A set of basic Deep Learning Algorithms for Feature Extraction / Dimensionality Reduction and Classification in the field of ASR.

Deep Learning Algorithms:

• Multilayer-Perceptron
• Autoencoders
• Restricted Boltzmann Machines
• Deep Belief Networks (Classification + Feature Extraction / Dimensionality Reduction)

Dataset:

• Free Spoken Digit Dataset (FSDD)

The Restricted Boltzmann Machines and the Preprocessing implementations are based on this textbook:

• Deep Learning for NLP and Speech Recognition" published by Springer