Data Science

**🏛️ 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/) 👈**

Get ready for a perfect **day-to-night experience**—relax by the beach, enjoy a delicious brunch, then head to the cinema for a fun movie night! 📅 **Date:** 1-May-2026 (Fri) *** ## 🌴 **Part 1: Sea, Sun & Brunch @ The Chedi Katara** 🕧 **Time:** 12:30 PM – 4:00 PM Indulge in a relaxing afternoon at **The Restaurant @ The Chedi Katara Hotel**: * Delicious brunch experience 🍽️ * **Free access to pool & private beach** 🏖️ * Towel & water provided 💰 **Price:** QAR 350 for 2 persons *(Buy 1 Get 1 offers via Entertainer, Urban Point, My Book)* *** ## 🎬 **Part 2: Movie Night @ Novo Cinema The Pearl** 🕖 **Time:** 7:00 PM We’ll continue the evening with a screening of *The Devil Wears Prada 2* at **Novo Cinema, The Pearl**. 💥 **Bonus:** Buy 1 Get 1 cinema offers available with selected bank cards *** ## ✨ **What to expect** * Chill beach & pool vibes * Social brunch with international crowd * Fun and relaxed movie night *** 👥 Open to all – come solo or with friends Spend your day soaking up the sun and your evening enjoying a great movie 🍿🌅 ## ⚠️ **Important** To join, please send private message or Whatsapp +81-70-4329-4075.

**Hello Ladies,** We believe that meaningful connections happen when people come together naturally. While men and women both play vital roles in shaping our world, women-only gatherings offer a unique and valuable space for sharing, reflection, and support. We love cultures and appreciate differences. Inspired by similar gatherings we’ve hosted in Barcelona, we’re excited to bring something a little different to our community here-relaxed, welcoming, and empowering. **Event Details** **Time:** Friday, 12:30–2:30 PM **Venue:** Peruvian Restaurant, West Bay *(Each time different. Exact location will be shared via private message upon confirmation. Please ignore the map pin as it is not accurate. )* **What to Expect** Every few weeks, a small group of wonderful women, both locals and expats, will gather for a themed lunch experience. **This time, we’ll be exploring Peruvian cuisine 🇵🇪🍽️** Together, we will: * Enjoy a relaxed themed lunch * Share supportive and uplifting conversations * Take part in light empowering activities * Create a comfortable space to discuss topics we don’t always get to share elsewhere * Connect, unwind, and enjoy positive vibes * Share, explore and choose good food This is a private event with limited spaces to maintain a meaningful and welcoming atmosphere. **How to Join** Please sign up and reply to our confirmation message to secure your place. The exact venue details will be sent to confirmed ladies via private message. **Dining Details** Vegetarian and pescatarian options are available. Depending on the venue, we may either share dishes or order individually. At the end of the gathering, we’ll **also choose the theme and venue for our next meetup together**.

Language Exchange over a drink. This is a free event and we welcome local and expats to come for a chat and some good company. Languages👂🏻💋: English, Arabic, Spanish, Chinese (and more depending on the attendees) **Topics🗣 : A story about your pet or animal** **Location: Kitty Cafe in the Pearl** 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 CAT cafe* in the Pearl. *This is a cafe with real cats and for cat-lovers.* Participants will be put in different tables based on number of people and langauge-pairs and swap places from time to time with cat company! We know the Pearl is a bit far for some people but we only come here once a month! As customary to support local business, one order is a good practice. Participants are responsible for paying for their own drinks and any order. ***People who are allergic to cats, please be mindful of the cat setting!*** *Look for a blonde Asian girl when you get there!!*

