Predictive Analytics

We will be meeting at Starbucks to learn together. Come with an online class you're already going through or an interest and we will try to connect you with a course where you can learn it. Already have a skill you want to contribute to a Kaggle Datascience competition? We will work on these too! Laptop required :)

## **1 Million Cups Loudoun – February 25 Business Presentation** **Featuring Seeman Saeed, Founder of LeakzAlert** **Wednesday\, February 25 \| 9:00 AM – 10:00 AM** **Venture X Loudoun** We’re excited to welcome **Seeman Saeed**, founder of **LeakzAlert**, to the 1 Million Cups Loudoun stage to share an innovative solution focused on prevention, protection, and smarter property management. **About the Business** LeakzAlert provides **water leak detection and monitoring services** designed to identify issues early and help prevent costly damage. By delivering proactive alerts and monitoring, LeakzAlert supports property owners and managers in protecting their assets, reducing risk, and avoiding unexpected disruptions. **Who Seeman Is Looking to Hear From** Seeman is eager to connect with professionals across: * Property management * Property maintenance companies * Home insurance providers * Hotels and hospitals * Homeowners * Anyone responsible for facility or property oversight **Current Focus** As LeakzAlert gains traction, Seeman is seeking feedback on: * Sales scalability * Sustainable growth strategies * Expanding market reach * Building strong industry partnerships **Why Attend?** * Learn about a service that directly impacts workplace success * Provide valuable feedback to a growing business * Connect with fellow entrepreneurs and community leaders * Be part of a collaborative, solutions-focused conversation **What is 1 Million Cups?** 1 Million Cups is a national program that brings entrepreneurs and communities together to learn, connect, and grow through presentations and discussion. Loudoun’s chapter meets on the 2nd and 4th Wednesdays each month. Join us on **February 25 at 9:00 AM** for coffee, connection, and a meaningful conversation about communication, workforce development, and business growth. We look forward to seeing you there!

Learn to manage stress and achieve self-growth through simple relaxation and Meditation. Heartfulness Meditation is a simple, modern, methodical approach to meditation. Rather than homing in on your breath or repeating a mantra, you simply focus inward, on your heart, to cultivate inner strength and serenity. Heartfulness meditation is gaining traction in recent years. It focuses on the heart, allowing individuals to connect with themselves on a deeper level, and ultimately achieve peace, relaxation, and clarity. It is a practice that encourages patience, self-compassion, and acceptance, helping cultivate a deeper appreciation for the present moment. This practice is offered with love and at no cost

Join us for another session of our study group as we continue our coverage of the book Domain-Specific Small Language Models. In this session, we will attempt to cover Chapters 3 on "End-to-end Transformer Fine-Tuning" and Chapter 4, on "Running Inference". This isn't just a lecture! Come ready to ask questions, share insights, and code along. Whether you're a beginner or have some experience, this is the perfect opportunity to continue to learn together. If you plan to work with the code on your own laptop during the session, try and download the code from here https://github.com/virtualramblas/Domain-Specific-Small-Language-Models ahead of time.

[Profs and Pints Northern Virginia](https://www.profsandpints.com/washingtondc) presents: **“The Hidden Cleopatra,”** an excavation through myth and slander to uncover the real Egyptian queen, with Jacquelyn Williamson, an Egyptologist and associate professor of archaeology and ancient art at George Mason University. [Advance tickets: $13.50 plus sales tax and processing fees. Available at [https://www.ticketleap.events/tickets/profsandpints/hidden-cleopatra](https://www.ticketleap.events/tickets/profsandpints/hidden-cleopatra) .] Depictions of Cleopatra are abundant in popular culture. A long list of painters have depicted her, Marilyn Monroe and Kim Kardashian have posed as her, and Vivien Leigh and Elizabeth Taylor famously portrayed her in Hollywood films. At the end of the day, however, what most of us think we know about Cleopatra is wrong, the product of the ancient Rome’s “fake news” and anti-Egypt propaganda. Learn about the real Cleopatra—and how our understanding of her came to be so distorted—with Professor Jacquelyn Williamson, scholar of women and power in ancient Egypt, teacher of courses on ancient Egyptian art and archaeology, and author of *Nefertiti’s Sun Temple: A New Cult Complex at Tell el-Amarna.* Dr. Williamson will walk us through how the first Roman emperor, Octavian, created the distorted image of Cleopatra as seductress that we know today as part of his political scheming to defeat his rival Antony and end the Roman Republic once and for all. Cleopatra has been the subject of debate and controversy ever since. William Shakespeare later relied on ancient Roman sources such as Horace and Plutarch in writing *Antony and Cleopatra*, and his play helped give rise to countless other works offering a distorted picture of her. Professor Williamson argues that “Cleopatra was a human being, like you and I,” and “deserves the dignity of being represented as accurately as possible.” Her efforts to set the record straight have met frustration, however—after being extensively interviewed for the recent Netflix historical docuseries Queen Cleopatra, she concluded that it, too, had missed the mark. You’ll gain a much deeper appreciation of the challenges of researching and accurately depicting the ancient past from Dr. Williamson, who also has taught at Harvard, Brandeis, and the University of California at Berkeley and is involved with an ongoing archaeological investigation of Queen Nefertiti’s sun temple. (Doors: $17, or $15 with a student ID. Listed time is for doors. Talk starts 30 minutes later.) Image: Layla Taj portrays Cleopatra VII as part of an Egyptian Cultural Performing Arts Society production. (Photo by Amos Gvili / Wikimedia Commons.)