Will Artificial Intelligence Take My Marketing Job? To Paul, it is the umbrella term to encompass technologies and algorithms designed to make machines smart, with machine learning being the primary subset. Machine learning can be defined as making predictions on future outcomes based on historical data. The key to machine learning is that the machines are getting smarter and their predictions are getting better without any human intervention.