*QMUNITY SEALINE BEACH RETREAT* Join us for a Sealine Beach Resort on *May 1st, 2026* filled with good time and meet new people, beach, swimming pool, volleyball and International Dinner at Sealine Beach Resort for 125qar deal per person. 🌊 📆 Friday, May 1st, 2026 🕐1:00pm at meetup point & 2:30pm at Sealine 📍Sealine Beach Resort 🧭 https://share.google/5h2Ky7B2EXzN3i8WD 💰125qar coupon deal 🎟 *QGrab Deal Voucher Only* (Link below) 🚗 Limited Carpool option or Uber Share will be available. 💬 https://chat.whatsapp.com/EiOPuaTFz2W7frLUKz6n6J?mode=gi_t ⚠️*READ ALL THIS INFORMATION:* ◦Select option 2 deal (adult 125qar) ◦Select Date: Friday, May 1st, 2026 ◦ This voucher is valid on FRIDAY only ◦ Valid at Al Odaid International Dinner ◦ *Buffet Time: 6:30pm - 10:30pm* ◦ Resort Timings: 10am - 10:30pm ◦ Pool Timings: 10am - 7pm 🔗*Purchase voucher throug Qgrabs here:* Select Option 2: 125qar https://qgrabs.com/deals/pool-beach-access-buffet-meal-at-sealine-beach-resort-22373?fbclid=IwZXh0bgNhZW0BMABhZGlkAAAGTb2SIthzcnRjBmFwcF9pZAwzNTA2ODU1MzE3MjgAAR59-03GXk3iHpfxddvMur011AwtPV6MyhviZ-Tdt3H3wVz5GRyRcotivOkzEw_aem_Zy3cp9vqt2YGgipOuM6_2w&utm_medium=paid&utm_source=fb&utm_id=6924468526248_v2_s09_e7570&utm_content=6924468526448&utm_term=6924468526248&utm_campaign=6924468525848 💬 *Join group chat for all the updates or message me for additional information:* https://chat.whatsapp.com/EiOPuaTFz2W7frLUKz6n6J?mode=gi_t https://chat.whatsapp.com/EiOPuaTFz2W7frLUKz6n6J?mode=gi_t[Sealine Event Group Chat](https://chat.whatsapp.com/EiOPuaTFz2W7frLUKz6n6J?mode=gi_t)

Enjoy a refreshing evening on the water followed by a relaxed picnic with stunning skyline views! 📅 **Date:** Saturday, 2 May 2026 🕔 **Time:** 5:00 PM onwards 📍 **Location:** Museum of Islamic Art (MIA) Park *** ## 🚣‍♀️ **Part 1: Kayaking** Paddle along the calm waters around MIA and take in beautiful views of Doha’s skyline. * **Fee:** QAR 50 per person * **Operated by:** 365 Adventure * **Duration:** 1 hour *** ## 🧺 **Part 2: Picnic @ MIA Park** After kayaking, we’ll gather on the grass for a casual picnic—perfect for relaxing, chatting, and enjoying the evening vibes. *** ## ✨ **What to expect** * Friendly, international crowd * Light activity + chill social time * Sunset and night skyline views *** ## 🎒 **What to bring** * Comfortable clothes (you may get slightly wet) * Change of clothes (optional) * Snacks or drinks to share for picnic * Picnic mat (if you have) *** 👥 Open to all – come solo or with friends Come paddle, relax, and enjoy a beautiful evening by the water 🌊🌆 ## ⚠️ **Important** To join, please send a private message to me or Whatsapp +81-70-4329-4075.

Join us for a sophisticated lunch as we explore the "Together at the Table" festival. We will be gathering at *below restaurant* to experience a curated menu representing Thailand’s rich culinary heritage. * **Date:** 2-May-2026 (Sat) * **Time:** 12:30 * **Location:** The Siam Restaurant https://maps.app.goo.gl/QZWxqC99zxqx7Sp27 * **Price:** selected menu of QAR 39 and 49 **Highlights:** * A dedicated table for our international community. * Experience authentic Thai "care" and hospitality. * A perfect setting for both old friends and newcomers to mingle. **Registration:** A must since we need to book a table (No Walk-In). Please confirm your attendance by sending a private message to the organizer or Whatsapp +81-70-4329-4075.

