Big Data

Prepare for Greater Heights — Start with Bukit Timah ***Coming Soon* ** 🏞️ Mount Kinabalu, Malaysia 🏔️ Mount Fuji, Japan ⛰️ Mount Jade, Taiwan 🏞️ Mount Rinjani, Indonesia As we gear up for these iconic international hikes, join us for a guided conditioning walk at Bukit Timah Nature Reserve—designed to build endurance, strength, and confidence in a supportive group setting. This walk is suitable for experienced hikers, fitness enthusiasts, and individuals seeking a meaningful outdoor challenge. Expect scenic forest trails, steady ascents, and a rewarding experience that reconnects you with nature while preparing your body and mind for future adventures. 🥾 Event Details 📍 Location: Bukit Timah Nature Reserve 📅 Date: Sunday, 8 February 2026 ⏰ Meeting Time: 2:45 PM (prompt departure) 🚇 Meeting Point: Beauty World MRT – Passenger Service Counter ⏱️ Walk Duration: 3:00 PM – 5:30 PM 🗺️ Route Overview 🚶 Bukit Timah Nature Park (Start) ⬆️ Bukit Timah Summit – Loop 1 🌿 Wallace Trail 🏕️ Dairy Farm Hut ⬆️ Bukit Timah Summit – Loop 2 🧍 Bukit Timah Nature Park (End) ⚠️ Important Information Please arrive on time; departure is strictly at 2:45 PM Wear comfortable hiking or sports shoes Bring sufficient water Be prepared for stairs, inclines, and uneven terrain Optional: Light snacks, sun protection, insect repellent 📝 Disclaimer Participation is voluntary and undertaken at your own risk. Participants are responsible for their personal safety throughout the activity. Hiking involves inherent risks, including slips, falls, and physical fatigue. The organizer will not be held liable for any injury, loss, or incident arising from participation. 📝 Reserve Your Spot Spaces are limited. Secure your place early and take the first step toward your next international summit.

**Pop Up Event:** 🍊 **CNY is coming… but extra kilos don’t have to follow 😉** You’re warmly invited to our **Go Trim CNY Health Gathering** — a fun, meaningful evening to connect, learn, and prepare for the festive season the smart way 💪✨ 📅 **Date:** 8 Feb (Sunday) ⏰ **Time:** 5pm – 7pm 📍 **Venue:** 346 Balestier Road, Singapore 329776 🍽 **Food:** Pot Luck (Bring a healthy dish for 4–5 pax) Come enjoy pot luck, great company, and learn simple tips to eat well without guilt this CNY 🧧💛 Let’s have fun, chat, and grow healthier together!

Hi Everyone, With Covid19 happening, there is still a limited participants for group events of up to 8 pax happening, so this just to keep the virtual skating together going. The Challenge is to skate as much as you can during this pandemic each week. And see how we rank on leaderboard of Strava. The ranking is arranged by most distances skated each week. Do join us through on Strava App below: Leaderboard updates on a weekly basis and resets every week (Mon to Sun) Join us at https://www.strava.com/clubs/freewheelers_sg (Kindly note that with specifically the Strava app, it is unable to cater for Inline skating option, so you will have list your tracking via run or ride for your ranking to show up in leaderboard. And this is the main challenge majority of skaters will be using.) Feel feel to contact Janice on Meetup if you need help with the apps to join us on these virtual skating challenges. You can also ask Janice for link to join a telegram group where impromptu small group skating events are frequently organized if you are looking for skating buddies. Special Note: Heard feedback from some Iphone users that trouble getting apps FOC. All these apps should be free. Please make sure you download the FREE VERSION. And please download the app, before you join via Challenge Links as the Challenge Links lead Iphone users to paid versions I think. Android Phones should be automatic directed to free version. IPHONE DOWNLOAD LINKS: https://apps.apple.com/us/app/strava-run-ride-swim/id426826309

🏛️ **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/Hg7zL8ClpzM3agJCvw5HDS), 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/Hg7zL8ClpzM3agJCvw5HDS). * 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/Hg7zL8ClpzM3agJCvw5HDS) 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/Hg7zL8ClpzM3agJCvw5HDS) 👈 Follow us on [Instagram](www.instagram.com/practicalphilosophyclub/) 👈 Our [website](https://www.practicalphilosophy.club/) 👈

