Index

_

__init__() (mlai.mlai.Basis method) (mlai.mlai.BLM method) (mlai.mlai.Gaussian method) (mlai.mlai.GP method) (mlai.mlai.Kernel method) (mlai.mlai.LM method) (mlai.mlai.LR method) (mlai.mlai.MapModel method) (mlai.mlai.Model method) (mlai.mlai.Noise method) (mlai.mlai.NonparametricDropoutNeuralNetwork method) (mlai.mlai.ProbMapModel method) (mlai.mlai.ProbModel method) (mlai.mlai.SimpleDropoutNeuralNetwork method) (mlai.mlai.SimpleNeuralNetwork method) (mlai.plot.layer method) (mlai.plot.network method)

A

add_cov() (in module mlai.mlai) add_layer() (mlai.plot.network method)

animate_covariance_function() (in module mlai.plot) ax_default() (in module mlai.gp_tutorial), [1]

B

base_plot() (in module mlai.plot) Basis (class in mlai.mlai) basis() (in module mlai.plot) basis_cov() (in module mlai.mlai) bayes_billiard() (in module mlai.plot) bayes_update() (in module mlai.plot)

bernoulli_urn() (in module mlai.plot) bias_cov() (in module mlai.mlai) blank_canvas() (in module mlai.plot) BLM (class in mlai.mlai) box() (in module mlai.plot) brownian_cov() (in module mlai.mlai)

C

clear_axes() (in module mlai.plot) compute_g() (mlai.mlai.LR method) computing_covariance() (in module mlai.plot) contour_data() (in module mlai.mlai)

contour_error() (in module mlai.plot) correlated_height_weight() (in module mlai.plot) covariance_capacity() (in module mlai.plot) covariance_func() (in module mlai.plot) cv_fit() (in module mlai.plot)

D

deep_nn() (in module mlai.plot) deep_nn_bottleneck() (in module mlai.plot) depth (mlai.plot.network property) diag() (mlai.mlai.Kernel method)

dist2() (in module mlai.plot) do_samp() (mlai.mlai.NonparametricDropoutNeuralNetwork method) (mlai.mlai.SimpleDropoutNeuralNetwork method) draw() (mlai.plot.network method)

E

eq_cov() (in module mlai.mlai)

Examples (mlai.mlai.LM attribute) exponentiated_quadratic() (in module mlai.mlai)

F

filename_join() (in module mlai.mlai) fit() (mlai.mlai.BLM method) (mlai.mlai.Gaussian method) (mlai.mlai.GP method) (mlai.mlai.LM method) (mlai.mlai.LR method) (mlai.mlai.MapModel method) (mlai.mlai.Model method) (mlai.mlai.Noise method) (mlai.mlai.NonparametricDropoutNeuralNetwork method) (mlai.mlai.ProbMapModel method) (mlai.mlai.ProbModel method) (mlai.mlai.SimpleDropoutNeuralNetwork method) (mlai.mlai.SimpleNeuralNetwork method)

fourier() (in module mlai.mlai)

G

Gaussian (class in mlai.mlai) gaussian_of_height() (in module mlai.plot) google_trends() (in module mlai.plot)

GP (class in mlai.mlai) gpplot() (in module mlai.gp_tutorial), [1] grad_vals() (mlai.mlai.Gaussian method) gradient() (mlai.mlai.LR method)

H

height() (in module mlai.plot) height_weight() (in module mlai.plot) holdout_fit() (in module mlai.plot)

horizontal_chain() (in module mlai.plot) hyperbolic_tangent() (in module mlai.mlai) hyperplane_coordinates() (in module mlai.plot)

I

icm_cov() (in module mlai.mlai) independent_height_weight() (in module mlai.plot)

init_perceptron() (in module mlai.mlai) (in module mlai.plot) init_regression() (in module mlai.plot)

K

K() (mlai.mlai.Kernel method) kern_circular_sample() (in module mlai.plot) Kernel (class in mlai.mlai)

kronecker_IK() (in module mlai.plot) kronecker_IK_highlight() (in module mlai.plot) kronecker_illustrate() (in module mlai.plot) kronecker_WX() (in module mlai.plot)

L

layer (class in mlai.plot) linear() (in module mlai.mlai) linear_cov() (in module mlai.mlai) LM (class in mlai.mlai) load_pgm() (in module mlai.mlai) log_likelihood() (mlai.mlai.BLM method) (mlai.mlai.Gaussian method) (mlai.mlai.GP method) (mlai.mlai.LM method) (mlai.mlai.LR method) (mlai.mlai.Noise method) (mlai.mlai.ProbMapModel method) (mlai.mlai.ProbModel method)

logistic() (in module mlai.plot) loo_fit() (in module mlai.plot) low_rank_approximation() (in module mlai.plot) LR (class in mlai.mlai)

