MongoDB

Join us on Saturday, the 16th of May 2026 from 6.30 P.M. to 9 P.M. for a power packed evening of education, fun and learning. Alongside a trio of prepared speeches, this meeting will also include an insightful educational module. This meeting will also consist of an impromptu speaking session which will enable guests to deliver a short 1-2 minute speech along with an an insightful evaluation and feedback session. Guests are wholeheartedly welcome to join us and be a part of proceedings. However, prior confirmation is appreciated at least by Wednesday, the 13th of May 2026 for ease of planning and logistics.

**Hello, my name is Abdulrahman and I’m a passionate desert guide based in Qatar. I have several years of experience driving in the desert and sharing the beauty of Qatar’s landscapes with visitors from around the world.** **I have extensive experience navigating the Qatari desert and guiding guests through safe and thrilling dune bashing routes. I’m knowledgeable about the desert environment, local culture, and the best locations for incredible desert views and sunset photography.** **I specialize in private desert safari experiences using a 4x4 Land Cruiser, ensuring both safety and excitement during dune bashing adventures. My goal is to give guests an authentic and memorable experience while exploring the stunning dunes and desert scenery of Qatar.** **I take pride in providing a personalized experience for every guest, focusing on comfort, safety, and unforgettable moments in the desert.** **My experiences are designed to provide high-quality service and a premium private adventure. Guests appreciate the friendly atmosphere, safe driving, and the opportunity to explore Qatar’s beautiful desert in a comfortable 4x4 vehicle.** **———————————————————————————** **What to expect:** **-You will be Experiencing thrilling dune bashing in a luxury 4x4, where comfort meets adventure in the stunning desert.** **-Guests will enjoy a scenic desert photo stops at the stunning dunes, perfect for capturing breathtaking views.** **-We’ll visit the ocean at the inland sea (where the Golden Sahara desert meet the crystal-clear ocean, creating a rare and unforgettable natural landscape).** **-You will be experiencing the sunset unfold in the dessert, filling the sky and water with breathtaking colors.** **———————————————————————————** **Additional to the trip:** **-You can choose an optional camel ride to add a rich cultural touch to your desert adventure, connecting with tradition. (additional cost) and can be booked when we arrive.** **-You can also choose an optional quad biking** **(1 seater, 2 seater) or dunes buggy (4 seater) to add to your adventure and add a bit more excitement in the desert.(additional cost) and can be booked when we arrive.** **———————————————————————————** **Where to meet:** **-name of the meeting place on google maps (Mina Hotel and Residences By The Torch)** **Be there by 2:00 (P.M) Sharp** **———————————————————————————** **What to bring:** **-preferable bring hat.** **-with the hot weather better to wear something light.** **———————————————————————————** **What's Included:** **Dune bashing** **Inland Sea visit** **Local Tea** **Professional English-speaking Guide** **Camel ride (can be booked on site)** **Quad bike ride (can be booked on site)** **Sunset** **Transportation in an air-conditioned 4x4** **Luxury Landcruiser** **Unlimited water** **———————————————————————————** **What's NOT Included:** **Any extra services or expenses not mentioned as included.** **——-————————————————————————** **Additional info:** **• Not wheelchair accessible** **• Service animals not allowed** **• Infants must sit on laps** **• Not recommended for travelers with back problems** **• Not recommended for pregnant travelers** **• No heart problems or other serious medical conditions** **• Most travelers can participate**

The Mental Wellbeing Coffee Shop returns to Qatar! Today, your daily coffee comes with a twist. Meet new people as a series of psychological brain teasers, games and mind-bending perceptional illusions bring unlimited smiles to your face. Or perhaps you prefer to quietly unlock secrets about your personality - whilst enjoying your favourite beverage and a piece of cake. Everybody welcome. Innovation Cafe, 1st Floor, Rafal Tower, Lusail. Saturday May 16th 2026. 11am - 2pm.

