XOR Logic Gate – Neural Networks
We have previously discussed OR logic gates and the importance of bias units in AND gates. Here, we will introduce the XOR gate and show why logistic regression can't model the non-linearity required for this particular problem. As always, the full code for these examples can be found in my GitHub repository here. XOR gates output True if either of the inputs are True, but not both. It acts like a more specific version of the OR gate: Input 1Input 2Output000011101110 If we visualize the data space we'll have a clearer sense of what causes the issue. As you can…