Big Data

We are playing at Tebing ln, Punngol. Welcome beginners and intermediate to join us. Feel free to pm if you have any enquiries. thanks 😊 Add my xiaohongshu id: 27421369691 我们在tebing ln, Punggol 玩匹克球。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

We are launching a new Beach Tennis Group Class every **Monday from 745–915 PM at Pasir Ris Park**. Whether you’re completely new to the game or an experienced player looking to sharpen your skills, this session is designed for **all levels**: * Beginners will learn the fundamentals — strokes, movement, and coordination on sand. * Intermediate and advanced players can work on strategy, consistency, and competitive drills. You can register your interest here: [https://form.jotform.com/pacificbeachtennis/pbta-sign-up](https://form.jotform.com/pacificbeachtennis/pbta-sign-up), or contact Luke at 9476 5258 to register

Grab your clubs and join a group of bros for a great day of golf and conversation. This event is designed to create space for connection, where you can relax, share stories, and learn from one another while enjoying the game we all love.

The Go Academy Social Go Club is located at The Go Academy Punggol Centre Punggol Coast Mall, Tower 98, 98 Punggol Way, #01-224, Singapore 829857 **Event will happen by default. Usually we have 5 - 10 regular players every week. (They are not on meetup so you won't see the attendee count reflected here) So just come down! If you can't find us, text us at 9199 0946** When you have reached, the person in charge (likely Shaun) will arrange a player of your skill level for you to play with. If you haven't played in a long while or are just started learning for awhile, don't worry as there are other beginners and you will be able to play with handicaps. Most players start streaming in at 7PM onwards but it's ok to be early or later, whichever is more convenient to your timing. You are free to arrive at any time and leave at any time. Most serious players will play and review their games until 10PM and you are encouraged to do so. If you require a review of your game, you may politely request it from your opponent. We are all here to socialise and build a community around this game. There may be instances where there is a low visitor count. In such a case, Shaun will play a game with your personally or arrange an AI opponent so not to worry about a wasted trip. Please note that this is not a class for learning how to play. You may find our classes on our website @ https://thegoacademy.com.sg. Most importantly, enjoy and have fun. You may contact us at 9199 0946. We are open every Monday 7PM to 10PM until specifically stated. Join our WhatsApp group when you meet us in person. Do take note that we will not be dropping you a message on meetup to confirm that the event is happening or to liaise with you. The event by default is confirmed to take place every Wednesday.

Advance & Intermediate players for fantastic games. WA Jack 96893094 to confirm yr RSVP. 2hrs $20 or 3hrs $22 premium shuttles & aircon courts. We play 135 (Mon, Wed & Fri) wkly. Looking for advance/high intermediate players to join the ICML (Inter-Club Master League) & other tournaments throughout the year.

The Singapore ACM SIGKDD Symposium 2026 (“KDD Singapore Symposium”) is an in-person event organized by the Singapore ACM SIGKDD Chapter, in parallel with AAAI 2026. The Symposium aims to invite local and international researchers to introduce their recent research works in KDD areas, and connect the researchers with industry companies. The event was last held in [2023](https://kdd.sg/2023/07/25/singapore-acm-sigkdd-symposium-2023/) and [2024](https://kdd.sg/singapore-acm-sigkdd-symposium-2024/). **Date**: **20 January 2026** **Venue**: **Singapore University of Technology and Design** (about 12-minute walking distance from the AAAI 2026 venue, Singapore EXPO) The Symposium will be a one-day event consisting of: * **3** keynote talks from both academia and industry * **9** oral presentations and **31** poster presentations of recent advances published at top-tier venues in AI and data science. Please check [Keynote Speakers](https://kdd.sg/singapore-acm-sigkdd-symposium-2026/keynote-speakers/) for more information of the keynote talks and [Program Schedule](https://kdd.sg/singapore-acm-sigkdd-symposium-2026/program-schedule/) for the oral and poster presentations. Registration can be made via [our Registration page](https://kdd.sg/singapore-acm-sigkdd-symposium-2026/registration/). **Registration fee per participant:** * Early bird student registration: $15 * Early bird registration: $25 * Regular/On-site registration: $30 Early bird deadline is **9 January 2026, 11.59pm SGT**. **What the registration fee covers:** * Access to all talks and presentations * Networking opportunities * Coffee and tea breaks * Lunch We look forward to seeing you at our symposium soon!

