Deep Learning for Recommendation with Keras and TensorRec
▻https://hackernoon.com/deep-learning-for-recommendation-with-keras-and-tensorrec-2b8935c795d0?s
With the release of TensorRec v0.21, I’ve added the ability to easily use deep neural networks in your recommender system.For some recommender problems, such as cold-start recommendation problems, deep learning can be an elegant solution for learning from user and item metadata. Using TensorRec with Keras, you can now experiment with deep representation models in your recommender systems quickly and easily.ImplementationIn a TensorRec model, the components that learn how to process user and item features are called the “representation graphs” (or “repr” for short). These graphs convert high-dimensional user/item features, such as metadata and indicator variables, into low-dimensional user/item representations.The TensorRec recommender system.Define your model’s representation graphs as a (...)
#deep-learning #tensorflow #machine-learning #data-science #recommendation-system