🌿 *NIRAKAAR YOG ABHYAS* 🌿 *Presents* ✨ *Wellness Yoga and Meditation Workshop* ✨ 📍 At MIA Park End your day with peace, positivity, and fresh energy in the beautiful surroundings of nature. Join us for a calming and refreshing session designed for both beginners and experienced practitioners. 🧘‍♂️ Yoga Instructor: *Punjesh Sharma* ✨ Session Includes: Pranayama, Stretching & Guided Meditation 📅 Date: 2 May 2026 (Saturday) ⏰ Time: 17:30 📍 Location: MIA Park Hills https://maps.app.goo.gl/1jJws4UCnDMH9AZS9 ***FREE of charge*** Join our WhatsApp group for more updates [https://chat.whatsapp.com/EKAc3N5XxzyJcieDU6Nm86?mode=gi_t](https://chat.whatsapp.com/EKAc3N5XxzyJcieDU6Nm86?mode=gi_t) Let’s take a pause from our busy lives and reconnect with ourselves through breath, movement, and mindfulness. 🌸 💬 “Yoga is the journey of the self, through the self, to the self.” 👉 Please bring your yoga mat and water bottle Looking forward to seeing you all there! 🙏 ***Note: After the yoga session, we will have a picnic at the same place.***

*QMUNITY SEALINE BEACH RETREAT* Join us for a Sealine Beach Resort on *May 1st, 2026* filled with good time and meet new people, beach, swimming pool, volleyball and International Dinner at Sealine Beach Resort for 125qar deal per person. 🌊 📆 Friday, May 1st, 2026 🕐1:00pm at meetup point & 2:30pm at Sealine 📍Sealine Beach Resort 🧭 https://share.google/5h2Ky7B2EXzN3i8WD 💰125qar coupon deal 🎟 *QGrab Deal Voucher Only* (Link below) 🚗 Limited Carpool option or Uber Share will be available. 💬 https://chat.whatsapp.com/EiOPuaTFz2W7frLUKz6n6J?mode=gi_t ⚠️*READ ALL THIS INFORMATION:* ◦Select option 2 deal (adult 125qar) ◦Select Date: Friday, May 1st, 2026 ◦ This voucher is valid on FRIDAY only ◦ Valid at Al Odaid International Dinner ◦ *Buffet Time: 6:30pm - 10:30pm* ◦ Resort Timings: 10am - 10:30pm ◦ Pool Timings: 10am - 7pm 🔗*Purchase voucher throug Qgrabs here:* Select Option 2: 125qar https://qgrabs.com/deals/pool-beach-access-buffet-meal-at-sealine-beach-resort-22373?fbclid=IwZXh0bgNhZW0BMABhZGlkAAAGTb2SIthzcnRjBmFwcF9pZAwzNTA2ODU1MzE3MjgAAR59-03GXk3iHpfxddvMur011AwtPV6MyhviZ-Tdt3H3wVz5GRyRcotivOkzEw_aem_Zy3cp9vqt2YGgipOuM6_2w&utm_medium=paid&utm_source=fb&utm_id=6924468526248_v2_s09_e7570&utm_content=6924468526448&utm_term=6924468526248&utm_campaign=6924468525848 💬 *Join group chat for all the updates or message me for additional information:* https://chat.whatsapp.com/EiOPuaTFz2W7frLUKz6n6J?mode=gi_t https://chat.whatsapp.com/EiOPuaTFz2W7frLUKz6n6J?mode=gi_t[Sealine Event Group Chat](https://chat.whatsapp.com/EiOPuaTFz2W7frLUKz6n6J?mode=gi_t)

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.

The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.** You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract ### Data Cleansing using Data Bricks Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session we’ll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure. \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

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

**We'll have two meetings covering AI - this second one is for Positron** We will review which AI features are linked in for Positron, and how to use them. **Source documents:** the repository is public, at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron You can download documents, or clone/fork the repository. **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/6658850479?pwd=Snd1UmZTT3pjZktENlczUXh4SERwUT09&omn=89012971377 Passcode: 940392 **If you can't get in, please call me at: 734 223-3307** **The github repository is at: https://github.com/BarryDeCicco/AARUG_2026_04_09_AI_In_Positron**

**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

**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

Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected. This month we have **Radio Signal Analysis Using SDRs and OpenWebRX+** with **Scott McCrory**. Details are are [core.radio](https://core.radio/).