This paper provides a brief analytical review of the current state-of-the-art in relation to explainability artificial intelligence context recent advances machine learning and deep learning. The starts with historical introduction taxonomy, formulates main challenges terms building on recently formulated National Institute Standards four principles explainability. Recently published methods re...