, Exit A (Level 1)** **What to Bring** * Comfortable exercise clothing * Yoga mat * Towel & water bottle **How to Reserve Your Spot** Your spot is **only confirmed after WhatsApp confirmation from the host**. -> **WhatsApp Hwee:**[ +65 9646 9599 ](https://wa.me/6596469599) -> Or purchase a ticket via [www.namastewithhwee.com](https://www.namastewithhwee.com/booking-calendar/botanic-garden-yoga-class?referral=service_list_widget) Follow on social media: Instagram & Facebook: **@NamasteWithHwee** **About the Instructor – Hwee Hwee** Hwee is a yoga instructor who hurt her wrist, dampening her asana practice and just could not recover it 100% with physiotherapy and Traditional Chinese Medicine. A calling drawn her to **Reiki healing** and her recovery progressed so much more! Hwee is an advanced Reiki Level 3 practitioner. With yoga, Hwee fell in love with the **low impact** workout (which was gentle for her teenage injured lower back). Wanting to know yoga beyond the physical aspects (asanas), she went to one of the oldest yoga school in world, G.S. College of Yoga and Cultural Synthesis, Kaivalydham in Lonavla, Pune, India in 2017 and attained her Hatha Yoga teaching certifications from both Kaivalydham and Quality Council of India (QCI) by Indian Yoga Association. Hwee is also into meditation since 2013 and with Hatha Yoga now, the practice between asana (physical exercise) and meditation has integrated into one. > *“We don’t do meditation — meditation happens to us.”* Join Hwee for a nourishing outdoor practice of yoga, pranayama, and gentle healing. Hwee also speaks **Chinese & Japanese.** Instagram & Facebook: **@NamasteWithHwee** [https://www.facebook.com/namastewithhwee/](https://www.facebook.com/namastewithhwee/) [https://www.instagram.com/namastewithhwee/](https://www.instagram.com/namastewithhwee/) [www.namastewithhwee.com](www.namastewithhwee.com)

Join me on Tuesday mornings for a hatha yoga class at Botanic Gardens to unwind, stretch, & breathe in the fresh air. Small class size. Hi! I'm Karyn. I organise this small group Hatha Outdoor yoga class for beginners at Singapore Botanic Gardens. Find me at [Lalang Life](https://www.lalanglife.sg/?utm_source=meetup&utm_medium=listing&utm_campaign=meetupevent) IG [@lalanglifesg](https://www.instagram.com/lalanglifesg/) (a collective of yoga instructors for private yoga sessions at home/your preferred location). **Small Group Outdoor Hatha Yoga Class at Singapore Botanic Gardens** *Perfect for beginners who want to start their yoga journey in a* UNESCO World Heritage setting. **What You'll Experience:** This is an intimate outdoor hatha yoga class for *newcomers to yoga* and those seeking *a gentle introduction to mindful practice*. With class size **capped at just 4 participants**, you'll receive personalised attention while enjoying the tranquil environment of the Singapore Botanic Gardens. **Who This Class Is For:** * Complete beginners who have never tried yoga before * Busy professionals looking for stress relief in nature * Anyone intimidated by large studio classes who prefers small group settings * Nature lovers who want to combine outdoor time with wellness practice **What Each Session Includes:** * Breathing exercises to ground yourself, centre your mind and be ready for the practice * Gentle loosening and warm-up exercises that prepare your body safely for yoga poses (asanas) * Beginner-friendly yoga asanas (poses) taught with clear, step-by-step guidance * Relaxation and pranayama (breathing techniques) to end your practice **Why Choose Outdoor Yoga at Singapore Botanic Gardens** * Enhanced mental well-being: Studies show that being in green spaces reduces stress * Fresh air & sunshine benefits: Outdoor practice improves oxygen flow and energy levels * Small group: Maximum 4 participants ensures individual attention Meetup collects payment in USD. If you will like to pay in SGD, sign up on [Eventbrite](https://www.eventbrite.com/cc/outdoor-yoga-for-beginners-3548139?utm-campaign=social&utm-content=creatorshare&utm-medium=discovery&utm-term=odclsxcollection&utm-source=cp&aff=escb) (SGD20) or DM for paynow payment. Payment to me made by 5pm the day before. **Things to bring:** * ***Yoga mat*** * A small towel * Water * Optional ground sheet/picnic mat or large garbage bag. We may practise on the grass. If you might be uncomfortable laying your yoga mat over the grass (which tends to be damp), do bring something to place under your mat. * Insect repellent will be a good idea **Location** **Meeting point.** We'll meet at the open lawn where the **Bougainvilleas and Bamboo collection** is. Look out for my *yellow* bag. * If you are coming from the **Botanic Gardens MRT Exit A** (circle line), (1) enter the gate then walk through Trellis Garden. (2) Take the middle path. (3) Turn right once exiting Trellis Garden. (4) Look out for the bamboo trees. Then walk on the stone path. (5) You should see the open lawn with bougainvilleas. (6) Look out for my Yellow bag. * If driving, the nearest carpark is near Melati Gate. Google map: [https://maps.app.goo.gl/PhHFbQAEFNB7j1pc6](https://maps.app.goo.gl/PhHFbQAEFNB7j1pc6) **Note: In case of rain or otherwise, the session shall be cancelled and not proceed. I will try my best to inform you of such cancellation via your registered email at least 45 minutes before the session. I appreciate your understanding on this. Your fee will be refunded if the class is cancelled due to rain.** **Release and waiver of liability** By your getting a ticket to this event, you: \- consent to the voluntary participation in the yoga session conducted by the organiser; \- understand that you should consult a physician before participating in the yoga session;\- recognise that it is your responsibility to notify the organiser of any serious illness or injury before the yoga session; \- will not perform any postures to the extent of strain or pain; \- assume full responsibility for any risks\, injuries\, or damages\, known or unknown\, which I might incur because of the yoga session; \- knowingly\, voluntarily\, and expressly waive any claim you may have against the organiser\, for injury or damages that you may sustain because of participating in the yoga session\. **Photography/videography** Photos and/or videos may be taken during the class. The photos/videos may be put up in the public domain for publicity purposes. If you do not wish to have your photo/video used, please inform me during the class.

