AI and ML Overview
Welcome to the first chapter of Artificial Intelligence and Machine Learning. This chapter is an overview of the field and a brief introduction to the concepts and terminology. What you will learn, among other things, are for example:
- What is the relation between data science and machine learning and artificial intelligence?
- What kind of position exist in the industry?
- The brief history of AI
- When and why to use machine learning
- Most common types of machine learning algorithms
- What industries are being affected by the current AI/ML era
- What is parametric learning
- Crucial terminology
During this chapter, you will have an access to example code in which two fairly simple algorithms are being put into use:
- k-NN for classifying digits of images (MNIST dataset)
- Normal Equation for predicting simulated data points
During this chapter, we will avoid math as much as possible and focus on understanding the underlying intuition.