Artificial Intelligence Beyond Deep Neural Networks

Artificial intelligence (AI) is dominated by pattern recognition techniques. Recently, major advances have been made in the fields of image recognition, machine translation, audio processing and several others thanks to the development and refinement of deep learning. But deep learning is not the cure for every problem. In fact, it can be a disease in its own right. No biological system, even over generations of evolution, requires the same scale of training data for simple tasks that state-of-the-art machine learning algorithms require.