--- a +++ b/R&D/022 Medical QiML Software Migration.md @@ -0,0 +1,7 @@ +[Medical Quantum-inspired Machine Learning Software Migration](https://www.chemicalqdevice.com/medical-quantum-inspired-ml-software-migration) PDF 02/05/24. + +A) Tensor Networks reduce complexity by decomposing a large tensor into a network of smaller tensors of smaller rank <br> +a) For single many qubit circuits limited by RAM, TNs simulate many-body quantum wavefunctions efficiently <br> +b) TNs have access to a Hilbert space that grows exponentially with the number of qubits <br> +c) Tensor networks perform better when the network mimics the local structure of the data, in general <br> +d) Tensor Networks take exact quantum states, and produce solutions in an efficient manner <br>