Big Data

We are launching a new Beach Tennis Group Class every **Friday 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

**Who Is This Session For:** Beginner tennis players with no experience or play for less than 1 year. **What You'll Learn:** \- Foundational tennis skills\, footwork\, forehand and backhand strokes\, volley and serve \- Learn progressively\, in stages\, to adapt and improve on these basic skills \- Spar with players of similar standard \- Learn tennis from certified coach \- At least 2 years of coaching experience **What To Prepare:** Water bottle, sports attire, tennis racket will be provided to you :) **Number Of Pax:** Max 4 pax per group **Wet Weather Policy:** Reschedule in case of rain, 1h before lesson **Time:** Friday 8-9 pm **Price:** $45 per class $150 for 4 classes ($37.50/class) Please PM or Whatsapp Gabriel ([8401 4648](https://wa.me/6584014648)) if you are interested! 😊 ➡️ [https://wa.me/6584014648](https://wa.me/6584014648) **We Also Have Classes Other Popular Locations** River Valley, Buona Vista, Tampines, Punggol, Upper Thomson, Stadium, Farrer Park, Kembangan, Choa Chu Kang, Lorong Chuan, Senja Cashew CC, Bukit Batok and many more! **View All Our Tennis Classes Islandwide! 👇** [https://sporthitch.com/tennis/](https://sporthitch.com/tennis/) **Arrange For Adult Private Tennis Classes! 👇** [https://sporthitch.com/adult-private-tennis-classes-singapore/](https://sporthitch.com/adult-private-tennis-classes-singapore/) **Arrange For Kids Private Tennis Classes! 👇** [https://sporthitch.com/kids-private-tennis-classes-singapore/](https://sporthitch.com/kids-private-tennis-classes-singapore/)

* Please remove your RSVP if you can't make it by 5pm (except for wet weather) so that others can take over and enjoy the game. * Please bring your paddle or look for Jimmy or Sarah for the spare paddle if you do not have one. * Venue: Tampines St 45, Blk 498C (Multi-storey car park top level) * Time: 6:30 pm to 9:00 pm * Only those RSVPs are allowed for the session. * Please follow the queue system on the court. * No cancellation announcement will be made due to wet weather, it is on the player's discretion to decide whether to attend the session.

Step up, try Pickleball. Pickleball is a growing sport in the world, named the fastest growing sport in the US for the past 2 years. Up to 6 pax per class. ### **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 ### **Cancellation Policy** Credits will be considered used if class is cancelled within 24 hours before the start of the lesson

Want to hone your shooting skills to the next competitive level? Aiming to represent Singapore? Our experienced coaches have the proven track record in preparing young shooters for high-performance shooting. In 2019 alone, 5 youths training with our coaches qualified for training with the National Youth Team. ### **Address** 60 Yishun Ave 4, #4, Singapore 769027 ### **Schedule** Fridays 730PM - 930PM ### **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.

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.

**DATE:** 2026, Mar 7, 8 &14(3-day course) * Course includes an expedition to Pulau Ketam and Ubin (total \~6km) [Fee and registration Click here](https://www.onepa.gov.sg/courses/kayaking-2-star-award-healthiersg-c027198469)[](https://www.onepa.gov.sg/courses/kayaking-2-star-award-healthiersg-c027198469) **AIM:** To develop the range of basic strokes and maneuvers for novices. **PRE-REQUISITE:** Certified 1 Star Kayakers. **EQUIPMENT PROVIDED:** 1. Single Kayak 2. Paddle 3. PFD (Buoyancy vest) 4. Spray deck. Participants will be awarded 2 Star Certification upon successful completion of this course. This allows you access to very affordable Kayak & equipment rental at $15 a day from Passion Wave Outlets **VENUE** Water-Venture Pasir Ris. 125 Elias Road. Singapore 519121. Tel: 65824796 NOTE Courses conducted at WVPR usually filled up quite quickly. ATTIRE Footwear - No slippers allowed. Covered shoes or sports sandals suitable water sports recommended. Clothing - Long sleeves rash guards and long tights suitable for water sport recommended due to prolong exposure to sun. Quick dry Short sleeves T-shirt and shorts is acceptable. Cap & sunblock - Highly recommended [Registration and Fee](https://www.onepa.gov.sg/courses/kayaking-2-star-award-healthiersg-c027198469) OTHERS Bring Water & Lunch

**For ages 11 to 13.** ### **Address** 195B Punggol Rd, Singapore 822195 ### **Schedule** Saturdays 915AM - 1015AM ### **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 13 and above.** ***Teens Basketball (Ages 13-18) – “Elite Development”*** For teens looking to take their game to the next level, we focus on advanced skills, footwork, game strategy, and competitive play. This class includes structured training in shooting techniques, ball-handling, defense, and game IQ, preparing players for school teams, competitive leagues, and beyond. ***Adult Basketball (Ages 18+) – “Game Ready”*** Whether you’re a beginner or an experienced player, our adult sessions provide skill development, fitness training, and competitive play. These sessions focus on shooting accuracy, defensive strategies, and game execution, ensuring players stay sharp and active. ### **Address** 195B Punggol Rd, Singapore 822195 Punggol Rd, Singapore 822195 ### **Schedule** Sundays 11AM - 12PM ### **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.

