MongoDB

⚽@Pitch 4 - Education City ⏰ 9-10 PM 🌿 Artificial Turf (quality pitch) 📍Walkable distance from metro station 🚗 Parking available ❄️ Washroom & Prayer Hall facilities 💰 Only 19 QAR per player (newely-built pitch) https://maps.app.goo.gl/93cw8nBtquUnvKN28 ⚽@Pitch 4 - المدينة التعليمية ⏰ 9-10 مساء 🌿 العشب الاصطناعي (جودة الملعب) 📍 مسافة قريبة من محطة المترو 🚗 وقوف السيارات متاح ❄️ مرافق الحمامات وقاعة الصلاة 💰 فقط 19 ريال قطري لكل لاعب (ملعب جديد)

[Let's go together! Join Event Chat Here!](https://chat.whatsapp.com/FD4LeIFpF4vISHTNKOaMrD) Let's have some Malaysian Food together! 📆Friday, May 8th, 2026 🕐4:30pm 📍Arab International Academy 🏢 Building 1 🧭https://maps.app.goo.gl/9U2rciABkXhPRToAA 🎟 PAYO (Bring Cash as well) 🔗Interested? Join Here: https://chat.whatsapp.com/FD4LeIFpF4vISHTNKOaMrD

*[Please confirm your participation by sending Whatsapp +81-70-4329-4075 due to high No-Show rate]* Start your weekend on a high note with an **all-you-can-eat feast** of Japanese & Korean favorites! 📅 **Date:** Sunday, 10 May 2026 🕢 **Time:** 6:30 PM 📍 **Venue:** Yee Hwa – Downtown branch (Kinana St.) https://maps.app.goo.gl/yxKEdzLu2wNNnPJ18 *** ## 🍽️ **What’s on the table** * Unlimited **sashimi & nigiri** 🍣 * **Korean & Japanese BBQ** 🔥 * Variety of sides and hot dishes *** ## ✨ **What to expect** * Relaxed, social dinner vibe * Friendly, international crowd * Perfect for food lovers and weekend catch-ups *** 👥 Open to all – come solo or with friends Come hungry and ready to indulge in a delicious **Sunday Funday buffet** 😄🍽️

[Join Event Chat Here](https://chat.whatsapp.com/C4Ytbbmxd4O9AbGt09yXQc) Let's have some Polish Food together! 📆Wednesday, May 6th, 2026 🕐7:00pm 📍Polka Restaurant 🏢 City Walk Marriott Executive Apt. 🧭https://share.google/Uk6vwaqvHPEb9XPXr 🎟 PAYO 🔗Interested? Join Here: https://chat.whatsapp.com/C4Ytbbmxd4O9AbGt09yXQc

*(Invitation to go together)* Ready for a fun-filled day of **water slides, sunshine, and Filipino fiesta vibes**? Join us for **Kabayan Fiesta** at one of Qatar’s best water parks! 📅 **Date:** Friday, 8 May 2026 *** ## 🎟️ **Tickets** 💰 QAR 99 per person 👉 Available online via the official website or Q-Tickets https://tickets.desertfallsqatar.com/?cid=66 *** ## 🚌 **Free Shuttle Bus (from Doha)** * 🕘 09:00 AM – Villaggio Mall (Gate 2) * 🕚 11:00 AM – Villaggio Mall (Gate 2) **Return from Water Park:** * 🕒 3:00 PM * 🕢 7:30 PM *** ## 🌟 **What to expect** * Exciting **water rides & slides** 🌊 * Relaxing pools & beach-style vibes 🏖️ * Festive **Kabayan (Filipino) atmosphere** 🇵🇭 * Great chance to meet new people & enjoy the day together *** 👥 Invitation to go together, open to all – come solo or with friends Buy your own ticket and let's meet at the bus start point or at the water park. Please contact my Whatsapp +81-70-4329-4075 to join. Bring your energy, your swimsuit, and your best vibes—let’s make it a splashing good day! 💦😄

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

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) $15 for One Class $20 for Both Free Parking & Plenty of Dance Space.

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

**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