What are Deep Learning Algorithms?
Deep learning algorithms are the training methods and network architectures used to optimize multi-layer neural models—backpropagation with SGD/Adam, CNNs, RNNs/transformers, autoencoders, and related designs.
Algorithm and architecture choice depend on modality and task; evaluation should reflect real deployment conditions, not only training loss.
Authoritative reference: Wikipedia: Deep learning