M

MapModel (class in mlai.mlai) marathon_fit() (in module mlai.plot) matern32_cov() (in module mlai.mlai) matern52_cov() (in module mlai.mlai) matrix() (in module mlai.plot) meanplot() (in module mlai.gp_tutorial), [1] mlai.gp_tutorial module, [1] mlai.mlai module

mlai.plot module mlp_cov() (in module mlai.mlai) Model (class in mlai.mlai) model_output() (in module mlai.plot) model_sample() (in module mlai.plot) module mlai.gp_tutorial, [1] mlai.mlai mlai.plot multiple_optima() (in module mlai.plot)

N

name (mlai.mlai.LM attribute) network (class in mlai.plot) nll_split() (mlai.mlai.BLM method) (mlai.mlai.GP method)

Noise (class in mlai.mlai) non_linear_difficulty_plot_1() (in module mlai.plot) non_linear_difficulty_plot_2() (in module mlai.plot) non_linear_difficulty_plot_3() (in module mlai.plot) NonparametricDropoutNeuralNetwork (class in mlai.mlai)

O

objective() (mlai.mlai.BLM method) (mlai.mlai.Gaussian method) (mlai.mlai.GP method) (mlai.mlai.LM method) (mlai.mlai.LR method) (mlai.mlai.MapModel method) (mlai.mlai.Model method) (mlai.mlai.Noise method) (mlai.mlai.NonparametricDropoutNeuralNetwork method) (mlai.mlai.ProbMapModel method) (mlai.mlai.ProbModel method) (mlai.mlai.SimpleDropoutNeuralNetwork method) (mlai.mlai.SimpleNeuralNetwork method)

objective_name (mlai.mlai.LM attribute) ou_cov() (in module mlai.mlai) output_augment_x() (in module mlai.plot) over_determined_system() (in module mlai.plot)

P

perceptron() (in module mlai.plot) periodic_cov() (in module mlai.mlai) Phi (mlai.mlai.LM attribute) Phi() (mlai.mlai.Basis method) poisson() (in module mlai.plot) polynomial() (in module mlai.mlai) polynomial_cov() (in module mlai.mlai) posterior_f() (in module mlai.mlai) pred_range() (in module mlai.plot) predict() (mlai.mlai.BLM method) (mlai.mlai.GP method) (mlai.mlai.LM method) (mlai.mlai.LR method) (mlai.mlai.MapModel method) (mlai.mlai.NonparametricDropoutNeuralNetwork method) (mlai.mlai.ProbMapModel method) (mlai.mlai.SimpleDropoutNeuralNetwork method) (mlai.mlai.SimpleNeuralNetwork method)

prob_diagram() (in module mlai.plot) ProbMapModel (class in mlai.mlai) ProbModel (class in mlai.mlai) prod_cov() (in module mlai.mlai) prod_kern() (in module mlai.mlai)

R

radial() (in module mlai.mlai) radial_multivariate() (in module mlai.mlai) ratquad_cov() (in module mlai.mlai) regression_contour() (in module mlai.plot) regression_contour_fit() (in module mlai.plot) regression_contour_sgd() (in module mlai.plot) rejection_samples() (in module mlai.plot) relu() (in module mlai.mlai)

relu_cov() (in module mlai.mlai) rmse() (mlai.mlai.BLM method) (mlai.mlai.GP method) (mlai.mlai.LM method) (mlai.mlai.LR method) (mlai.mlai.MapModel method) (mlai.mlai.ProbMapModel method) rmse_fit() (in module mlai.plot)

S

set_param() (mlai.mlai.BLM method) (mlai.mlai.LM method) shared_gplvm() (in module mlai.plot) sigma2 (mlai.mlai.LM attribute)

SimpleDropoutNeuralNetwork (class in mlai.mlai) SimpleNeuralNetwork (class in mlai.mlai) sinc_cov() (in module mlai.mlai) slfm_cov() (in module mlai.mlai) stack_gp_sample() (in module mlai.plot)

T

three_pillars_innovation() (in module mlai.plot)

two_point_pred() (in module mlai.plot) two_point_sample() (in module mlai.plot)

U

under_determined_system() (in module mlai.plot) update_f() (mlai.mlai.BLM method) (mlai.mlai.LM method) update_g() (mlai.mlai.LR method) update_inverse() (in module mlai.mlai) (mlai.mlai.GP method) update_nll() (mlai.mlai.BLM method) (mlai.mlai.GP method) update_perceptron() (in module mlai.mlai) (in module mlai.plot)

update_QR() (mlai.mlai.BLM method) (mlai.mlai.LM method) update_regression() (in module mlai.plot) update_sum_squares() (mlai.mlai.BLM method) (mlai.mlai.GP method) (mlai.mlai.LM method) (mlai.mlai.LR method) (mlai.mlai.MapModel method) (mlai.mlai.ProbMapModel method)

V

vertical_chain() (in module mlai.plot)

W

w_star (mlai.mlai.LM attribute) weight() (in module mlai.plot) width (mlai.plot.network property)

write_animation() (in module mlai.mlai) write_animation_html() (in module mlai.mlai) write_figure() (in module mlai.mlai)