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Linear Regression
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Logistic Regression
Single Parameter
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Classification Neural Network
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Computation Graph
Recommender Systems
Collaborative Filtering
Unsupervised learning
PCA
K-means
Anomaly Detection
Utils
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A
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B
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C
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E
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F
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G
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H
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I
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K
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L
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M
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N
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P
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R
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S
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T
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U
_
_lambda (touvlo.lin_rg.RidgeLinearRegression attribute)
A
AbstractLinearRegression (class in touvlo.lin_rg)
anmly_detc (module)
B
back_propagation() (in module touvlo.nnet.sgl_parm)
BGD() (in module touvlo.utils)
C
cf (module)
cmpt_grf (module)
,
[1]
compute_centroids() (in module touvlo.unsupv.kmeans)
compute_cost() (in module touvlo.nnet.cmpt_grf)
cost() (touvlo.lin_rg.LinearRegression method)
(touvlo.lin_rg.RidgeLinearRegression method)
cost_func() (in module touvlo.lgx_rg.cmpt_grf)
(in module touvlo.lgx_rg.sgl_parm)
(in module touvlo.lin_rg)
cost_function() (in module touvlo.nnet.sgl_parm)
(in module touvlo.rec_sys.cf)
(in module touvlo.unsupv.kmeans)
cov_matrix() (in module touvlo.unsupv.anmly_detc)
E
elbow_method() (in module touvlo.unsupv.kmeans)
estimate_multi_gaussian() (in module touvlo.unsupv.anmly_detc)
estimate_uni_gaussian() (in module touvlo.unsupv.anmly_detc)
euclidean_dist() (in module touvlo.unsupv.kmeans)
F
feature_normalize() (in module touvlo.utils)
feed_forward() (in module touvlo.nnet.sgl_parm)
find_closest_centroids() (in module touvlo.unsupv.kmeans)
fit() (touvlo.lin_rg.AbstractLinearRegression method)
G
g() (in module touvlo.utils)
g_grad() (in module touvlo.utils)
grad() (in module touvlo.lgx_rg.cmpt_grf)
(in module touvlo.lgx_rg.sgl_parm)
(in module touvlo.lin_rg)
(in module touvlo.nnet.sgl_parm)
(in module touvlo.rec_sys.cf)
H
h() (in module touvlo.lgx_rg.cmpt_grf)
(in module touvlo.lgx_rg.sgl_parm)
(in module touvlo.lin_rg)
(in module touvlo.nnet.sgl_parm)
I
init_centroids() (in module touvlo.unsupv.kmeans)
init_nn_weights() (in module touvlo.nnet.sgl_parm)
init_params() (in module touvlo.nnet.cmpt_grf)
is_anomaly() (in module touvlo.unsupv.anmly_detc)
K
kmeans (module)
L
L_model_backward() (in module touvlo.nnet.cmpt_grf)
L_model_forward() (in module touvlo.nnet.cmpt_grf)
lin_rg (module)
linear_activation_backward() (in module touvlo.nnet.cmpt_grf)
linear_activation_forward() (in module touvlo.nnet.cmpt_grf)
linear_backward() (in module touvlo.nnet.cmpt_grf)
linear_forward() (in module touvlo.nnet.cmpt_grf)
LinearRegression (class in touvlo.lin_rg)
M
MBGD() (in module touvlo.utils)
mean_normlztn() (in module touvlo.utils)
multi_gaussian() (in module touvlo.unsupv.anmly_detc)
N
normal_eqn() (in module touvlo.lin_rg)
numerical_grad() (in module touvlo.utils)
P
p() (in module touvlo.lgx_rg.sgl_parm)
pca (module)
pca() (in module touvlo.unsupv.pca)
predict() (in module touvlo.lgx_rg.cmpt_grf)
(in module touvlo.lgx_rg.sgl_parm)
(in module touvlo.lin_rg)
(in module touvlo.unsupv.anmly_detc)
(touvlo.lin_rg.AbstractLinearRegression method)
predict_prob() (in module touvlo.lgx_rg.sgl_parm)
project_data() (in module touvlo.unsupv.pca)
R
rand_init_weights() (in module touvlo.nnet.sgl_parm)
recover_data() (in module touvlo.unsupv.pca)
reg_cost_func() (in module touvlo.lgx_rg.sgl_parm)
(in module touvlo.lin_rg)
reg_grad() (in module touvlo.lgx_rg.sgl_parm)
(in module touvlo.lin_rg)
reg_normal_eqn() (in module touvlo.lin_rg)
relu() (in module touvlo.utils)
relu_backward() (in module touvlo.utils)
RidgeLinearRegression (class in touvlo.lin_rg)
run_intensive_kmeans() (in module touvlo.unsupv.kmeans)
run_kmeans() (in module touvlo.unsupv.kmeans)
S
SGD() (in module touvlo.utils)
sgl_parm (module)
,
[1]
sigmoid() (in module touvlo.utils)
sigmoid_backward() (in module touvlo.utils)
T
theta (touvlo.lin_rg.AbstractLinearRegression attribute)
(touvlo.lin_rg.LinearRegression attribute)
(touvlo.lin_rg.RidgeLinearRegression attribute)
touvlo.lgx_rg.cmpt_grf (module)
touvlo.lgx_rg.sgl_parm (module)
touvlo.lin_rg (module)
touvlo.nnet.cmpt_grf (module)
touvlo.nnet.sgl_parm (module)
touvlo.rec_sys.cf (module)
touvlo.unsupv.anmly_detc (module)
touvlo.unsupv.kmeans (module)
touvlo.unsupv.pca (module)
touvlo.utils (module)
U
uni_gaussian() (in module touvlo.unsupv.anmly_detc)
unravel_params() (in module touvlo.nnet.sgl_parm)
(in module touvlo.rec_sys.cf)
update_parameters() (in module touvlo.nnet.cmpt_grf)
utils (module)
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