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Demystifying Deep Learning [2023]
- 1
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Introduction
- 23
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Deep Learning and Neural Networks
- 41
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Training Neural Networks
- 73
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Training Classifiers
- 87
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Weight Update Strategies
- 111
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Convolutional Neural Networks
- 133
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Fixing the Fit
- 159
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Design Principles for a Deep Learning Training Library
- 175
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Vistas
- 211
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Appendix A Mathematical Review
- 221
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Glossary
- 229
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References
- 243
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Index
- i
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Front Matter
