Generation of Synthetic Density Log Data Using Deep Learning Algorithm at the Golden Field in Alberta, Canada

Table 2

Eight training algorithm functions for optimizing a neural network.

Category	Code symbol in MATLAB	Training algorithm
Gradient descent	traingd	Gradient descent
	traingdm	Gradient descent with momentum backpropagation
	trainrp	Resilient backpropagation
Conjugate gradient	trainscg	Scaled conjugate gradient
	traincgp	Polak-Ribiére conjugate gradient
	traincgf	Fletcher-Powell conjugate gradient
Quasi Newton	trainbfg	Broyden-Fletcher-Goldfarb-Shanno
	trainlm	Levenberg-Marquardt