MapReduce

Get ready to be inspired by **Mohammed Qahtani**, an internationally renowned speaker, as he takes the stage at the **District 102 Annual Conference 2026**. 🎤 **Topic: The Power of Speech** Words can influence minds, move hearts, and shape destinies. Discover how powerful communication can elevate **confidence, leadership, and impact — beyond borders**. This is more than a conference. It’s an experience of **growth, connection, and transformation** — designed for anyone who wants to speak with clarity and lead with confidence. 📍**Lotus Desaru Beach Resort & Spa** 👉 **Get your tickets now:** [https://d102tm.org/annual-conference-2026/#tickets-section](https://d102tm.org/annual-conference-2026/#tickets-section)

Prepare for a powerful and thought-provoking session with **Greg Van Borssum** at the **District 102 Annual Conference 2026**. 🧠 **Topic: *Are You Okay?*** In a fast-moving world, this session invites you to pause, reflect, and reconnect — with yourself and with others. Greg will explore awareness, resilience, and the unspoken conversations that truly matter, delivered with depth, clarity, and impact. This is more than a talk. It’s an experience that challenges perspectives and sparks meaningful conversations — **Beyond Borders**. 📍**Lotus Desaru Beach Resort & Spa** 👉 **Secure your seat now:** [https://d102tm.org/annual-conference-2026/#tickets-section](https://d102tm.org/annual-conference-2026/#tickets-section)

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

**Please click [https://www.facebook.com/share/p/1AVkLWVHQn/](https://www.facebook.com/share/p/1AVkLWVHQn/) .** **For full trip details, please WhatsApp:** Kelvin- [https://wa.me/6593838649](https://wa.me/6593838649) Magdalene - [https://wa.me/6597914105](https://wa.me/6597914105) **For more adventure trips, please click** [https://linktr.ee/thetravellingbackpack](https://linktr.ee/thetravellingbackpack)

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.

🏓 Pickleball Meet-Up — Sat 16 May (Punggol) Hey everyone! Got a court booked this Saturday. Do join us ! 📍 Play! Pickle, Punggol 📅 Sat, 16 May 2026 ⏰ 1:00 PM – 3:00 PM (2 hours) Afterwards, we can have a short break at a nearby cafe! All levels welcome — beginners totally fine, happy to rally and teach the basics. Paddles available if you don't have one yet. New to pickleball? 🏓 It's like tennis but easier — smaller court, lighter paddle, plastic ball. Beginner-friendly, low impact, and one of the fastest-growing sports in the world right now. You'll be rallying in minutes. ☔ Fully sheltered courts — game is on regardless of weather.

**Prawning & BBQ Social: Sunday Sunset Catch!** **Looking for a relaxing way to wrap up your weekend? Join us for a hands-on Prawning & BBQ session at Hai Bin! Whether you're a seasoned pro or have never held a rod before, it’s all about the thrill of the catch and the delicious reward afterward.** **We’ll spend an hour and a half at the ponds, followed by a communal BBQ to enjoy the freshest prawns possible—the ones we catch ourselves!** **Event Details** * **Date: Sunday, 17 May** * **Time: 7:30 PM – 9:30 PM** * **Location: Hai Bin Prawning** **6 Tebing Ln, #01-04, Singapore 828835** * **Cost: $24 per person (Includes rod rental and bait)** * **Admin Fee:$7** **The Game Plan** * **7:30 PM – 7:45 PM: Meet & Greet. We'll gather at the entrance to get our rods and bait.** * **7:45 PM – 9:15 PM: 1.5 Hours of Prawning. We have a 30-minute grace period for latecomers, but the sooner you start, the more you catch!** * **9:15 PM – 9:45 PM: BBQ Time. We’ll head to the pits to salt and grill our catch for a fresh Sunday night snack.** **What to Bring** * **Patience & Good Vibes: Prawning is a game of skill (and a little luck!).** * **Casual Wear: It can get a bit warm around the BBQ pits.** * **Small Change: For drinks or extra snacks available at the venue.** **RSVP Note: Please note that your attendance is only confirmed by early payment to Kimi at 8796 4912. The event is subjected to cancellation if the minimum attendance of 4 is not met. In the event of cancellation, you will be refunded in full. Confirm your attendance ASAP with us for the event to go ahead! See you by the water!**

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

**Prawning & BBQ Social: Sunday Sunset Catch!** **Looking for a relaxing way to wrap up your weekend? Join us for a hands-on Prawning & BBQ session at Hai Bin! Whether you're a seasoned pro or have never held a rod before, it’s all about the thrill of the catch and the delicious reward afterward.** **We’ll spend an hour and a half at the ponds, followed by a communal BBQ to enjoy the freshest prawns possible—the ones we catch ourselves!** **Event Details** * **Date: Sunday, 17 May** * **Time: 7:30 PM – 9:30 PM** * **Location: Hai Bin Prawning** **6 Tebing Ln, #01-04, Singapore 828835** * **Cost: $24 per person (Includes rod rental and bait)** **Admin fee $7** **The Game Plan** * **7:30 PM – 7:45 PM: Meet & Greet. We'll gather at the entrance to get our rods and bait.** * **7:45 PM – 9:15 PM: 1.5 Hours of Prawning. We have a 30-minute grace period for latecomers, but the sooner you start, the more you catch!** * **9:15 PM – 9:45 PM: BBQ Time. We’ll head to the pits to salt and grill our catch for a fresh Sunday night snack.** **What to Bring** * **Patience & Good Vibes: Prawning is a game of skill (and a little luck!).** * **Casual Wear: It can get a bit warm around the BBQ pits.** * **Small Change: For drinks or extra snacks available at the venue.** **RSVP Note: Please note that your attendance is only confirmed by early payment to Kimi at 8796 4912. The event is subjected to cancellation if the minimum attendance of 4 is not met. In the event of cancellation, you will be refunded in full. Confirm your attendance ASAP with us for the event to go ahead! See you by the water! Ji**

**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.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

Jimmy V's Grill & Pub in Grandview Heights. You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room. This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us. COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant.

**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** TBD **YouTube Link** TBD

This is an in-person meeting. At this meeting you will get answers to depression and anxiety. Find out the source of them and how to get rid of them. Did you know that unwanted emotions like anxiety, depression, unhappiness, loneliness, hopelessness, anger, fear, or feelings of irritation don’t just fall on you for no reason. They are not random occurrences that simply happen to people's minds. They are definitely not due to a chemical imbalance in your brain from some nebulous chemical reaction "by chance". Your negative emotions are the symptoms of the painful experiences that you have which are not healed, and which are still affecting you. The effects of these painful experiences are exacerbated by the pressures or difficulties of the other problems in your life. Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Hubbard Dianetics Foundation of Central Ohio and Church of Scientology of Central Ohio.

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)