Meet: Botanic Gardens MRT Station Circle Line Passenger Service Centre When: Sunday 8th Feb, 4 pm\*\* \*\*Not for beginners. Please wear long pants, hiking shoes. \*\* Please be punctual. There will be 5 minutes grace for attendance taking. Please remember that we cannot wait because this would be unfair to those already present. **Late cancellations, late arrivals, or no-shows may affect your priority for future walks. The 'going' list may not necessarily follow a strict sequence. Gate-crashers will be turned away to keep things smooth for everyone.** Join us as we trek in the Bukit Brown forest! It's a cemetery but there are interesting places to explore! Such as the abandoned cars in the forest, the Avatar Trees and many more... Join in the trek, and enjoy the wonderful views of Singapore and the nature surrounding you. See you there! :-) What to bring: \- Shades \- umbrellas \- Water \- Good walking shoes \- Long pants preferred \- Mosquito Repellent Event communication will be through the event comments section. Please check the event comments section on the day of the event so that you will be updated on any changes. Please keep in mind that I may not respond to messages sent after the walk starts because I will be busy helping the attendees and leading the walk. Please be sure to RSVP responsibly to help those who are on the waitlist get the chance to come for the walks. ***As a consideration to others, you should change your RSVP status the day before the event to allow those on the waitlist time to schedule for the event if you can't attend.*** If I notice many no-shows despite the RSVPs, I may remove you from the RSVP list so that others can join my walks. Thank you for your kind understanding. Disclaimer: Your physical well-being is your responsibility. Exercise care while you walk. Please let me know when you feel unwell and need to drop out. Walking comes with a risk of personal injury. ***By joining the walk, you accept responsibility for your safety and join the walk at your own risk. The organizer(s) will not be responsible or held liable for any accidents or injuries during or arising from the event.***

Sosialisasi Transfez Dear all, Kami mengundang teman-teman pekerja migran Indonesia di Singapura dalam acara: Sosialisasi Transfez Minggu, 8 Feb 2026 Jam 3-5 PM SGT Bayar Masing2 sesuai Pesanan Lokasi: Dapur Penyet The CentrePoint 176 Orchard Road #01-59 Singapore 238843 More Info: 9234 5043 (Raulina) Registrasi: https://shorturl.at/tv16G Sampai Jumpa!

**TRAIL RUN GROUP** ***WHO SHOULD ATTEND ?*** This group is a LEISURE run group. So whether you are a beginner or have years of experience, this group will suit you. Please note that if you intend to walk /hike, this group is not for you. However if you can run (70%) & walk (30%) , then you can give this group a try. ***WHAT TO EXPECT ?*** Our pace is leisure. We have participants of different ages, ranging from 25 to 70 years. Each one of us set our own pace; we do NOT pace one another & we do not run as a group. We do have regular member who is tasked to pace the slowest member so that no one get lost. The run usually last about 30 to 45 minutes. We currently have an average of 9 - 12 regular runners. We usually have a short dinner/drink after the run ***DISTANCE COVERED :*** About 5 km ***VENUE:*** We usually run in a nature park or on trails at the Bukit Timah Nature Reserve. ***TIMING:*** We meet every other Sunday ( bi-monthly) & start our runs PUNCTUALLY at 5pm. The run usually ends around 6pm . We have a drink/dinner after the run & disperse at around 7pm. +++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ **\*This Sunday Run , 8th Feb, 2026, 4:45PM\*** **VENUE:** **One North Park** **DISTANCE:** Around 5 km **START TIME :** Run starts PUNCTUALLY at 5pm Unable to wait for late comers Please try to be at the meet-up point by 445pm. **MEET-UP & START POINT :** ***MacDonald , Tower 1 , The Metropolis (Buona Vista MRT_ EXIT D)*** **DINNER/DRINK:** MacDonald

**For ages 17 and above.** Influenced by the Spanish and African culture, the Tango is sensual and passionate, one of the most fascinating dances. Stylized strides dominate this dance, along with periodical sharp and staccato movements. Tango’s passionate nature evokes a strong connection to the music, your partner and the audience, a dance that is exciting and often easy to learn. Its dramatic nature also makes Tango a very popular dance that is often featured in blockbuster movies; a favourite dance for those who enjoy drama within a dance. ### **Address** 795, North Bridge Rd, #02-01 797, 198763 ### **Schedule** Sundays 430PM - 530PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class.

**For ages 14 and above.** Unlock your inner dancer and explore a wide variety of dance & freestyle tricks with classes tailored to your individual progress! Maximum class size of 6 persons. ### **Address** 100 Plus Promenade - Gate 21, National Stadium 397629 ### **Schedule** Sundays 215PM - 315PM ### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class.

**People Analytics 101: Making Sense of Compensation Data** Compensation data is one of the most widely used and widely misunderstood forms of people analytics. The session will cover where compensation data comes from, including market pricing data, internal payroll data, and benchmarking sources, and how companies think about structuring and analyzing that information. We will explore how compensation data is leveraged to set salary ranges, manage internal equity, support hiring and retention, and align pay with business strategy. A portion of the session will address common data challenges and limitations, such as market noise, inconsistent job matching, and incomplete datasets, while keeping the primary focus on practical use rather than technical depth. The session will also look ahead at where the space is going, including the growing impact of pay transparency laws, expanding pay equity requirements, and emerging regulations in the US and Europe that require organizations to report on gender and pay gaps. The goal is to give attendees a clear mental model for how compensation analytics works today and why getting it right is becoming increasingly critical. (note: we are back at Rev1 this month!) **About Our Speaker** [Alex Moore](https://www.linkedin.com/in/alexscottmoore/) is the founder of [Moore Cooperative](https://moorecooperative.com/), where he advises organizations on compensation strategy, pay equity, and people analytics. His work focuses on helping organizations like the Ohio Supreme Court design, analyze, and communicate compensation systems that are data-informed, defensible, and aligned with organizational goals. Alex lives in Granville, Ohio and has three little kiddos. More info at [cbusdaw.com](https://cbusdaw.com)

