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Functions1,092 in github.com/csawtelle/udemy-machine-learning-examples

Method__init__
(self, ft, D, hidden_layer_sizes_mean=[], hidden_layer_sizes_var=[])
rl2/mountaincar/pg_tf_random.py:46
Method__init__
(self, env, n_components=500)
rl2/mountaincar/q_learning.py:39
Method__init__
(self, env, feature_transformer, learning_rate)
rl2/mountaincar/q_learning.py:67
Method__init__
(self, D)
rl2/mountaincar/td_lambda.py:28
Method__init__
(self, env, feature_transformer)
rl2/mountaincar/td_lambda.py:41
Method__init__
(self, M1, M2, f=T.nnet.relu, use_bias=True, zeros=False)
rl2/mountaincar/pg_theano_random.py:23
Method__init__
(self, ft, D, hidden_layer_sizes_mean=[], hidden_layer_sizes_var=[])
rl2/mountaincar/pg_theano_random.py:46
Method__init__
(self, D)
rl2/cartpole/q_learning.py:25
Method__init__
(self, env)
rl2/cartpole/q_learning.py:38
Method__init__
(self, env, feature_transformer)
rl2/cartpole/q_learning.py:66
Method__init__
(self)
rl2/cartpole/q_learning_bins.py:30
Method__init__
(self, env, feature_transformer)
rl2/cartpole/q_learning_bins.py:52
Method__init__
(self, M1, M2, f=tf.nn.tanh, use_bias=True)
rl2/cartpole/dqn_tf.py:21
Method__init__
(self, D, K, hidden_layer_sizes, gamma, max_experiences=10000, min_experiences=100, batch_sz=32)
rl2/cartpole/dqn_tf.py:39
Method__init__
(self, D)
rl2/cartpole/tf_warmup.py:12
Method__init__
(self, M1, M2, f=T.tanh, use_bias=True)
rl2/cartpole/dqn_theano.py:43
Method__init__
(self, D, K, hidden_layer_sizes, gamma, max_experiences=10000, min_experiences=100, batch_sz=32)
rl2/cartpole/dqn_theano.py:61
Method__init__
(self, M1, M2, f=T.tanh, use_bias=True)
rl2/cartpole/pg_theano.py:23
Method__init__
(self, D, K, hidden_layer_sizes)
rl2/cartpole/pg_theano.py:42
Method__init__
(self, D, hidden_layer_sizes)
rl2/cartpole/pg_theano.py:114
Method__init__
(self, D)
rl2/cartpole/theano_warmup.py:13
Method__init__
(self, M1, M2, f=tf.nn.tanh, use_bias=True)
rl2/cartpole/pg_tf.py:22
Method__init__
(self, D, K, hidden_layer_sizes)
rl2/cartpole/pg_tf.py:39
Method__init__
(self, D, hidden_layer_sizes)
rl2/cartpole/pg_tf.py:113
Method__init__
(self, D)
rl2/cartpole/td_lambda.py:20
Method__init__
(self, env, feature_transformer)
rl2/cartpole/td_lambda.py:33
Method__init__
(self)
rl/approx_semigradient_td0_prediction.py:12
Method__init__
(self, m)
rl/comparing_epsilons.py:13
Method__init__
(self, width, height, start)
rl/grid_world.py:7
Method__init__
(self)
rl/approx_semigradient_sarsa_control.py:14
Method__init__
(self, eps=0.1, alpha=0.5)
rl/tic_tac_toe.py:27
Method__init__
(self)
rl/tic_tac_toe.py:131
Method__init__
(self)
rl/tic_tac_toe.py:246
Method__init__
(self, m)
rl/ucb1.py:15
Method__init__
(self, true_mean)
rl/comparing_explore_exploit_methods.py:15
Method__init__
(self, m, upper_limit)
rl/optimistic_initial_values.py:14
Method__init__
(self, D, M, an_id)
unsupervised_class2/rbm_tf.py:17
Method__init__
(self, m1, m2)
unsupervised_class2/xwing.py:20
Method__init__
(self, hidden_layer_sizes)
unsupervised_class2/xwing.py:37
Method__init__
(self, D, M, an_id)
unsupervised_class2/autoencoder_tf.py:17
Method__init__
(self, D, hidden_layer_sizes, K, UnsupervisedModel=AutoEncoder)
unsupervised_class2/autoencoder_tf.py:92
Method__init__
(self, M, an_id)
unsupervised_class2/rbm.py:15
Method__init__
(self, D, M)
unsupervised_class2/vanishing.py:13
Method__init__
(self, hidden_layer_sizes)
unsupervised_class2/vanishing.py:25
Method__init__
(self, M, an_id)
