GitHub Repository: probml/pyprobml
Path: blob/master/notebooks/book1/11/README.md
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Chapter 11: Linear regression

Figures

Figure No.	Notebook	Figure
11.1	linreg_poly_vs_degree.ipynb	-
11.2	linreg_contours_sse_plot.ipynb	-
11.3	-	Figure_11.3.png
11.4	linregOnlineDemo.ipynb	-
11.5	linreg_poly_vs_degree.ipynb	-
11.6	linreg_poly_vs_degree.ipynb	-
11.7	geom_ridge.ipynb	-
11.8	-	Figure_11.8.png
11.9	-	Figure_11.9_B.png Figure_11.9_A.png
11.10	fig_11_10.ipynb	-
11.11	prostate_comparison.ipynb	-
11.12	prostate_comparison.ipynb	-
11.13	sparse_sensing_demo.ipynb	-
11.14	groupLassoDemo.ipynb	-
11.15	groupLassoDemo.ipynb	-
11.16	splines_basis_weighted.ipynb	-
11.17	splines_basis_heatmap.ipynb	-
11.18	splines_cherry_blossoms.ipynb	-
11.19	fig_11_19.ipynb	-
11.20	linreg_2d_bayes_demo.ipynb	-
11.21	linreg_post_pred_plot.ipynb	-
11.22	linreg_2d_bayes_centering_pymc3.ipynb	-
11.23	multi_collinear_legs_numpyro.ipynb	-
11.24	multi_collinear_legs_numpyro.ipynb	-

Title	Software	Link	Author(s)
Linear regression from scratch	Numpy	Notebook	Ashish Tendulkar
Linear regression using sklearn and JAX	Sklearn	Notebook	Kevin Murphy
Polynomial regression	PyTorch	Notebook	d2l.ai authors
Bayesian linear regression with MCMC	PyMC3	Notebook	Kevin Murphy
Bayesian linear regression with variational inference	TFP	Notebook	TFP team