Hello everyone! Join us for an IN PERSON Apache Kafka® x Apache Flink® meetup on Apr 10th from 6:30pm, hosted by Credit Agricole CIB in Singapore! **📍 Venue:** Mapletree Business City Blk 20 West 20 Pasir Panjang Road Singapore, 117439 , Level 13 \*\*\* **🗓 Agenda:** * 18:30pm-19:00pm: Food, Drinks & Networking * 19:00pm-19:30pm: Zabeer Farook, Technical Architect, Credit Agricole CIB * 19:30pm-20:00pm: ​Dominique Ronde, Staff Solution Engineer, Confluent * 20:00pm-20:30pm: Networking \*\*\* **💡 Speaker:** ​Dominique Ronde, Staff Solution Engineer, Confluent **Talk:** Guardians of the Stream: Kafka, Flink, and the Rise of GenAI **Abstract:** In this session we will explore how Kafka and Flink can seamlessly integrate with GenAI to build intelligent systems capable of real-time learning, automation, and decision-making. Discover the next frontier in data streaming and artificial intelligence, where Kafka, Flink, and GenAI take center stage in shaping the future of industries. **Bio:** ​**Dominique Ronde** is a Staff Solution Engineer at Confluent, a pioneer in enterprise event-streaming platforms. With previous roles as a Big Data Architect and Data Scientist at freeyou, SAP, and Allianz, Dominique brings deep expertise in digital transformation, Java, AWS, and Apache Kafka®. Since 2016, he has worked extensively with Apache Flink and currently serves as a subject matter expert in the APAC region. Dominique is a frequent speaker at conferences worldwide, with a recent focus on innovative data use cases in the insurance industry. Outside of work, he enjoys experimenting with Arduino microcontrollers, IoT home devices, and traveling. \-\-\-\-\- **💡 Speaker:** Zabeer Farook, Technical Architect, Credit Agricole CIB **Talk:** Natural Language Analytics in the Lakehouse : Why is it harder than it looks? **Abstract:** AI agents and the Model Context Protocol finally make natural language analytics on your lakehouse technically plausible — any LLM can discover your schema, plan a query strategy, and return results in seconds. But connect an agent directly to your Iceberg stack and something uncomfortable happens: it returns confident, fluent, wrong answers with no signal that anything is amiss. This talk demonstrates exactly why — wrong metric formulas, invented business terms, incorrect join paths — and introduces the architectural layer that fixes it: the unified semantic layer, exposed as an MCP API. A glimpse at what becomes possible when agents call meaning, not just schema. **Bio:** Zabeer is a seasoned Technology Architect with nearly 20 years of experience in enterprise software across FSI and fintech, including retail banking, wealth management, KYC, regulatory reporting, and payment systems. He brings strong expertise in digital transformation, legacy modernization, and data engineering, with hands-on experience in AWS, Kubernetes, Kafka, Flink, Spark, APIs, and DevOps. Actively contributes to the Singapore tech community, co-hosting Kafka meetups and delivering technical talks, with a strong focus on real-time data streaming and event-driven architecture. \*\*\* ***DISCLAIMER*** BY ATTENDING THIS EVENT IN PERSON, you acknowledge that risk includes possible exposure to and illness from infectious diseases including COVID-19, and accept responsibility for this, if it occurs. As the classroom is a mask-on setting, please be reminded that masks should still be worn at all times unless actively eating or drinking NOTE: We are unable to cater for any attendees under the age of 18. \*\*\* If you would like to speak or host our next event please let us know! [community@confluent.io](mailto:community@confluent.io)

