Gaussian Process for Machine Learning¶
Examples concerning the sklearn.gaussian_process
module.
![Comparison of kernel ridge and Gaussian process regression](../../_images/sphx_glr_plot_compare_gpr_krr_thumb.png)
Comparison of kernel ridge and Gaussian process regression
Comparison of kernel ridge and Gaussian process regression
![Gaussian Processes regression: basic introductory example](../../_images/sphx_glr_plot_gpr_noisy_targets_thumb.png)
Gaussian Processes regression: basic introductory example
Gaussian Processes regression: basic introductory example
![Gaussian process classification (GPC) on iris dataset](../../_images/sphx_glr_plot_gpc_iris_thumb.png)
Gaussian process classification (GPC) on iris dataset
Gaussian process classification (GPC) on iris dataset
![Gaussian process regression (GPR) on Mauna Loa CO2 data](../../_images/sphx_glr_plot_gpr_co2_thumb.png)
Gaussian process regression (GPR) on Mauna Loa CO2 data
Gaussian process regression (GPR) on Mauna Loa CO2 data
![Gaussian process regression (GPR) with noise-level estimation](../../_images/sphx_glr_plot_gpr_noisy_thumb.png)
Gaussian process regression (GPR) with noise-level estimation
Gaussian process regression (GPR) with noise-level estimation
![Illustration of Gaussian process classification (GPC) on the XOR dataset](../../_images/sphx_glr_plot_gpc_xor_thumb.png)
Illustration of Gaussian process classification (GPC) on the XOR dataset
Illustration of Gaussian process classification (GPC) on the XOR dataset
![Illustration of prior and posterior Gaussian process for different kernels](../../_images/sphx_glr_plot_gpr_prior_posterior_thumb.png)
Illustration of prior and posterior Gaussian process for different kernels
Illustration of prior and posterior Gaussian process for different kernels
![Iso-probability lines for Gaussian Processes classification (GPC)](../../_images/sphx_glr_plot_gpc_isoprobability_thumb.png)
Iso-probability lines for Gaussian Processes classification (GPC)
Iso-probability lines for Gaussian Processes classification (GPC)
![Probabilistic predictions with Gaussian process classification (GPC)](../../_images/sphx_glr_plot_gpc_thumb.png)
Probabilistic predictions with Gaussian process classification (GPC)
Probabilistic predictions with Gaussian process classification (GPC)