Rafay KhaninTowards Data ScienceWhere did the Binary Cross-Entropy Loss Function come from?Binary Classification presents a unique problem where: each example(x, y) belongs to one of two complementary classes, each example…5 min read·Nov 15, 2019--6--6
Rafay KhaninTowards Data ScienceWhy using Mean Squared Error(MSE) cost function for Binary Classification is a bad idea?There are two reasons why MSE is a bad choice for binary classification problems…3 min read·Nov 14, 2019--5--5
Rafay KhanHow do Tensorflow and Keras implement Binary Classification and the Binary Cross-Entropy function?TensorFlow implements the Binary Cross-Entropy Function in a numerically stable form like this…3 min read·Nov 14, 2019--3--3
Rafay KhaninTowards Data ScienceNothing but NumPy: Understanding & Creating Binary Classification Neural Networks with…Nothing but Numpy is a continuation of my neural network series. To view the previous blog in this series or for a refresher on neural…36 min read·Nov 14, 2019--8--8
Rafay KhaninTowards AINothing but NumPy: Understanding & Creating Neural Networks with Computational Graphs from ScratchGet a deep understanding of feedforward neural networks and how to create them.35 min read·Jun 22, 2019--7--7