Relationship between AI , ML and DL
Relationship between Artificial Intelligence (AI) , Machine Learning (ML) and Deep Learning (DL)
Artificial Intelligence (AI) :
- Ability of machines to mimic the cognitive abilities and proven-solving capabilities of human intelligence.
- follow this link for more info on AI Artificial Intelligence Basics
Machine Learning (ML):
- A subset of artificial intelligence that focusses on creating computer systems that can learn and improve from experience.
- powered by algorithms that incorporate intelligence into machines.
- ML provides statistical tools to analyze, visualize, and make predictions from data.
- Follow this link for more info on ML Machine Learning Basics
Deep Learning (DL) :
- A subset of Machine learning that focuses on training Artificial Neural Networks(ANNs) with multiple layers.
- Allows then to automatically learn and extract intricate representations from data.
Generative AI :
- A subset of Machine learning .
- Generative AI refers to AI systems that can generate creative content(new content), such as a)text, b) images, c)music(audio), d) code, e) video and more. For Example: Writing a poem based on a given theme.
Summary
AI | ML | DL |
The science of making machines that can think like humans | A branch of AI which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy. | A subset of machine learning, which is essentially a neural network with three or more layers. |