Welcome to my sailboat. **Please read this notice**. These are crew opportunities, not for passengers, non-swimmers, people afraid of the water or get seasick. Bring a change of clothes, a towel, a hat, non-marking footwear with heelstrap and sunblock. There is a toilet and drinking water on board. Participants like to contribute to expenses in appreciation of this opportunity. **Also**, please confirm your attendance by SMS or Whatsapp on Saturday for sailing on Sunday, to avoid no-shows and missed sailings. No-shows deprive others of a place, so be responsible and remove your reservation if you are not attending, and please do it in good time. Places unconfirmed by Saturday will not be reserved, and I can't wait for you if I'm not sure you're coming. Keep me informed and reply to my messages. Don't be late. Thank you. Derek 9807-5827.

This nature walk takes you through the rustic and ecologically sustainable park of Coney Island, also known as Pulau Serangoon, as well as the scenic area of My Waterway@Punggol. The trail is easy with no elevation gain, and the pace is unhurried, making it a refreshing way to reconnect with the nature and unwind outdoors. Along the way, you may spot some unique features, plants, and wildlife. Remember to bring water, wear comfortable walking shoes, and pack some snacks if you wish, as there are no food or water facilities on most part of the trails. Date : 24 Jan'26 (Sat) Meeting time : 8.30am Meeting Point : Punggol Coast MRT Station (Exit 2, take one escalator up) Ending point : Punggol Waterway Point (Punggol MRT/LRT) Est. distance : 8km

Hello everyone! Join us for an IN PERSON Apache Iceberg™ meetup on Jan 22nd 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-19:05pm: Welcome! * 19:05pm-19:35pm: Siva Periyasamy, Head of Data Engineering and Data Platform, OCBC Bank * 19:35pm-20:05pm: Shelvia Hotama, Senior Solutions Engineer, Confluent * 20:05pm-20:35pm: Matt Yi, Tech VP, VeloDB * 20:35pm-21:00pm: Networking \*\*\* **💡 Speaker:** Siva Periyasamy, Head of Data Engineering and Data Platform, OCBC Bank **Talk:** Unlocking Modern Data Lakes with Starburst, Iceberg & Ozone **Abstract:** TBC \-\-\-\-\- **💡 Speaker:** Shelvia Hotama, Senior Solutions Engineer, Confluent **Talk:** Why Apache Iceberg Matters for Your Data **Abstract:** If you’re hearing about **Apache Iceberg** for the first time, think of it as a smarter way to manage large analytics tables on your data lake. It helps keep your data organized, reliable, and fast to query, without tying you to a single engine or vendor. In this session, we’ll break down what Iceberg is in plain language, show how it’s different from older table formats, and walk through real examples of how it makes everyday data work easier. We’ll talk about things like safe updates, changing table schemas without pain, and “time travel” queries so you can see how your data looked in the past. \-\-\-\-\- **💡 Speaker:** Matt Yi, Tech VP, VeloDB **Talk:** From Iceberg to AI: Accelerating Lakehouse Analytics and Hybrid Retrieval with Apache Doris **Abstract:** The Lakehouse architecture, powered by open table formats such as Apache Iceberg, has become the foundation for modern analytics and AI workloads. However, efficiently serving diverse query patterns, ranging from large-scale analytical SQL to text and vector retrieval, remains a key challenge. In this talk, we introduce how Apache Doris enhances the Iceberg-based Lakehouse with high-performance query acceleration and materialized views, enabling faster and more cost-efficient analytics directly on open data. Building on this foundation, we explore Doris for AI: a unified engine that provides seamless access to structured, semi-structured, and unstructured data through hybrid search and analytics. Doris combines analytical queries, full-text search, and vector search in a single system, making it easier to support retrieval-augmented generation (RAG) and other AI-driven applications on Lakehouse data. Finally, we share Doris’s roadmap toward deeper integration with open table formats. This includes plans for managed Iceberg tables and bringing native inverted and vector indexing capabilities directly to Iceberg data, enabling zero-copy, high-performance analytical and retrieval workloads. The session outlines how Doris aims to bridge analytics and AI on open data, turning the Lakehouse into a truly multi-modal data foundation. \*\*\* ***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)

