--- a +++ b/R&D/007 Embedding Medical Data, QML.md @@ -0,0 +1,11 @@ +[Embedding Medical Data into Quantum Computing Algorithms](https://www.chemicalqdevice.com/embedding-medical-data-into-quantum-computing-algorithms) PDF 6/25/23. + +Two data options exist when utilizing quantum algorithms for potential performance benefits. The first method +is to obtain quantum data through methods such as quantum sensing. This type of data is naturally already +embedded in a “Hilbert space”, but cannot easily be stored yet due to current QRAM limitations, see Figure 1. +Data that can be directly analyzed on a quantum device is desired for performance improvement opportunities +in medical data analysis. <br> + +The second method uses readily available classical medical data, and must be correctly mapped using an +embedding layer to a Hilbert space. Several papers and related works have utilized medical images with +quantum algorithms to more closely study binary and multiclass image classifications as shown in Figure 2.