parallel izybelle which means that they can benefit tremendously from modern GPU architectures and hardware acceleration that simply did not exist when these algorithms were developed and finally due to open-source tool boxes like tensor flow which are which you'll get experience with in this class building and deploying these models has become extremely streamlined so much so that we can condense all this material down into one week so let's start with the fundamental building block of a neural network which is a single neuron