'Statistical and Probabilistic Foundations of AI' provides an accessible overview of the mathematics and statistics behind fundamental concepts of data science, machine learning, and artificial intelligence. It covers descriptive and exploratory data analysis and a brief introduction to inferential statistics. It provides the principles of probability necessary to understand the methods used in inferential statistics and machine learning at an introductory level.
What you'll learn
understanding of descriptive data analysis
familiarity with exploratory data analysis techniques
introduction to inferential statistics concepts
basic principles of probability applied to statistics and machine learning