There are tons of algorithms in the machine learning universe and more are devised each year. There is tremendous research happening in this space and hence the ever increasing list of algorithms. It is also a fact that the more these algorithms are being used, the more improvements in them are being discovered. Machine learning is one space where industry and academia are running hand in hand.
But, as Spider-Man was told that with great power comes great responsibility, the reader should also understand the responsibility at hand. With so many algorithms available, it is necessary to understand what they are and where they fit. It can feel overwhelming and confusing at first but that is when categorizing them into families helps.
Machine learning algorithms can be categorized in many ways. The most common way is to group them into supervised learning algorithms and unsupervised learning algorithms.