Data Science

🎤 Cup & Go Competition + Content Creator Meetup You’re invited to join us for the Cap & Go competition come through, take part, or just enjoy the vibe! 🎶 Also happening this evening, we’re hosting a content creation & networking meetup for anyone interested in meeting new people, sharing ideas, and growing creatively. 🕓 Time: 4:00 PM – 6:00 PM 📍 Location: Upstairs at Cap & Go (Podcast Area) Whether you’re a creator, curious, or just looking to connect you’re welcome. See you there! 🚀

[Join Event Chat Here!](https://chat.whatsapp.com/GDnG5x0XYy0KhkzyL9CE0M) *MORTAL KOMBAT II* Let's follow up with the all-time Mortal Kombat sequel! Time for the old fashion nostalgia game inspired movie. 📆 Friday, May 15, 2026 🕐 4:30 pm 📍NOVO Cinema 🏢 Souq Waquif 🧭https://share.google/uXltuxj1NkdsIJWJl 🎟 45qar ☕️ Coffee & Dinner after movie! 💬 *JOIN US HERE!* https://chat.whatsapp.com/GDnG5x0XYy0KhkzyL9CE0M

[Join Dinner Chat Here!](https://chat.whatsapp.com/BPBlOr8hlbF7RZokiEKfpz) Let's have some dinner, and some chat together! Enjoy dishes that connect the past with the present. Each bite shows the richness of Mesopotamian cuisine and the lasting power of flavours shaped by traditional cooking that still excites our taste buds today. 📆Friday, May 15th, 2026 🕐7:00pm 📍Dokya Restaurant 🏢 Souq Waquif 🧭[https://share.google/sdP8YqK1xNHS92qHM](https://share.google/sdP8YqK1xNHS92qHM) 🎟 PAYO 🔗Interested? Join Here: [https://chat.whatsapp.com/BPBlOr8hlbF7RZokiEKfpz](https://chat.whatsapp.com/BPBlOr8hlbF7RZokiEKfpz)

**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**

**🏛️ 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/EJheHcDboEJ2TKV9wa3omB)[,](https://chat.whatsapp.com/EK5pxIwMqfcLaWwSSim8TJ) 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: * 18:00-18:15 - People arrive and chat, get to know each other before the official start. * 18:15-18:25 - 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. * 18:25-19:45 - 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. * 19:45-20:00 - 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. * 20:00 - 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/EJheHcDboEJ2TKV9wa3omB). * **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/EJheHcDboEJ2TKV9wa3omB)[ ](https://chat.whatsapp.com/EK5pxIwMqfcLaWwSSim8TJ)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 CLUB - Philosophy, everywhere. ✨** We started in Practical Philosophy back in 2021 and there are now 20+ chapters in over 15 countries, including Canada, Spain, Japan, Mexico and many more! 🗺️ **\*\*\*** **Join our [Whatsapp group](https://chat.whatsapp.com/EJheHcDboEJ2TKV9wa3omB) 👈** **Follow us on [Instagram](https://www.instagram.com/practicalphilosophyclub/) 👈** **Our [website](https://www.practicalphilosophy.club/) 👈**

Language Exchange over a coffee. This is a free event and we welcome local and expats to come for a chat and some good company. **Languages👂🏻💋:** English, Chinese, Spanish, Arabic (and more, depending on the participants) **Topics🗣: Qatar (or you) in 5 years from now** **Location: Meesh Me-time Cafe** We have certified Chinese and English teachers here who also speak Spanish and Japanese. We are looking for Arabic-speakers or anyone who wishes to practice these languages or just to connect. We choose a different place every week and this time *a modern co-working cafe, not too far from Souq*. Participants will be put in different tables based on number of people and langauge-pairs and swap places from time to time. Attendees are responsible for paying for their own orders. As customary to support local business, minimum 1 order is a good practice. *Please RSVP and reply for your attendance.* *Look for a blonde Asian girl on arrival.*

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.

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.

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

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)

**Abstract:** This is a practical playbook for building a production-grade data lakehouse. It walks through foundational principles — naming conventions, least-privilege access, automated CI/CD testing — before diving into medallion architecture. Furthermore, metadata-driven design patterns show how configuration tables and dynamic notebook orchestration eliminates hard-coded pipelines. The deck covers star schema modeling, guidance on choosing between Spark, Pandas, and SQL, and data quality enforcement using DQX with YAML data contracts. Finally, we dive into security best practices and performance optimizations. **Host:** Justin Shea, Mehdi Jeddi, Erik Pak, and Sou-Cheng Choi **Talk Format:** This is a hybrid event. To attend online, join us on Zoom here at 6pm: https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1 Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor:** Adyen, UIC College of Business, and PyData Chicago co-host this event. UIC will provide the meeting site. Adyen will sponsor pizza and soft drinks for the onsite participants. **Address:** University of Illinois - Chicago, Douglass Hall, Room 220, 705 S Morgan St, Chicago, IL 60607 **Logistics:** “UIC Douglass Hall” is recognized on Google Maps, which can guide you through campus. Once you arrive, proceed to the second floor, room number 220

**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

**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

**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

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.