Machine learning is a powerful tool that helps computers make accurate predictions and analyze complex data without human intervention. It is crucial for businesses to identify opportunities and risks quickly. Different types of machine learning, like supervised and unsupervised learning, use algorithms such as Decision Tree and Random Forest to solve classification problems with varying accuracies. These algorithms are essential for tasks like classification and regression in various domains.