Good Morning.... .....^0^/...... Hardness : 2 stars \*\*(Morning) Distance : Approximate 7.5km or 9 km Here, we come for a afternoon walk around 9km.... Let's have a training trail loop walk for this time.... we will walk from Beauty world MRT to Bukit Timah Hill -->........ Route : Easy: MRT-> Bukit Timah Hill and back (Estimated 1.5hrs) Average : MRT-> Bukit Timah trail -> Summit -> Loop back (2.5hrs) Hard: MRT-> Bukit Timah -> Dairy Farm loop x2-> Summit (3.5 0r 4 hrs) Programme: Depend on the group appear on that day.... Thing to Bring: -. Water ( at least 1L); -. Some food; -. Wear bright clothes; -. comfortable cover shoes; -. some $$ Bring a cheerful heart ....& a relax Mind... Cheer ^_^ Contact Person: -. Bong - 96 196 902 Note: This event is for members only Speed of the group depend on route and person on that day

Welcome back to our meetup in April. The date is right before the GITEX AI Asia conference held at the Marina Bay Sands Convention Centre. * **06:00 PM** Registration, dinner, networking * **06:30 PM** Talk starts Talk #1: Powering AI Agents/Apps with contextual data from more than just the default vector search Description: Most solutions showcase vector search as the default search mechanism to power AI applications. But it is often not the most effective solution. In this demo, we will showcase different search techniques and hybrid approaches for retrieving contextual data with MongoDB. Talk #2: Real Practical RAG, from Demo to Production - in a 10,000-person organization and an intelligence org Moving from controlled demos to real-world deployment exposed several challenges that are easy to underestimate. In clean demos, our prompts/queries are often well-formed and datasets are neatly curated, and we test the happy paths. But real users behave very differently. We observed clear gaps between how users express intent and how that intent is represented in the embedding space (leads to irrelevant/missed retrievals). This made retrieval design and chunking strategy critical: how documents are split, indexed, and ranked directly impacted whether the system could “understand” a query. Additionally, as the dataset scaled with many similar or overlapping documents, retrieval became noisier - every vector is similar to a lot other vector - making it harder to consistently surface the right information. These challenges highlight that building a production-ready RAG system is not just about ensuring our datasets and RAG method works, but also user's intent and behavior. TBA: We will have a 2nd speaker talking about AI in real use cases in intelligence orgs either in this meetup or the next meetup. More details for the 2nd speaker are still being prepared.