**One Life, One Solo Adventure – Bhutan** Tired of waiting for the perfect travel companions? Escape the hustle of city life and find your peace in Bhutan’s tranquil beauty. It’s time to reconnect with nature, rediscover yourself & refresh your mind, body, & soul. Join our Bhutan tour and embark on a meaningful solo adventure, where you can meet like-minded travelers from all walks of life. This is more than just a trip – it’s an opportunity to share stories, make new friendships and expand your network while experiencing the breathtaking beauty of Bhutan. No matter your background, everyone is welcome to come together and create unforgettable memories in one of the world’s most happiest countries. **Why Bhutan trip?** Bhutan, often referred to as the **"Land of the Thunder Dragon,"** is renowned for its stunning landscapes, rich Buddhist culture, and commitment to Gross National Happiness. Nestled in the Himalayas, it boasts breath taking views, traditional dzongs, and vibrant festivals that celebrate its unique heritage. With a focus on sustainable tourism, Bhutan offers an authentic experience, from trekking through pristine nature to exploring ancient monasteries, all while enjoying the warm hospitality of its people. This trip to Bhutan is perfect for everyone—whether you're traveling solo, with family, friends or as a couple, YOLO. **Tour Highlights** * Visit one of Bhutan's most iconic landmarks **Tiger's Nest Monastery**, perched on a cliff **3,120 meters** above sea level. * Visit to **Punakha Dzong** the "**Palace of Great Happiness**" is a magnificent fortress at the confluence of the **Pho Chhu and Mo Chhu** rivers. * Enjoy authentic dinner/ lunch with a local family at a farm house. * Hoisting of prayer flags at **Dochula pass (3100 m)** which offers panoramic views of the Himalayan range, including the **108 memorial chortens** (stupas) built in honour of Bhutanese soldiers. * Meditation at **Dochula Caves** and **Buddha Dordenma** (the highest Buddha statue in the world). **Trip Details:** **Dates-:** **Every Sunday.** **Only need 5 days leave.** 2 nights Thimpu, 2 nights Punakha & 2 nights Paro. **Group Size:** Limited to 15 dream travelers (min 4 to go). Private tour option also available. **Flight:** Only one direct Drukair flight goes from Singapore to Paro. There are connecting flights to Paro either from Bangkok or New Delhi. We will help you to book your flight. **Early Bird Price:** **SGD 2188** (SGD 500 deposits thereafter the price is **SGD 2388**). **Refund Policy:** The deposit is refundable within 3 days after the trip confirmation mail sent to you. After that, it becomes non-refundable. Full amount refunded if we don’t meet minimum no of pax. **Inclusions:** * 3 Star hotel accommodations on twin/double sharing basis. * All Meals-: Daily breakfast, lunch & dinner. * Sustainable Development Fee (SDF) to the Government of Bhutan * Bhutan Visa Fee * Certified English Speaking Bhutanese Guide for your entire stay. * All ground transportation * All entrance fees * All internal taxes and charges. * Mineral Water while traveling. **Exclusions:** * International flights and personal travel insurance * Personal expenses (shopping, optional activities like spa, massage, archery, horse riding, porter etc). * Items of a personal nature, such as laundry, telephone calls, room service, alcoholic & non-alcoholic beverages, etc. * Single room supplement, Child or adult in triple sharing room. * Other meals during the trip (other than stated above). **Note-: There will be a surcharge fee if travel date falls in any Bhutan major festivals, X-Mas, New Year period (hotels increase their cost during this period).** **REGISTRATION AND PAYMENT:** **1.** RSVP NOW **2.** Transfer a small Deposit of **$500** to grab our **Early Bird Offer** to: **Dream Valley Pte Ltd via:** **A)** PAYNOW to UEN: **202413187D** **B)** Through ATM/Online to: Dream Valley - Current Acct: **11352440801** Bank Name: ANEXT Bank Pte. Ltd. Bank Code: 9742 Bank Industry Code: ANTPSGSGXXX **3.** Once you've transferred, WhatsApp **Vinny (Hp. 85062629)** your proof of payment. **(IMPT: INDICATE THE EVENT & YOUR MEETUP NAME).** Your slot is now confirmed and you'll be invited to the Trip Briefing/ Q & A Session once RSVP closes. **4.** This is a "First to transfer, first to Confirm" basis. The sooner we can confirm this Trip, the more everyone saves. **Disclaimer, Indemnity and Terms of Participation:** **PLEASE READ FOLLOWING LINKS FOR OUR T&C’s BEFORE YOU RSVP:** [https://dreamvalleydestination.com/terms-and-conditions/](https://dreamvalleydestination.com/terms-and-conditions/) [https://dreamvalleydestination.com/privacy-policy/](https://dreamvalleydestination.com/privacy-policy/) By participation on this trip, I agree to & accept **Dream Valley’s** terms and conditions. We reserve the right without prejudice to return payment at any time and not permit participation - without the obligation to explain or give any reason. This Trip is organized by **Dream Valley Pte Ltd** **(TA License: 03794).** **Stay Connected: Follow our latest trips and updates:** Check out this Linktree! - https://linktr.ee/Dreamvalleydestination?utm_source=linktree_profile_share [https://dreamvalleydestination.com](https://dreamvalleydestination.com)

