006.312
Skansi, Sandro,
Introduction to deep learning : from logical calculus to artificial intelligence /
Sandro Skansi.
- 1 online resource (XIII, 191 pages) : 38 illustrations. -
- Undergraduate Topics in Computer Science, 1863-7310 .
- Undergraduate topics in computer science, .
Academic
Includes bibliographical references and index.
From Logic to Cognitive Science -- Mathematical and Computational Prerequisites -- Machine Learning Basics -- Feed-forward Neural Networks -- Modifications and Extensions to a Feed-forward Neural Network -- Convolutional Neural Networks -- Recurrent Neural Networks -- Autoencoders -- Neural Language Models -- An Overview of Different Neural Network Architectures -- Conclusion.
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