Broken Hyperlinks on Website

[hectormz]

I ran https://docs.pymc.io/ through a dead link checker and found a number of broken links on the website. Some should be fixed from the pymc-examples repo and some are in the main pymc3 repo, so I'm posting in both. Some hyperlinks just need to be updated (and images to bayesian book covers), but others may point to entities or resources that don't exist anymore.

This doesn't seem to be exhaustive because the link from the GLM Logistic Regression to the original blog post is definitely broken.

Error	URL	Anchor Text	Linked From
-1 Not found: The server name or address could not be resolved	http://biostat.mc.vanderbilt.edu/wiki/Main/ChrisFonnesbeck	Chris Fonnesbeck	https://docs.pymc.io/notebooks/GLM-hierarchical.html
-1 Not found: A connection with the server could not be established	https://sphinx-doc.org/	Sphinx	https://docs.pymc.io/notebooks/GLM-hierarchical.html
403 Forbidden	http://f.cl.ly/items/0R1W063h1h0W2M2C0S3M/Screen Shot 2013-10-10 at 8.22.21 AM.png	img/src	https://docs.pymc.io/notebooks/GLM-hierarchical.html
403 Forbidden	http://f.cl.ly/items/38020n2t2Y2b1p3t0B0e/Screen Shot 2013-10-10 at 8.23.36 AM.png	img/src	https://docs.pymc.io/notebooks/GLM-hierarchical.html
403 Forbidden	http://f.cl.ly/items/1B3U223i002y3V2W3r0W/Screen Shot 2013-10-10 at 8.25.05 AM.png	img/src	https://docs.pymc.io/notebooks/GLM-hierarchical.html
404 Not Found	https://docs.pymc.io/_static/semantic-sphinx.css	link/href	https://docs.pymc.io/notebooks/GLM-hierarchical.html
404 Not Found	https://docs.pymc.io/_static/default.css	link/href	https://docs.pymc.io/notebooks/GLM-hierarchical.html
-1 Not found: The host name in the certificate is invalid or does not match	https://www.stat.columbia.edu/~gelman/book/	Book website	https://docs.pymc.io/learn.html
403 Forbidden	https://lh5.googleusercontent.com/Ms2ssellxl7cM6OEL_kpiKRojcj2E4ZaUWDXOa8zEwi-v9orJGYuhjczbwFSDJNsEb_ruiwtCJONNjoo7T1c7qorZm3LsAnroMAm4S5WzNT_PVqWz9aE=w1280	img/src	https://docs.pymc.io/learn.html
530	https://quantopian.com/		https://docs.pymc.io/
999 Non-standard	https://www.linkedin.com/pub/danne-elbers/69/3a2/7ba	Danne Elbers [301 from http://www.linkedin.com/pub/danne-elbers/69/3a2/7ba]	https://docs.pymc.io/notebooks/GLM-hierarchical.html
-1 Timeout	http://deeplearning.net/software/theano/	Theano	https://docs.pymc.io/developer_guide.html
404 Not Found	https://cdasr.mclean.harvard.edu/about-us/current-lab-members/14-faculty/62-daniel-dillon	Dan Dillon [301 from http://cdasr.mclean.harvard.edu/index.php/about-us/current-lab-members/14-faculty/62-daniel-dillon] [301 from https://cdasr.mclean.harvard.edu/index.php/about-us/current-lab-members/14-faculty/62-daniel-dillon]	https://docs.pymc.io/notebooks/GLM-hierarchical.html
404 Not Found	https://github.com/pymc-devs/pymc3/blob/master/docs/source/notebooks/weibull_aft.ipynb	this example notebook	https://docs.pymc.io/api/bounds.html
403 Forbidden	http://bayesiandeeplearning.org/papers/BDL_21.pdf	http://bayesiandeeplearning.org/papers/BDL_21.pdf	https://docs.pymc.io/api/inference.html
404 Not Found	https://arviz-devs.github.io/arviz/notebooks/Introduction.html	https://arviz-devs.github.io/arviz/notebooks/Introduction.html	https://docs.pymc.io/api/data.html
404 Not Found	https://numpy.org/doc/stable/neps/npy-format.html	https://docs.scipy.org/doc/numpy/neps/npy-format.html [301 from https://docs.scipy.org/doc/numpy/neps/npy-format.html]	https://docs.pymc.io/api/backends.html
