Define machine learning. Describe the steps in designing a learning system.
Answer:
Define machine learning
- Computers learning from data is known as machine learning.
- There are lots of different ways (Algorithms) by which machines can learn.
- The algorithms can be grouped into supervised, unsupervised, and reinforcement algorithms.
- The data that you feed to a machine learning algorithm can be input-output pairs or just inputs.
Steps in designing a learning system
- Choose the training experience (training set) and how to represent it.
- Choose how to represent the target function to learn the best move.
- Choose the Learning Algorithm to infer the target function from experience (for achieving more accuracy).
- Find an Evaluation procedure and matrics to test learned function.
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