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Time Series Forecasting with Recurrent Neural Networks

Time Series Forecasting with Recurrent Neural Networks

Deep Learning with R This post is an excerpt from Chapter 5 of François Chollet’s and J.J. Allaire’s book, Deep Learning with R (Manning Publications). Use the code fccallaire for a 42% discount on the book at manning.com. Time Series Forecasting with Recurrent Neural Networks In this section, we’ll review three advanced techniques for improving the performance and generalization power of recurrent...

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Image Classification on Small Datasets with Keras

Image Classification on Small Datasets with Keras

Deep Learning with R This post is an excerpt from Chapter 5 of François Chollet’s and J.J. Allaire’s book, Deep Learning with R (Manning Publications). Use the code fccallaire for a 42% discount on the book at manning.com. Training a convnet with a small dataset Having to train an image-classification model using very little data is a common situation, which you’ll likely...

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Deep Learning for Text Classification with Keras

Deep Learning for Text Classification with Keras

Classifying movie reviews: a binary classification example Two-class classification, or binary classification, may be the most widely applied kind of machine-learning problem. In this example, you’ll learn to classify movie reviews as positive or negative, based on the text content of the reviews. The IMDB dataset You’ll work with the IMDB dataset: a set of 50,000 highly polarized reviews from the Internet...

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