Machine Learning and the Need for Data
Machine learning (ML) is the crown jewel of artificial intelligence (AI) and has changed our lives forever. We cannot imagine our daily lives without ML tools and services such as Siri, Tesla, and others.
In this chapter, you will be introduced to ML. You will understand the main differences between non-learning and learning-based solutions. Then, you will see why deep learning (DL) models often achieve state-of-the-art results. Following this, you will get a brief introduction to how the training process is done and why large-scale training data is needed in ML.
In this chapter, we’re going to cover the following main topics:
- AI, ML, and DL
- Why are ML and DL so powerful?
- Training ML models
