Blog
Writing on ML from first principles — the math, the code, the things papers never explain ... and, of course, a few ramblings.
Where did the Binary Cross-Entropy Loss Function come from?
Deriving the Binary Cross-Entropy Loss function.
How do Tensorflow and Keras implement Binary Classification and the Binary Cross-Entropy function?
Figuring out how TensorFlow and Keras implement binary classification and the binary cross-entropy function.
Nothing but NumPy: Understanding & Creating Binary Classification Neural Networks with Computational Graphs from Scratch
This post continues from 'Understanding and Creating Neural Networks with Computational Graphs from Scratch'...
Why using Mean Squared Error(MSE) cost function for Binary Classification is a bad idea?
Deriving intuition on why MSE is a bad choice for binary classification problems.
Nothing but NumPy: Understanding & Creating Neural Networks with Computational Graphs from Scratch
Understanding new concepts can be hard, especially these days when there is an avalanche of resources with only cursory explanations for complex conce...