Organizing concepts related to machine learning and artificial intelligence
Machine learning emerges from the intersection of many fields of study. Important concepts in these areas are related in many ways. The aim with this graph is to highlight the connections between those concepts and, hopefully, help us navigate this complex idea space. Currently, the graph has 206 nodes and 278 edges.
The concepts were classified in 5 categories:
A category called "Other" was added to list important related research areas. Some concepts lie on the intersection of fields and are hard to classify. An effort was made to put them where they are used more frequently. The topics covered on the graph are listed below.
I followed the approach explored by Russel and Norvig [1]. In that sense, Artificial Intelligence is a broader field that encompasses Machine Learning.
[1] Russell, S. J., & Norvig, P. (2016). Artificial intelligence: a modern approach. Malaysia; Pearson Education Limited,.