├── .gitignore ├── .hgignore ├── .travis.yml ├── LICENSE.txt ├── README.rst ├── code ├── DBN.py ├── SdA.py ├── cA.py ├── convolutional_mlp.py ├── dA.py ├── hmc │ ├── __init__.py │ ├── hmc.py │ └── test_hmc.py ├── imdb.py ├── imdb_preprocess.py ├── logistic_cg.py ├── logistic_sgd.py ├── lstm.py ├── mlp.py ├── rbm.py ├── rnnrbm.py ├── rnnslu.py ├── test.py └── utils.py ├── data ├── download.sh └── training_colorpatches_16x16_demo.mat ├── doc ├── .templates │ └── layout.html ├── DBN.txt ├── LICENSE.txt ├── Makefile ├── SdA.txt ├── conf.py ├── contents.txt ├── dA.txt ├── gettingstarted.txt ├── hmc.txt ├── images │ ├── 3wolfmoon.jpg │ ├── 3wolfmoon_output.png │ ├── DBN3.png │ ├── bm.png │ ├── cnn_explained.png │ ├── conv_1D_nn.png │ ├── filters_at_epoch_14.png │ ├── filters_corruption_0.png │ ├── filters_corruption_30.png │ ├── lstm.png │ ├── lstm_memorycell.png │ ├── markov_chain.png │ ├── mlp.png │ ├── mnist_0.png │ ├── mnist_1.png │ ├── mnist_2.png │ ├── mnist_3.png │ ├── mnist_4.png │ ├── mnist_5.png │ ├── mylenet.png │ ├── rbm.png │ ├── rnnrbm.png │ ├── rnnrbm.svg │ ├── sample1.png │ ├── sample2.png │ ├── samples.png │ └── sparse_1D_nn.png ├── index.txt ├── lenet.txt ├── logreg.txt ├── lstm.txt ├── mlp.txt ├── rbm.txt ├── references.txt ├── rnnrbm.txt ├── rnnslu.txt ├── scripts │ └── docgen.py └── utilities.txt ├── issues_closed └── 2_RBM_cost_fn.txt ├── issues_open ├── 1_SdA_performance.txt ├── 3_RBM_scan_GPU.txt ├── 4_RBM_scan.txt ├── 5_results.txt └── 6_benchmarking_pybrain.txt └── misc └── do_nightly_build /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/.gitignore -------------------------------------------------------------------------------- /.hgignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/.hgignore -------------------------------------------------------------------------------- /.travis.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/.travis.yml -------------------------------------------------------------------------------- /LICENSE.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/LICENSE.txt -------------------------------------------------------------------------------- /README.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/README.rst -------------------------------------------------------------------------------- /code/DBN.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/DBN.py -------------------------------------------------------------------------------- /code/SdA.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/SdA.py -------------------------------------------------------------------------------- /code/cA.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/cA.py -------------------------------------------------------------------------------- /code/convolutional_mlp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/convolutional_mlp.py -------------------------------------------------------------------------------- /code/dA.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/dA.py -------------------------------------------------------------------------------- /code/hmc/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /code/hmc/hmc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/hmc/hmc.py -------------------------------------------------------------------------------- /code/hmc/test_hmc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/hmc/test_hmc.py -------------------------------------------------------------------------------- /code/imdb.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/imdb.py -------------------------------------------------------------------------------- /code/imdb_preprocess.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/imdb_preprocess.py -------------------------------------------------------------------------------- /code/logistic_cg.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/logistic_cg.py -------------------------------------------------------------------------------- /code/logistic_sgd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/logistic_sgd.py -------------------------------------------------------------------------------- /code/lstm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/lstm.py -------------------------------------------------------------------------------- /code/mlp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/mlp.py -------------------------------------------------------------------------------- /code/rbm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/rbm.py -------------------------------------------------------------------------------- /code/rnnrbm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/rnnrbm.py -------------------------------------------------------------------------------- /code/rnnslu.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/rnnslu.py -------------------------------------------------------------------------------- /code/test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/test.py -------------------------------------------------------------------------------- /code/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/code/utils.py -------------------------------------------------------------------------------- /data/download.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/data/download.sh -------------------------------------------------------------------------------- /data/training_colorpatches_16x16_demo.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/data/training_colorpatches_16x16_demo.mat -------------------------------------------------------------------------------- /doc/.templates/layout.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/.templates/layout.html -------------------------------------------------------------------------------- /doc/DBN.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/DBN.txt -------------------------------------------------------------------------------- /doc/LICENSE.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/LICENSE.txt -------------------------------------------------------------------------------- /doc/Makefile: -------------------------------------------------------------------------------- 1 | all: 2 | python scripts/docgen.py 3 | -------------------------------------------------------------------------------- /doc/SdA.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/SdA.txt -------------------------------------------------------------------------------- /doc/conf.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/conf.py -------------------------------------------------------------------------------- /doc/contents.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/contents.txt -------------------------------------------------------------------------------- /doc/dA.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/dA.txt -------------------------------------------------------------------------------- /doc/gettingstarted.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/gettingstarted.txt -------------------------------------------------------------------------------- /doc/hmc.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/hmc.txt -------------------------------------------------------------------------------- /doc/images/3wolfmoon.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/3wolfmoon.jpg -------------------------------------------------------------------------------- /doc/images/3wolfmoon_output.