Join us on Saturday, the 16th of May 2026 from 6.30 P.M. to 9 P.M. for a power packed evening of education, fun and learning. Alongside a trio of prepared speeches, this meeting will also include an insightful educational module. This meeting will also consist of an impromptu speaking session which will enable guests to deliver a short 1-2 minute speech along with an an insightful evaluation and feedback session. Guests are wholeheartedly welcome to join us and be a part of proceedings. However, prior confirmation is appreciated at least by Wednesday, the 13th of May 2026 for ease of planning and logistics.

**Hello, my name is Abdulrahman and I’m a passionate desert guide based in Qatar. I have several years of experience driving in the desert and sharing the beauty of Qatar’s landscapes with visitors from around the world.** **I have extensive experience navigating the Qatari desert and guiding guests through safe and thrilling dune bashing routes. I’m knowledgeable about the desert environment, local culture, and the best locations for incredible desert views and sunset photography.** **I specialize in private desert safari experiences using a 4x4 Land Cruiser, ensuring both safety and excitement during dune bashing adventures. My goal is to give guests an authentic and memorable experience while exploring the stunning dunes and desert scenery of Qatar.** **I take pride in providing a personalized experience for every guest, focusing on comfort, safety, and unforgettable moments in the desert.** **My experiences are designed to provide high-quality service and a premium private adventure. Guests appreciate the friendly atmosphere, safe driving, and the opportunity to explore Qatar’s beautiful desert in a comfortable 4x4 vehicle.** **———————————————————————————** **What to expect:** **-You will be Experiencing thrilling dune bashing in a luxury 4x4, where comfort meets adventure in the stunning desert.** **-Guests will enjoy a scenic desert photo stops at the stunning dunes, perfect for capturing breathtaking views.** **-We’ll visit the ocean at the inland sea (where the Golden Sahara desert meet the crystal-clear ocean, creating a rare and unforgettable natural landscape).** **-You will be experiencing the sunset unfold in the dessert, filling the sky and water with breathtaking colors.** **———————————————————————————** **Additional to the trip:** **-You can choose an optional camel ride to add a rich cultural touch to your desert adventure, connecting with tradition. (additional cost) and can be booked when we arrive.** **-You can also choose an optional quad biking** **(1 seater, 2 seater) or dunes buggy (4 seater) to add to your adventure and add a bit more excitement in the desert.(additional cost) and can be booked when we arrive.** **———————————————————————————** **Where to meet:** **-name of the meeting place on google maps (Mina Hotel and Residences By The Torch)** **Be there by 2:00 (P.M) Sharp** **———————————————————————————** **What to bring:** **-preferable bring hat.** **-with the hot weather better to wear something light.** **———————————————————————————** **What's Included:** **Dune bashing** **Inland Sea visit** **Local Tea** **Professional English-speaking Guide** **Camel ride (can be booked on site)** **Quad bike ride (can be booked on site)** **Sunset** **Transportation in an air-conditioned 4x4** **Luxury Landcruiser** **Unlimited water** **———————————————————————————** **What's NOT Included:** **Any extra services or expenses not mentioned as included.** **——-————————————————————————** **Additional info:** **• Not wheelchair accessible** **• Service animals not allowed** **• Infants must sit on laps** **• Not recommended for travelers with back problems** **• Not recommended for pregnant travelers** **• No heart problems or other serious medical conditions** **• Most travelers can participate**

The Mental Wellbeing Coffee Shop returns to Qatar! Today, your daily coffee comes with a twist. Meet new people as a series of psychological brain teasers, games and mind-bending perceptional illusions bring unlimited smiles to your face. Or perhaps you prefer to quietly unlock secrets about your personality - whilst enjoying your favourite beverage and a piece of cake. Everybody welcome. Innovation Cafe, 1st Floor, Rafal Tower, Lusail. Saturday May 16th 2026. 11am - 2pm.

**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

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. Viva Dance Columbus 2809 Festival Lane Dublin OH 43017

**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

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 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 speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9