I recently wrote an article in Artificial Intelligence, to be published in the Journal of the American Academy of Sciences, entitled "Atom2Vec", one of mankind's greatest scientific discoveries, relativity, quantum force, and the greatest discovery in chemistry is the discovery of periodic tables of elements. Today's machine assumes that we have no idea about the elemental periodic table, and can today's machine automatically discover the elemental periodic table without any coaching? What we enter is the names of all the existing scientific elements, and the names of these compounds are entered into this algorithm, and as a result the machine naturally discovers the periodic table of elements that can make what humans consider to be the greatest scientific discoveries. Then our program can help us discover new drugs, or we can use machine learning to find new materials.