Notes
Machine Learning Types by Task
Content of the notes (8)
Page 1
Classifications
Clustering
Page 2
Predictions
Page 3
bias-variance trade-off
Bias are the simplifying assumptions made by a model to make the target function easier to learn.
Page 4
parametric machine learning algorithms
Assumptions can greatly simplify the learning process, but can also limit what can be learned.
Algorithms that simplify the function to a known form are called parametric machine learning algorithms.
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nonparametric machine learning algorithms
Algorithms that do not make strong assumptions about the form of the mapping function are called nonparametric machine learning algorithms.
By not making assumptions, they are free to learn any functional form from the training data.
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Information
- Description
- Degree Data Mining Note on Machine Learning Types by Task, created by SS Yap on 03/05/2016.
- Created by
- SS Yap · May 2016
- Updated
- May 5, 2016
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