forecasting - What types of neural networks are most appropriate for trading?

What types of neural networks are most appropriate for forecasting returns? Can neural networks be the basis for a high-frequency trading strategy?

Types of neural networks include:

• Radial Basis Function Networks


• Multilayer Perceptron (standard architecture)


• Convolutional Neural Networks



• Recurrent Neural Networks


• Q-learning Networks or Deep Reinforcement Learning

What about advanced architectures such as:

Convolutional

• LeNet-5


• AlexNet


• Inception networks


• VGGNet



• ResNet

Recurrent

• Bi-directional


• Attention Models