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hello internet today were gonna code knowledge graphs and the first thing that you see here remember last time i showed you the deep graph library dgl based either on pi torch or on tensorflow and we had a look at the different modules and now we have here also the source code for knowledge graph so you think hey great theres the code for the knowledge graph so we have our knowledge graph data set it has some form this is great we notice that we have a start a relation and a tail or head a relation and a tail and then we have here build our knowledge graph create a dgl homogeneous graph with heterograph info stored as node or add features and heres the code to do the embedding of the graph so perfect lets apply the code well i have to tell you not so fast not so fast at first we have to understand a little bit what mathematical algorithms are embedded in this code why we need it and what the hell is a knowledge graph now the definition of a knowledge graph lets say is it directed