Zahra Bakhtiari's repositories
Building-Deep-Neural-Network-Step-by-Step-Instruction
building a deep neural network with as many layers as you want!
Graph_Neural_Network_for_biological_predictions
RotatE to Biological Predictions:
Deep-Neural-Network-for-Image-Classification
Building a cat classifier via L-layer neural network
Logistic-Regression-with-a-Neural-Network-mindset
Building a logistic regression classifier to recognize cats
Rotational-Embedding-Space-for-Graph-Neural-Networks
Designing the right embedding space for a neural network has tremendous implications for model expressivity, flexibility, and accuracy. This is especially true of knowledge graphs, which contain various type of relationships but are notoriously incomplete. In this post, we provide a gentle introduction to knowledge graphs and explain how one clever GNN model achieved state-of-the-art results by approaching the embedding space in a novel way.