Underfitting & Overfitting
traing set/test set/cross-validation set
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Underfitting & Overfitting
traing set/test set/cross-validation set
Caffe: compute vision & forecast: C++ lib
with Matlab & python interface
AlexNet & GoogleNet: 2 popular net in Caffe
Blob
Torch: Lua lib
Deeplearning4J: DL4J: java lib
Iterative map-reduce
Theano : pyhon lib
Deeplearning4j, Torch, Caffe
Theano for education
Dato Graphlab Create
GraphNet: CNN for image
MLP (Multilayer perceptron) for others
Sentiment analysis
MRI, CT scan
Recursive Neural Tensor Networks (RNTN)
autoencoder - RBM
backpropagation - loss
use autoencoder to reduce the dimensionality of data
autoencoder is better than PCA