unsupervised_class2/autoencoder.py:18
Method__init__
(self, hidden_layer_sizes, UnsupervisedModel=AutoEncoder)
unsupervised_class2/autoencoder.py:114
Method__init__
(self, hidden_layer_sizes, UnsupervisedModel=AutoEncoder)
unsupervised_class2/unsupervised.py:18
Method__init__
(self, depth=0, max_depth=None)
supervised_class/dt.py:21
Method__init__
(self, max_depth=None)
supervised_class/dt.py:159
Method__init__
(self, k)
supervised_class/knn.py:16
Method__init__
(self, images, labels, fake_data=False)
tensorflow/input_data.py:63
Method__init__
(self, M1, M2, f, an_id)
airline/ann.py:22
Method__init__
(self, hidden_layer_sizes)
airline/ann.py:38
Method__init__
(self, hidden_layer_sizes)
airline/rnn.py:29
Functionbenchmark_full
()
ann_class2/util.py:169
Functionceleb
()
unsupervised_class3/dcgan_theano.py:558
Methodcomponent_pdf
(j, xt)
hmm_class/hmmc_theano.py:111
Methodcomponent_pdf
(j, xt)
hmm_class/hmmc_theano2.py:112
MethodcreateFromArrays
(W, bh, bo, an_id)
unsupervised_class2/autoencoder.py:103
Functiondeep
()
rnn_class/mlp_parity.py:123
Functiondist1
(a, b)
rnn_class/batch_wiki.py:154
Functiondist1
(a, b)
rnn_class/wiki.py:161
Functiondist1
(a, b)
nlp_class2/util.py:16
Functiondist2
(a, b)
rnn_class/batch_wiki.py:156
Functiondist2
(a, b)
rnn_class/wiki.py:163
Functiondist2
(a, b)
nlp_class2/util.py:18
Functione_ln_q_gamma
(a, b)
bayesian_ml/3/run.py:14
Methodepochs_completed
(self)
tensorflow/input_data.py:93
Functionfake_signal
(init=big_init)
hmm_class/hmmc_scaled_concat_diag.py:226
Functionfiles2images
(filenames)
unsupervised_class3/util.py:111
Functionfiles2images_theano
(filenames)
unsupervised_class3/util.py:104
Methodfit
(self, X, Y)
supervised_class2/util.py:59
Methodfit
(self, X, epochs=1, batch_sz=100, show_fig=False)
unsupervised_class2/rbm_tf.py:73
Methodfit
(self, X, learning_rate=0.1, epochs=1, batch_sz=100, show_fig=False)
unsupervised_class2/rbm.py:20
Methodfit
(self, X, Y)
supervised_class/dt.py:162
Methodfitt
(self, X, num_neg_samples=10, learning_rate=1e-4, mu=0.99, reg=0.1, epochs=10)
nlp_class2/word2vec.py:167
Methodforward
(self, X)
ann_class2/dropout_tensorflow.py:22
Methodforward
(self, X)
ann_class2/theano_ann.py:29
Methodforward
(self, X)
cnn_class/cifar.py:80
Methodforward
(self, X)
cnn_class/cifar.py:96
Methodforward
(self, X)
rnn_class/mlp_parity.py:23
Methodforward
(self, X, reuse, is_training)
unsupervised_class3/dcgan_tf.py:108
Methodforward
(self, X, reuse, is_training)
unsupervised_class3/dcgan_tf.py:153
Methodforward
(self, X, is_training)
unsupervised_class3/dcgan_theano.py:175
Methodforward
(self, X, is_training)
unsupervised_class3/dcgan_theano.py:219
Methodforward
(self, X)
rl2/atari/dqn_theano.py:78
Methodforward
(self, X)
rl2/atari/dqn_tf_alt.py:69
Methodforward
(self, X)
unsupervised_class2/vanishing.py:20
Methodforward
(self, X)
airline/ann.py:33
Methodforward_output
(self, X)
unsupervised_class2/rbm_tf.py:112
Functiongenerate_wikipedia
()
rnn_class/wiki.py:148
FunctiongetKaggleMNIST
()
rnn_class/renet.py:275
FunctiongetMNIST
()
rnn_class/renet.py:293
Functionget_celeb
(limit=None)
unsupervised_class3/util.py:38
Functionget_clouds
()
ann_class2/util.py:21
Methodget_output
(layers)
rl2/mountaincar/pg_tf_random.py:89
Methodget_output
(layers)
rl2/mountaincar/pg_theano_random.py:90
Functionget_stock_data
()
rnn_class/util.py:199
Methodgmm_pdf
(x)
hmm_class/hmmc_theano.py:109
Methodgmm_pdf
(x)
hmm_class/hmmc_theano2.py:110
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