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    The Shallow and the Deep A biased introduction to neural networks and old school machine learning by Biehl, Michael

    Published 2023
    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…”
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