We're thrilled to invite you to an evening focused on the practical, real-world use of Apache Iceberg and the growing ecosystem around it. Hosted by [Starburst](https://www.starburst.io/blog/iceberg-v3/), [Confluent](https://www.confluent.io/), and [VeloDB](https://www.velodb.io/) at the [CACIB](https://www.ca-cib.com/en) offices in Singapore. Join us to discuss and learn how modern analytics is being built on top of Apache Iceberg with technologies like [Trino ](https://trino.io/)and Apache Kafka and Flink. Whether you're running Iceberg in production, exploring new architectures, or looking to connect with others solving similar data challenges, this is a great opportunity to learn and collaborate over snacks and drinks! **Agenda** * 18:30pm-19:00pm: Food, Drinks & Networking * 19:00pm-19:05pm: Welcome! * 19:05pm-19:35pm: Siva Periyasamy, Head of Data Engineering and Data Platform, OCBC Bank * 19:35pm-20:05pm: Shelvia Hotama, Senior Solutions Engineer, Confluent * 20:05pm-20:35pm: Matt Yi, Tech VP, VeloDB * 20:35pm-21:00pm: Networking **Seats are limited — please RSVP to secure your spot.** \-\-\-\-\- [Join the Community newsletter ](https://www.starburst.io/info/newsletter/?utm_medium=event&utm_source=meetup&utm_campaign=APAC-FY26-Q4-CM-Singapore-Meetup&utm_content=meetup)and get Chance to win a very cool T shirt> [Explore the role that Apache Iceberg is playing in analytics and AI >](https://www.starburst.io/blog/apache-iceberg/)

🏓 **Pickleball Session @ Punggol** 🏓 📅 **25 Jan 2026 (Sunday)** ⏰ **10am – 12pm** 📍 **Play! Pickle Punggol** 🏟️ 6 Sheltered Courts, 1 Half Court, 1 Outdoor Court 📌 10 Tebing Lane, Singapore 828836 We’re planning a fun, beginner-friendly pickleball session — good sweat, good vibes, and a great way to meet new people! 💪😄 Paddle & Ball will be provided. 👉 **Interested to join?** Do come to the waitlist, will contact you prior joining us for this event.

**NEW LOCATION: 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). For this first meeting of the year, we will be reviewing submissions for the [Your Program is Hideous and Obfuscated Challenge (YPHOC). ](https://docs.google.com/document/d/13zbxwElpJqPMuAN4Ele2hUgsqtFKzH3OCTL5NEeiLKQ)Submissions for this challenge are due by January 12th, 2026. The details can be found here: or on our website http://www.cohpy.org See Our [Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) 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 centralohpython@gmail.com

**New Dojo Location!** **Draft Day Columbus** 1130 Dublin Road Columbus, OH 43215 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)

2026 may be the last year many developers write code by hand. We need coding agents to solve complex problems in production codebases, but vibe coding alone won’t get us there. Vibe coding is all gas, no brakes. It burns up the context window until the agent slips on its own slop. You can go fast at first, but the more you stuff into the context window, the more tangled its outputs get. While the industry is rapidly increasing code generation speed, we still have to understand, review, merge, and maintain what gets shipped. This talk featuring Michael Geiger will outline how coding agents (Claude Code + Gas Town) work and a framework for orchestrating them to solve complicated problems in complex codebases. It’s about steering the model: doing the research to align intent, planning the approach up front, implementing in parallel steps, and breaking early. Human judgment still matters, but it should be spent on high-leverage decisions: what to build, what to forbid, and “what is quality?”, not cleaning up slop. Attendees will leave with a checklist to identify workflow and environment gaps that hold agents back, so you and your team can ship higher-quality software starting tomorrow.

## Learn Infrastructure-as-Code (the FUN Way) — Through Minecraft 🎮☁️ **Joint Meetup: Azure CBUS × Columbus HashiCorp User Group × DevOps Columbus** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint Azure CBUS, Columbus HashiCorp User Group, and DevOps Columbus meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. ### What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time ### Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐 Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

## Details \#\# Learn Infrastructure\-as\-Code \(the FUN Way\) — Through Minecraft 🎮☁️ **Joint Meetup: DevOps Columbus - Azure CBUS - Columbus HashiCorp User Group** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint DevOps Columbus, Azure CBUS and Columbus HashiCorp User Group meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. \#\#\# What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time \#\#\# Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐

