Keras
Keras Callbacks how-can-i-interrupt-training-when-the-validation-loss-isnt-decreasing-anymore
General
Look into using PRELU ELU, etc...
keras.io/applications/ - Inbuilt pre-trained Models.
predict_on_batch(self, x)
fit_generator(self, generator, samples_per_epoch, nb_epoch, verbose=1, callbacks=None, validation_data=None, nb_val_samples=None, class_weight=None, max_q_size=10, nb_worker=1, pickle_safe=False, initial_epoch=0)
Paper with Overview of loss/optimisation functions
This has lots of good infos - Includes an AndrewNG talk and recommended papers. (Should be in ML?)
Reddit best papers (Should be in ML?)
RNN
Dimension mismatch in LSTM - Your input should be in this format (sequences, timesteps, dimensions). So based on your example, your input should be in (None, 8, 2). Your input now is (8,2).
Building Autoencoders in Keras - Includes LTSM!!!, Also shows a webserver graph showing progress. How to make a 2d graph. And how to interpolate between numbers...
Help: 'Wrong number of dimensions: expected 3, got 2 with shape (...)
cs231n-CNNs 10 - Recurrent Nerual Networks Lecture
Time Series Prediction with LSTMs
Keras Sequence Preprocessing - keras.preprocessing.sequence.pad_sequences
Using Keras LSTM RNN for variable length sequence prediction - Recomends either zero-padding or batches of 1...
Good? - Specifically talks about sliding window. Alice in wonderland.
GANs
Font Aliasing
Can a CNN be trained to alias font glyphs. Can it work with 3D rotations?
- This Reddit post About a GPU based terminal.