A first course in machine learning
"Machine Learning is rapidly becoming one of the most important areas of general practice, research and development activity within Computing Sci- ence. This is re ected in the scale of the academic research area devoted to the subject and the active recruitment of Machine Learning specialists...
| Main Authors: | , |
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| Format: | Book |
| Language: | English |
| Published: |
Boca Raton, Florida :
CRC Press ,
c2012
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| Series: | Chapman & Hall/CRC machine learning & pattern recognition series
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| Subjects: |
Table of Contents:
- 1. Linear modelling: a least squares approach
- 2. Linear modelling: a maximum likelihood approach
- 3. The bayesian approach to machine learning
- 4. Bayesian inference
- 5. Classification
- 6. Clustering
- 7. Principal components analysis and latent variable models