Posts

Classification with LSTM
AI RecipesClassifying the IMDB dataset using long short-term memories.

Torch speech generator
AI RecipesText generator using Torch

Adding attention
AI RecipesAttention using TensorFlow.

Batch normalization
AI RecipesA way to use less epochs, less sensitive to initialization and make regularization obsolete sometimes.

Convolutional autoencoder
AI Recipes2D convolution autoencoder for house numbers.

2D Convolution
AI RecipesAdding convolution to the MNIST classification.

Pooling
AI RecipesAdding pooling layers.

1D Convolution
AI Recipes1D CNN on text towards classification of reviews.

Generalization through regularization
AI RecipesMaking a model more generic (less training data dependent) through regularization.

Experimenting with optimizers
AI RecipesOn the effect optimizers have on the accuracy.