Data science, Machine learning, and Artificial Intelligence are the three related and most confusing concepts of computer science. Below diagram is showing the relation between AI, ML, and Data Science.
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Following are some main points to differentiate between these three terms:
Data Science | Artificial Intelligence | Machine Learning |
---|---|---|
Data science is a multidisciplinary field that is used for deep study of data and finding useful insights from it. | Artificial Intelligence is a branch of computer science that build intelligent machines which can mimic the human brain. | Machine learning is a branch of computer science which enables machines to learn from the data automatically. |
Data Science is not exactly a subset of artificial intelligence and machine learning, but it uses ML algorithms for data analysis and future prediction. | Artificial Intelligence is a wide field which ranges from natural language processing to deep learning. | Machine learning is a subset of Artificial Intelligence and a part of data science. |
The goal of Data science is to find hidden patterns from the raw data. | The goal of artificial intelligence is to make intelligent machines. | The goal of machine learning is to allow a machine to learn from data automatically. |
Data science finds meaningful insights from data to solve complex problems. | Artificial intelligence creates intelligent machines to solve complex problems. | Machine learning uses data and train models to solve some specific problems. |