We have discussed the trends in marketing and how the trend has been toward more data-driven and quantitative marketing, often using data science and machine learning. There are various ways to apply data science and machine learning in the marketing industry and it will be beneficial for us to discuss the typical tasks and usage of data science and machine learning.
In this section, we will cover the basics of machine learning, the different types of learning algorithms, and, typical data science workflow and process.