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hello internet today weamp;#39;re 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 thereamp;#39;s 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 hereamp;#39;s the code to do the embedding of the graph so perfect letamp;#39;s 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