Deep Learning at x.ai - x.ai

Deep learning is a field within machine learning which uses algorithms that contain many layers of processing and transformations. A RNN makes predictions based on sequential data. When a RNN is trained on sequences of words, it learns to represent each word as a high dimensional vector which encodes the model's understanding of that word. By projecting these high dimensional vectors into a two dimensional space, it's possible to visualize their relationships and glean insights into the concepts that the model has learned. In the above visualization the position of the word is determined by the two dimensional projection of its word vector.