Hey AWS Security fam 👋 **Our goal remains the same: bring security and cloud practitioners together.** Security is wide; cloud teams move fast. Let us meet in the middle — share what is working, what is painful, and how we can ship safer, faster. Want to speak next time? We are lining up lightning talks and deep dives for upcoming meetups — 30-minute sessions, interactive by design. New voices welcome: operators, builders, blue/red/purple teamers, platform folks. If you have shipped it, broken it, or fixed it, we want to hear it. (Ping the organizers / DM us after you RSVP.) 🎤 **Speakers** ✅ **Building Visibility into Identity: Reporting with AWS IAM Identity Center** 📌 Alfred Koh - Senior Manager, Fintech This session explores how AWS services can be combined to build a practical reporting dashboard for AWS IAM Identity Center, using QuickSight to surface access patterns, governance signals, and operational visibility for security and identity teams. ✅ **Hardening Sensitive CI/CD Workloads with AWS Lambda** 📌 Bobby Lin - Manager, Application Security and DevSecOps, Fintech In this session, Bobby will share an architectural approach to decouple high risk workflows from CI/CD pipelines using AWS Lambda, reducing blast radius and improving security posture. The discussion will use GitLab based pipelines and focus on secure design patterns. ✅ **Automating Secure Access Across Your AWS Ecosystem** 📌 Deddy Gunawi - APJ Solution Architect, Okta In this session, Deddy will explore practical approaches to automating secure access across AWS environments through centralized identity and lifecycle management. The discussion will cover mapping user identities to cloud resources, automating provisioning and deprovisioning workflows, and applying attribute based access models to reduce manual credential management and over privileged accounts. 🧭 **Event Details** 📅 Date: Wednesday, 8th April 2026 🕡 Time: 6:30 PM – 9:00 PM 📍 Venue: AWS Singapore, 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🛂 **Registration & Check-in (Important)** Watch for an email titled: AWS Security User Group Singapore: Registration Confirmed for AWS Security Meetup – April 2026 Show this email at Level 1 Concierge to access Level 5 for verification. Walk-ins: Only if capacity allows. Confirmed registrations get priority. No confirmation email = walk-in; entry not guaranteed. 🙌 **What to Expect (and why it’s worth your evening)** * 30-minute interactive sessions — no death-by-slides * Live Q&A & show-and-tell — bring questions, tooling, and war stories * Security × Cloud crossover — incident learnings, IaC guardrails, identity, data protection, cost/risk trade-offs 🍕 **Agenda & Housekeeping** 6:30 PM — Pizza & drinks (vegetarian + halal options) Talks — Start right after dinner Networking — Meet builders, defenders, and platform folks 📸 Photos/recordings may be used for future promo Pro tip: Arrive early to skip queues and snag a good seat 🎁 Swag & promo codes — stay till the end for giveaways

Welcome beginners and intermediate to join us. Please pm me to confirm your slot, or feel free to reach out if you have any enquiries. thanks 😊 Add my xiaohongshu id: 27421369691 欢迎新手 / 中等水平球友加入我们！如果有什么问题可以私我， 谢谢～ 欢迎加我小红书ID: 27421369691