404 Not Found	https://docs.pymc.io/pymc-examples/examples/api/distributions.rst	pymc3.distributions	https://docs.pymc.io/pymc-examples/examples/pymc3_howto/api_quickstart.html
404 Not Found	https://docs.pymc.io/pymc-examples/examples/api/distributions/continuous.rst	continuous	https://docs.pymc.io/pymc-examples/examples/pymc3_howto/api_quickstart.html
404 Not Found	https://docs.pymc.io/pymc-examples/examples/api/distributions/discrete.rst	discrete	https://docs.pymc.io/pymc-examples/examples/pymc3_howto/api_quickstart.html
404 Not Found	https://docs.pymc.io/pymc-examples/examples/api/distributions/timeseries.rst	timeseries	https://docs.pymc.io/pymc-examples/examples/pymc3_howto/api_quickstart.html
404 Not Found	https://docs.pymc.io/pymc-examples/examples/api/distributions/mixture.rst	mixture	https://docs.pymc.io/pymc-examples/examples/pymc3_howto/api_quickstart.html
404 Not Found	https://docs.pymc.io/pymc-examples/examples/pymc3_howto/sampler-stats.ipynb	here	https://docs.pymc.io/pymc-examples/examples/pymc3_howto/api_quickstart.html
404 Not Found	https://docs.pymc.io/pymc-examples/examples/pymc3_howto/Diagnosing_biased_Inference_with_Divergences.ipynb	here	https://docs.pymc.io/pymc-examples/examples/pymc3_howto/api_quickstart.html
-1 Timeout	http://deeplearning.net/software/theano/library/tensor/index.html	the theano api docs	https://docs.pymc.io/PyMC3_and_Theano.html
404 Not Found	https://docs.pymc.io/prob_dists.html	custom distributions	https://docs.pymc.io/notebooks/blackbox_external_likelihood.html
404 Not Found	https://docs.pymc.io/advanced_theano.html	custom Theano Op	https://docs.pymc.io/notebooks/blackbox_external_likelihood.html
-1 Timeout	http://deeplearning.net/software/theano/extending/extending_theano.html	Theano Op	https://docs.pymc.io/notebooks/blackbox_external_likelihood.html
-1 Timeout	http://deeplearning.net/software/theano/extending/op.html	grad() method	https://docs.pymc.io/notebooks/blackbox_external_likelihood.html
-1 Timeout	http://deeplearning.net/software/theano/library/compile/function.html	Theano function	https://docs.pymc.io/notebooks/blackbox_external_likelihood.html
-1 Timeout	http://deeplearning.net/software/theano/library/gradient.html	Theano tensor gradient	https://docs.pymc.io/notebooks/blackbox_external_likelihood.html
404 Not Found	http://docs.pymc.io/examples.html	these examples [301 from http://pymc-devs.github.io/pymc3/examples.html]	https://docs.pymc.io/pymc-examples/examples/pymc3_howto/api_quickstart.html
-1 Not found: The server name or address could not be resolved	http://5047-presscdn.pagely.netdna-cdn.com/wp-content/uploads/2015/04/iris_petal_sepal.png	img/src	https://docs.pymc.io/pymc-examples/examples/variational_inference/variational_api_quickstart.html
-1 Timeout	http://deeplearning.net/software/theano/library/tensor/basic.html	an overview of the available types	https://docs.pymc.io/notebooks/getting_started.html
404 Not Found	https://github.com/pymc-devs/pymc3/blob/master/pymc3/examples/disaster_model_theano_op.py	a more elaborate example of the usage of as_op	https://docs.pymc.io/notebooks/getting_started.html
-1 Timeout	http://deeplearning.net/software/theano/extending/index.html	documentation,	https://docs.pymc.io/Advanced_usage_of_Theano_in_PyMC3.html

[alex-rand]

New contributor here, stumbled on this while looking for an easy first issue to tackle.

This issue can probably be closed because the docs seem to have been overhauled -- now the docs pages in the 'Linked From' column are themselves dead links :)