Data Science :
Definition : Data Science is not exactly a subset of machine learning but it uses machine learning to analyze and make future predictions.
Role : It can take on a business role.
Scope : Data Science is a broad term for diverse disciplines and is not merely about developing and training models.
AI : Loosely integrated
Machine Learning :
Definition : A subset of AI that focuses on a narrow range of activities.
Role : It is a purely technical role.
Scope : Machine learning fits within the data science spectrum.
AI : Machine learning is a subfield of AI and is tightly integrated.
Artificial Intelligence :
Definition : A wide term that focuses on applications ranging from Robotics to Text Analysis.
Role : It is a combination of both business and technical aspects.
Scope : AI is a sub-field of computer science.
AI : A sub-field of computer science consisting of various tasks like planning, moving around in the world, recognizing objects and sounds, speaking, translating, performing social or business transactions, creative work.
