The Shallow and the Deep A biased introduction to neural networks and old school machine learning
The Shallow and the Deep is a collection of lecture notes that offers an accessible introduction to neural networks and machine learning in general. However, it was clear from the beginning that these notes would not be able to cover this rapidly changing and growing field in its entirety. The focus...
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| Main Author: | |
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| Format: | Electronic eBook |
| Language: | English |
| Published: |
Groningen, Netherlands
University of Groningen Press
2023.
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| Series: | Open textbook library.
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| Subjects: | |
| Online Access: | Access online version |
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Table of Contents:
- Preface
- From neurons to networks
- Learning from example data
- The Perceptron
- Beyond linear separability
- Feed-forward networks for regression and classification
- Distance-based classifiers
- Model evaluation and regularization
- Preprocessing and unsupervised learning
- Concluding quote
- Appendix A: Optimization
- List of figures
- List of algorithms
- Abbrev. and acronyms
- Bibliography