You are invited to a creative Zentangle Journaling class! Unleash your creativity and calm your mind, where art meets meditation! This is a monthly event on every 2nd Sunday. Our first class will be on 9th Feb 2025 at Central Christian Church, Temasek Room (Level 4) at 3pm. Fee at $8 for every first-timer. You will be given a Zentangle Journaling kit. Light refreshments will be provided. No experience is needed. All you need is to have an open heart and mind to enjoy the therapeutic and relaxing time! RSVP soon to book your seat!

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

**Google Analytics Alternatives** Is it finally time to make the switch away from Google Analytics? Two-and-a-half years ago Jason Packer asked this question at Columbus Web Analytics Wednesday. Since then: Google’s Universal Analytics has been sunset, we’ve changed our name to Columbus Data & Analytics Wednesday, and Jason has released two editions of his book “Google Analytics Alternatives”. Fresh off the release of the 2nd edition of his book, we thought it was time to re-open this conversation. While people love to complain about it, GA’s market share has remained relatively constant (at least in the United States). Why is that? You won’t find any complaints about GA4 in this talk, but rather an overview of what’s currently available in the market and how to frame your decision-making process. We’ll also be giving out some free copies of Jason’s book! So even if you’ve got a “GA4Lyfe” tattoo (no judgement), there’s free books to go with the free pizza and beer. 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)

Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

**Details:** This talk reviews the fundamental academic research literature in financial economics, distilling key findings with rigor while debunking suboptimal investing decisions. It draws on decades of empirical research and statistical analysis with the aim of guiding how to think about sound investing. **Audience Takeaway:** Attendees will gain a practical, research-based approach to assessing investments, interpreting risk, and making choices that support long-term financial independence, informed by decades of published financial studies. **Zoom: This is a *hybrid* event. To attend online, join us on Zoom here at 6pm:** https://iit-edu.zoom.us/j/87434065239?pwd=mK8gkDO6FTL2NBCXrgnViDwVJU14YT.1 Meeting ID: 874 3406 5239 Passcode: 826532 **Sponsor:** **[Tegus by AlphaSense](https://www.tegus.com) will provide the meeting site, as well as pizza and soft drinks for the onsite participants.** * **Address:** 200 N. LaSalle Street. Suite 1100. Chicago, IL 60601 * **Tegus by AlphaSense's Overview:** Tegus by AlphaSense is the leading market intelligence platform for key decision makers. We power some of the world’s most well-respected institutional investors, corporations, and consultancies through the largest and most comprehensive database of primary and market information. Our products and services enable clients to discover unmatched insights and answers to the most challenging questions they face to help them make better informed decisions. We are an end-to-end investment intelligence and research platform that modernizes the research processes. With an ecosystem that combines at-cost, on-demand expert calls with a 55K+ transcript library; quantitative financial workflows that streamline research across company disclosures, management presentations, earnings calls and filings; and 4K+ fully-drivable financial models and company benchmarking data, including every KPI and comparison that matters, Tegus by AlphaSense enables investors to move faster, gather deep research and surface high-quality insights to drive better decisions. The company serves customers worldwide, including investment analysts, portfolio managers and key decision makers across public and private businesses in markets of all sizes. * **Logistics**: To access the Tegus by AlphaSense building, we require **first and last names** of those who RSVP'd by Mar 18. Attendees will then present their **IDs** when they arrive at the front desk (right when they enter the building). They will be sent up in the elevator to the 11th floor where we will be.

**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)

One of the most valuable parts of this community is the opportunity to think out loud with other product professionals. This session is built for exactly that. As we wrap up the quarter, it’s a great time to pause and reflect. What’s on track? What needs adjustment? Where could a small shift create bigger impact? Join fellow product professionals for a focused, interactive conversation designed to help you recalibrate for the next quarter. You’ll have the opportunity to share where you are, hear how others are thinking through similar challenges, and gain fresh perspective you can bring back to your team and organization. We’ll gather at 8:00AM, with discussion starting promptly at 8:15AM. 📍 First Watch - 7227 N High St Located in: The Shops at Worthington Ample parking is available. Food and beverages will be available for purchase. Start your morning with clarity and connection — we hope to see you there! ☀️

Drake Lundstrom is presenting: Code Anywhere by Talking to your Phone Abstract: Have you heard the trend of people deploying code anywhere from checkout lines to doctors' offices? In this talk, you will learn how to talk to your phone and have an app on Azure to show your friend 5 minutes later. The basic DevOps tools you already know, plus a little bit of AI magic, are all you need! If you want to follow along, the demo will be in Azure with GitHub Actions and GitHub Copilot, and you can have it set up on your phone by the end of the session. Just come in with an Azure account and a GitHub repo. Join us for pizza, drinks, and networking @ Improving's office. Doors open at 5:45.