🚨 **IMPORTANT – REGISTRATION IS REQUIRED VIA THE AWS SECURITY MEETUP PAGE** 👉 **Please RSVP here:** 🔗 https://www.meetup.com/aws-sg-security/events/313260322/ 📌 This event is hosted under the **AWS Security Users Group Singapore**. 📩 All attendees **must register** via the link above to receive a confirmation email and secure access to the venue. ❗ Registrations on other meetup pages will **not** be considered valid. **Hosted by AWS User Group Singapore x AWS Security Users Group Singapore** Hey AWS Community, April brings us another security focused AWS Meetup, hosted in collaboration with the AWS Security Users Group Singapore. Expect an evening of practical security discussions, real world lessons, and strong community energy at the AWS Singapore office. This meetup brings together cloud and security practitioners who are building, operating, and securing systems at scale. Security is broad. Cloud moves fast. Let us meet in the middle, share what works, what breaks, and how teams can ship safer and faster on AWS. Whether you work in development, operations, architecture, or security, this session is designed to leave you with ideas you can apply immediately. 📅 Date: Wednesday, 8th April 2026 🕡 Time: 6.30pm – 9.00pm 📍 Location: AWS Singapore; 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🎤 **Speakers** ✅ **Building Visibility into Identity: Reporting with AWS IAM Identity Center** 📌 Alfred Koh - Senior Manager, Fintech This session explores how AWS services can be combined to build a practical reporting dashboard for AWS IAM Identity Center, using QuickSight to surface access patterns, governance signals, and operational visibility for security and identity teams. ✅ **Hardening Sensitive CI/CD Workloads with AWS Lambda** 📌 Bobby Lin - Manager, Application Security and DevSecOps, Fintech In this session, Bobby will share an architectural approach to decouple high risk workflows from CI/CD pipelines using AWS Lambda, reducing blast radius and improving security posture. The discussion will use GitLab based pipelines and focus on secure design patterns. ✅ **Automating Secure Access Across Your AWS Ecosystem** 📌 Deddy Gunawi - APJ Solution Architect, Okta In this session, Deddy will explore practical approaches to automating secure access across AWS environments through centralized identity and lifecycle management. The discussion will cover mapping user identities to cloud resources, automating provisioning and deprovisioning workflows, and applying attribute based access models to reduce manual credential management and over privileged accounts. 📸 Kindly note that photographs and recordings captured during the event will be used for future promotional purposes. 🍕 **Agenda & Housekeeping** 💡 Pro Tip: Arrive early to avoid queues and secure your seat for the sharing sessions! 🍕 Pizza Time: Dinner starts at 6.30pm, enjoy pizza and drinks before the talks begin. 🎤 Talks start around 7.00pm 🍻 Post-Event Networking: Stick around to meet fellow builders, practitioners, and experts. 🎁 Swag & Promo Codes: AWS swag and giveaways await those who stay till the end! 🔗 Connect with us: Meetup: [AWS Security Users Group Singapore](https://www.meetup.com/aws-security-users-group-singapore/) 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) 📬 Enquiries: [aws.usergroup.singapore@gmail.com](mailto:aws.usergroup.singapore@gmail.com)

Join us for lunch at Cooper’s Hawk in Easton. If the weather is nice, we’ll enjoy lunch on their gorgeous patio!

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.

**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** GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise. We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration. Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team. **YouTube Link** TBD

This meeting will be a presentation by Brannan Kenny of Hadley about their free remote services. Target audience for this group is persons who are visually impaired, especially those who have experienced recent loss, however, all are welcome, including family members and supports. Light refreshments will be served. You can also join the meeting by Conference Call at (518) 263-8851.

Pay attention! We’re delaying a week for those of you who may be on Spring break and/or celebrating the holiday. Ok, no pancakes, but waffles-a-plenty. Join the local UX and Digital Design community for a casual monthly breakfast. Look for us upstairs!

**The Data-Driven Brand: Using Analytics to Shape Perception** Can you use analytics to improve tacos? This being CBUSDAW, we think the answer is probably “yes”, but we’re not sure how to implement or test this theory. For our April meetup we’ve got Sara Kear, CMO of Condado Tacos, to investigate this delicious question. Sara will explore how she blends quantitative data and qualitative customer feedback to shape brand positioning and drive business decisions. We all know that marketing and analytics go way beyond attribution. Sara will show how Condado uses customer insights to inform product and pricing strategy. She’ll also highlight how Condado leverages customer feedback at scale to influence operational priorities, positioning marketing as the voice of the customer across the organization. In the last 12 years Condado has gone from one location in Columbus to 52 locations across 10 states, so we’re guessing there’s more to that growth than really good guac (though the guac probably helps). Ultimately, this talk focuses on the intersection of art and science—using data to inform creativity and build a brand that resonates with customers in a measurable way. **About Our Speaker** Sara Kear is Chief Marketing Officer at Condado Tacos, where she oversees brand, restaurant design, menu and pricing strategy, off-premise including catering, and customer data strategy. Since joining in 2021, she has helped grow the brand from 19 to 52 locations while building a data-driven marketing organization focused on loyalty and customer insights. Condado has since been named to the Inc. 5000, recognized as Breakout Retailer by Chain Store Age, and consistently ranked among FastCasual’s Top 100 Movers & Shakers. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)