Wrapping Up The encoding techniques presented in this article handle many, but not all, ML scenarios. A type of ML problem where encoding must be handled very differently is natural language ...

Maya Angelou once said, "You can't really know where you are going until you know where you have been," and so it is with per-title encoding. What began as a one-dimensional data rate adjustment that ...

Images transmitted over the world wide web are an excellent example of why data compression is important. Suppose we need to download a digitized color photograph over a computer's 33.6 kbps modem. If ...

This article explains how to programmatically encode categorical data for use with a machine learning (ML) prediction model such as a neural network classification or regression system. Suppose you ...