**Course Overview:** For project management professionals, the PMP certification is a widely accepted credential. It attests to their proficiency in project management and leadership. Obtaining PMP certification indicates proficiency in project management techniques and a dedication to best practices. It raises earning potential, creates new chances, and improves career prospects. The Project Management Institute (PMI) administers the PMP certification, which necessitates passing a demanding exam, proving experience, and fulfilling professional development criteria. **Training Overview:** This in-depth PMP® course is carefully crafted to provide professionals with the information, tools, and techniques needed to lead projects in a wide range of industries. Updated according to the most recent PMBOK® Guide and PMI standards, the course addresses fundamental project management areas such as initiating, planning, executing, monitoring, controlling, and closing a project. Attendees will receive hands-on practice through live case studies, interactive training, and exam techniques so that they are well-equipped to take the PMP certification exam. The training is also in compliance with the PMI 35 contact hour requirement and is conducted by certified trainers with real-world industry experience. [https://www.icertglobal.com/course/pmp-certification-training/Classroom/5/3644](https://www.icertglobal.com/course/pmp-certification-training/Classroom/5/3644) Take your career to the next level with our **intensive PMP® Bootcamp**, designed to help you lead projects with confidence and earn your PMP credential quickly and efficiently. · Hands-on training in project planning, execution, monitoring & closure · In-depth understanding of PMI frameworks and the PMBOK® Guide **·** Proven strategies to **clear the PMP exam on your first try** · Guidance from expert trainers with 15+ years of industry experience **Key Features of PMP Certification** · **4 Days In-Person Training:** Intensive classroom sessions with expert-led instruction, hands-on activities, and full PMP® exam coverage. · **PMBOK® Guide 7th Edition-Based Training:** Aligned with the latest PMI standards, focusing on principles, performance domains, and real-world project applications. · **90 Days of E-Learning Access:** Get unlimited access to recorded sessions, study materials, and practice exams for 90 days to reinforce your learning at your own pace. · **PMI Application Assistance:** Get step-by-step guidance to complete and submit your PMP® exam application accurately and confidently. · **35 Hours of Classroom and Online Instructor-Led Live Training:** Comprehensive, real-time training delivered by certified instructors in both in-person and virtual formats. · **Approved Course Materials:** Study with PMI-authorized and industry-recognized materials aligned with the latest PMP® exam content outline. · **Money-Back Guarantee:** Enroll with confidence—get a refund if you don’t pass the PMP® exam under our specified terms and conditions. · **Exam-Based Mock Tests:** Practice with full-length, PMP®-style mock exams designed to simulate the real test environment and boost your confidence. **Benefits of PMP Certification:** · **Global Recognition:** PMP is a universally respected credential recognized across industries worldwide. · **Higher Salary Potential:** PMP-certified professionals earn up to 20% more than non-certified peers. · **Career Advancement:** Opens doors to leadership roles and high-impact project opportunities. · **Validated Skills:** Proves your ability to manage projects efficiently using industry-standard best practices. · **Stronger Networking:** Connect with a global community of project managers and PMI members. **What will you learn?** * **Project Management Frameworks:** Understand PMI’s approach and the PMBOK® Guide (7th Edition) * **Project Lifecycle & Processes:** Master initiating, planning, executing, monitoring, and closing phases * **Agile & Hybrid Methodologies:** Apply adaptive project practices used in modern industries * **Team Leadership & Communication**: Learn stakeholder engagement, team dynamics, and conflict resolution * **Risk, Time & Cost Management:** Effectively manage project constraints and ensure delivery success * **PMP® Exam Strategy:** Gain test-taking techniques, practice with mock exams, and get exam-ready tips **Our Pass Guarantee: Your Success is Our Priority:** We’re committed to your success—our training, tools, and support are designed to help you pass the PMP® exam with confidence. **Why Choose Our Program? Learn from Industry Leaders. Succeed with Confidence.** · Led by certified experts with 15+ years of experience · PMI-authorized training aligned with the latest PMBOK® Guide · Proven track record of high first-attempt pass rates · Practical case studies and real-world project insights · Dedicated support from registration to certification However, basic understanding and knowledge about quality aspect and quality control will prove to be useful. Other course you might be interested: CAPM \| PMP \|LSSGB \| LSSBB \| LSSGB & LSSBB \| ITIL \| CBAP \| PMI\-ACP \| Big Data \| DevOps \| Data Science \| CSM If you are interested, please let me know so that I can send you special discounted price along with the customized registration link which will help you to enroll it easily. **Other Training Courses:** CAPM \| LSSGB \| LSSBB \| LSSGB&LSSBB\| CSM \| PMI\-ACP \| CCBA \| CEH \| DevOps If you have any more queries regarding PMP training and certification write an email to : [alex.wood@icertglobal.org](mailto:alex.wood@icertglobal.org) [https://www.icertglobal.com/](https://www.icertglobal.com/) Email: [alex.wood@icertglobal.org](http://alex.wood@icertglobal.org/) Phone: 713-287-1187

## Learn Infrastructure-as-Code (the FUN Way) — Through Minecraft 🎮☁️ **Joint Meetup: Azure CBUS × Columbus HashiCorp User Group** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint Azure CBUS and Columbus HashiCorp User Group meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. ### What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time ### Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐 Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/