What are the key concepts in advanced machine learning?

What are the key concepts in advanced machine learning?

Key concepts include deep learning, reinforcement learning, transfer learning, and ensemble methods.

Can you explain deep learning in more detail?

Deep learning uses neural networks with many layers to model complex patterns in data.

What is reinforcement learning and how does it work?

Reinforcement learning is a type of machine learning where an agent learns to make decisions by receiving rewards or penalties.

How does transfer learning improve model performance?

Transfer learning allows a model trained on one task to be adapted for another, reducing training time and data requirements.