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The Quantum Leap: Understanding Quantum Support Vector Machines (QSVM) In the world of machine learning, the Support Vector Machine (SVM)  has long been a heavyweight champion for classification. It’s reliable, mathematically elegant, and handles high-dimensional data with grace. But as our datasets grow into "big data" monsters and the complexity of patterns deepens, classical computers are hitting a wall. Enter the Quantum Support Vector Machine (QSVM) —a hybrid powerhouse that marries the...

Nearly 316,000 Americans are diagnosed with Breast Cancer annually. As a healthcare enthusiast and someone passionate about helping people I wanted to explore the accuracy of current Support Vector machines and its future with the combination of quantum computers. I want to see if it is an accurate method of analysis due to its high dimensionality capabilities with the kernel. The Wisconsin Breast Cancer Dataset consists of a Dimensionality of 30 which allows the need for a kernel to be able...