Articles by Daniel Falbel

Simple audio classification with Keras

June 5, 2018 | Daniel Falbel

Introduction In this tutorial we will build a deep learning model to classify words. We will use tfdatasets to handle data IO and pre-processing, and Keras to build and train the model. We will use the Speech Commands dataset which consists of 65.000 one-second audio files of people saying 30 different words. ...
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Word Embeddings with Keras

December 21, 2017 | Daniel Falbel

Word embedding is a method used to map words of a vocabulary to dense vectors of real numbers where semanticaly similar words are mapped to nearby points. Representing words in this vector space help algorithms achieve better performance in na... [Read more...]

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