Nothing really productive to say to anyone except professional astronomers in the room:<p>This is a similar tutorial we went through at ESA: <a href="http:&#x2F;&#x2F;python4esac.github.io&#x2F;index.html" rel="nofollow">http:&#x2F;&#x2F;python4esac.github.io&#x2F;index.html</a><p>This is a more advanced machine learning focused module, go through the &quot;book figures&quot; and example code is given. I also have a collection of slides on the module if anyone is interested:
<a href="http:&#x2F;&#x2F;www.astroml.org" rel="nofollow">http:&#x2F;&#x2F;www.astroml.org</a><p>This is a padova isochrone query tool for python:
<a href="https:&#x2F;&#x2F;github.com&#x2F;jonathansick&#x2F;padova" rel="nofollow">https:&#x2F;&#x2F;github.com&#x2F;jonathansick&#x2F;padova</a><p>MCMC library, arguably better than pymc, written by astronomers:
<a href="https:&#x2F;&#x2F;github.com&#x2F;dfm&#x2F;emcee" rel="nofollow">https:&#x2F;&#x2F;github.com&#x2F;dfm&#x2F;emcee</a><p>Lifesaver on how to make fancy plots:
<a href="http:&#x2F;&#x2F;matplotlib.org&#x2F;gallery.html" rel="nofollow">http:&#x2F;&#x2F;matplotlib.org&#x2F;gallery.html</a><p>Not python specific, tools of the trade:
<a href="http:&#x2F;&#x2F;aladin.u-strasbg.fr" rel="nofollow">http:&#x2F;&#x2F;aladin.u-strasbg.fr</a> (star chart with survey data overlays), 
<a href="http:&#x2F;&#x2F;www.star.bris.ac.uk&#x2F;~mbt&#x2F;topcat&#x2F;" rel="nofollow">http:&#x2F;&#x2F;www.star.bris.ac.uk&#x2F;~mbt&#x2F;topcat&#x2F;</a> (table manipulation and quick visualization for CSV, FITS, VOTable, IPAC, etc.), 
<a href="http:&#x2F;&#x2F;ds9.si.edu&#x2F;site&#x2F;Home.html" rel="nofollow">http:&#x2F;&#x2F;ds9.si.edu&#x2F;site&#x2F;Home.html</a> (CCD image visualization), 
<a href="http:&#x2F;&#x2F;iraf.noao.edu" rel="nofollow">http:&#x2F;&#x2F;iraf.noao.edu</a> (a house of cards build by grad students for grad students where no one really knows how it works but everyone seems to know about)<p>Please cite these resources if you use them.<p>Finally, a fun link for grad students:
<a href="http:&#x2F;&#x2F;astrobites.com" rel="nofollow">http:&#x2F;&#x2F;astrobites.com</a>