Deep Learning Toolkit

MATLAB 14.59M 258 views 0 downloads 1 credits
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Resource Overview

deepLearnToolbox-master is a comprehensive deep learning package for MATLAB containing various machine learning algorithms including Convolutional Neural Networks (CNN), Deep Belief Networks (DBN), and AutoEncoders (Stacked SAE, Convolutional CAE). The package was developed by Rasmus Berg Palm.

Detailed Documentation

deepLearnToolbox-master is a widely adopted deep learning package for MATLAB that provides robust implementation and training capabilities for various machine learning algorithms. The toolkit includes powerful algorithms such as Convolutional Neural Networks (CNN) for image recognition tasks, Deep Belief Networks (DBN) for unsupervised feature learning, and AutoEncoders including Stacked AutoEncoders (SAE) and Convolutional AutoEncoders (CAE) for dimensionality reduction and feature extraction. These algorithms were developed by Rasmus Berg Palm, whose contributions have significantly simplified and accelerated deep learning research and practical implementations. The package offers well-structured MATLAB code with clear function definitions, making it easy to modify and extend for specific research needs.

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