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/3wolfmoon_output.png -------------------------------------------------------------------------------- /doc/images/DBN3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/DBN3.png -------------------------------------------------------------------------------- /doc/images/bm.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/bm.png -------------------------------------------------------------------------------- /doc/images/cnn_explained.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/cnn_explained.png -------------------------------------------------------------------------------- /doc/images/conv_1D_nn.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/conv_1D_nn.png -------------------------------------------------------------------------------- /doc/images/filters_at_epoch_14.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/filters_at_epoch_14.png -------------------------------------------------------------------------------- /doc/images/filters_corruption_0.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/filters_corruption_0.png -------------------------------------------------------------------------------- /doc/images/filters_corruption_30.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/filters_corruption_30.png -------------------------------------------------------------------------------- /doc/images/lstm.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/lstm.png -------------------------------------------------------------------------------- /doc/images/lstm_memorycell.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/lstm_memorycell.png -------------------------------------------------------------------------------- /doc/images/markov_chain.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/markov_chain.png -------------------------------------------------------------------------------- /doc/images/mlp.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/mlp.png -------------------------------------------------------------------------------- /doc/images/mnist_0.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/mnist_0.png -------------------------------------------------------------------------------- /doc/images/mnist_1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/mnist_1.png -------------------------------------------------------------------------------- /doc/images/mnist_2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/mnist_2.png -------------------------------------------------------------------------------- /doc/images/mnist_3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/mnist_3.png -------------------------------------------------------------------------------- /doc/images/mnist_4.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/mnist_4.png -------------------------------------------------------------------------------- /doc/images/mnist_5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/mnist_5.png -------------------------------------------------------------------------------- /doc/images/mylenet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/mylenet.png -------------------------------------------------------------------------------- /doc/images/rbm.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/rbm.png -------------------------------------------------------------------------------- /doc/images/rnnrbm.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/rnnrbm.png -------------------------------------------------------------------------------- /doc/images/rnnrbm.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/rnnrbm.svg -------------------------------------------------------------------------------- /doc/images/sample1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/sample1.png -------------------------------------------------------------------------------- /doc/images/sample2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/sample2.png -------------------------------------------------------------------------------- /doc/images/samples.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/samples.png -------------------------------------------------------------------------------- /doc/images/sparse_1D_nn.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/images/sparse_1D_nn.png -------------------------------------------------------------------------------- /doc/index.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/index.txt -------------------------------------------------------------------------------- /doc/lenet.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/lenet.txt -------------------------------------------------------------------------------- /doc/logreg.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/logreg.txt -------------------------------------------------------------------------------- /doc/lstm.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/lstm.txt -------------------------------------------------------------------------------- /doc/mlp.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/mlp.txt -------------------------------------------------------------------------------- /doc/rbm.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/rbm.txt -------------------------------------------------------------------------------- /doc/references.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/references.txt -------------------------------------------------------------------------------- /doc/rnnrbm.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/rnnrbm.txt -------------------------------------------------------------------------------- /doc/rnnslu.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/rnnslu.txt -------------------------------------------------------------------------------- /doc/scripts/docgen.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/scripts/docgen.py -------------------------------------------------------------------------------- /doc/utilities.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/doc/utilities.txt -------------------------------------------------------------------------------- /issues_closed/2_RBM_cost_fn.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/issues_closed/2_RBM_cost_fn.txt -------------------------------------------------------------------------------- /issues_open/1_SdA_performance.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/issues_open/1_SdA_performance.txt -------------------------------------------------------------------------------- /issues_open/3_RBM_scan_GPU.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/issues_open/3_RBM_scan_GPU.txt -------------------------------------------------------------------------------- /issues_open/4_RBM_scan.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/issues_open/4_RBM_scan.txt -------------------------------------------------------------------------------- /issues_open/5_results.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/issues_open/5_results.txt -------------------------------------------------------------------------------- /issues_open/6_benchmarking_pybrain.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/issues_open/6_benchmarking_pybrain.txt -------------------------------------------------------------------------------- /misc/do_nightly_build: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/iamtrask/DeepLearningTutorials/HEAD/misc/do_nightly_build --------------------------------------------------------------------------------