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+title: QuarkML
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 # Quark Machine Learning (QuarkML)
 
-**QuarkML** is an open research and educational initiative focused on understanding and building advanced learning systems from first principles.
+**QuarkML** is a technical publication focused on understanding modern machine learning systems from first principles.
 
-🚀 **Our Mission**  
-The primary goal of this project is to enhance our understanding of Machine Learning and Artificial Intelligence at a fundamental level. This includes gaining insights into the intuition, mathematics, code, and other critical aspects through in-depth articles and practical examples.
+QuarkML explores the internal structure of learning systems — the mathematics, architectures, training dynamics, and implementation details that govern how modern models work. The emphasis is on depth, clarity, and foundational reasoning, supported by experiments and code.
 
-🤝 **Join the Initiative**  
-We invite learners, researchers, and engineers to explore, contribute, and collaborate in pushing the field forward—one insight at a time.
+Rather than following tools or trends, QuarkML concentrates on how learning systems are constructed, how they learn, and why they behave the way they do.
 
-📬 **Contact Us**  
+📬 **Contact**  
 info@quarkml.com  
-[https://quarkml.com](https://quarkml.com) (Coming soon)
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+https://quarkml.com