I love my job and one of the main things I do is help customers get going with any of the data technologies at Microsoft. Right now there are a lot of my customers asking about Microsoft Fabric. It's hard to weave across all the shiny new options across the Fabric landscape, let alone figure out where it fits into your organization. In this session we'll focus on answering one question - how can I get data into Fabric? We'll talk through the "it depends" options and see some of the options in live demos.

### Tools in your AI's Toolbox : An introduction to MCP Servers The generative AI revolution has unlocked unprecedented capabilities, but the next frontier is agency: empowering models to interact with, query, and act upon the world. The current challenge is the “N x M integration problem,” where every AI model requires a custom, brittle integration for each external tool or data source. This approach simply doesn’t scale. How can we give an AI access to our sales leads, code repositories, or IoT devices in a standardized, secure, and reusable way? This session introduces Anthropic’s Model Context Protocol (MCP), the open-source framework designed to solve this challenge and become the universal connector—the USB-C port—for AI. MCP standardizes how AI models discover and use external tools, moving beyond simple function-calling to a robust, client-server architecture. We will dive into how this open protocol is creating a new ecosystem for building powerful, context-aware AI agents. Join this session for a developer-focused introduction where you will learn how to: Understand the core concepts of the open-source Model Context Protocol and its architecture. Utilize pre-built, open-source MCP servers to instantly connect AI to tools like Git, Slack, and databases. Build a custom MCP server to securely expose your own proprietary data and APIs as tools for any compliant AI. Move beyond bespoke integrations and contribute to a standardized, collaborative, and open ecosystem. Stop building one-off connectors and start building intelligent agents. This session will give you the practical knowledge to leverage MCP and create the next generation of AI that doesn’t just talk, but does. Want to be a speaker? submit your talk to our Call for Presenters!!! [https://sessionize.com/azure-cbus-2026/](https://sessionize.com/azure-cbus-2026/)

**Abstract:** The Advanced Photon Source (APS) is an X-ray light source at Argonne National Laboratory where researchers perform imaging, diffraction and spectroscopy experiments at 68 specialized beamlines. APS recently completed a major upgrade that made it the brightest synchrotron in the world and upgraded many of the beamlines to take advantage of the dramatically brighter, more coherent beam. These new capabilities are increasing the facility’s raw data production from <10 PB/year before the upgrade to >100 PB/year once all instruments are back online. To meet this data challenge, the APS Beamline Data Pipeline project team is partnering with beamline staff to develop and deploy science data pipelines that use a common set of open-source software tools (many written in Python) to link instruments with the Polaris supercomputer at the Argonne Leadership Computing Facility (ALCF) for data processing. This talk will describe the APS data systems, our file-based and streaming pipeline templates, and some of the open-source software we use to extract scientific insights from beamline data. **Audience Takeaway:** Open source Python data acquisition and analysis tools are ubiquitous at the APS. Many of the packages that are mentioned can be found at [https://github.com/AdvancedPhotonSource](https://github.com/AdvancedPhotonSource). This is a *hybrid* event. To attend online, join us on Zoom here at 6pm: [https://numfocus-org.zoom.us/j/89399976851?pwd=UEgMUZXdYmKdK1x1dIPL6hwUYnp7NW.1](https://numfocus-org.zoom.us/j/89399976851?pwd=UEgMUZXdYmKdK1x1dIPL6hwUYnp7NW.1) **Sponsor**: Grainger will provide the meeting site, as well as snacks for the onsite participants. * **Address:** 222 W Merchandise Mart Plaza, 18th Floor, Chicago, IL 60654 * **Grainger's Overview:** W.W. Grainger, Inc., is a leading broadline distributor with over $17 billion in revenue. At Grainger, We Keep the World Working® by serving more than 4.5 million customers worldwide with maintenance, repair, and operating (MRO) products and services delivered through innovative technology and deep customer relationships. Our machine learning team builds broadly across search, recommendations, product matching, computer vision, and generative AI. * **Logistics**: To access the Grainger office, we require **first and last names** of those who RSVP'd by **Feb 11**. Please take the main elevators at the center of the Mart. Attendees will then present their **IDs** when they arrive at the front desk on the 18th floor.

**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). See the handy Parking Map - we recommend street parking. [Street 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)

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/