update doc

Author: fabianp

lightning/auto_examples/plot_l2_solvers.html

@@ -300,7 +300,7 @@
 <span class="n">clf5</span> <span class="o">=</span> <span class="n">SAGClassifier</span><span class="p">(</span><span class="n">loss</span><span class="o">=</span><span class="s">&quot;squared_hinge&quot;</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="n">alpha</span><span class="p">,</span> <span class="n">eta</span><span class="o">=</span><span class="n">eta_sag</span><span class="p">,</span>
                     <span class="n">max_iter</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
 
-<a href="http://matplotlib.org/api/figure_api.html#matplotlib.figure"><span class="n">plt</span><span class="o">.</span><span class="n">figure</span></a><span class="p">()</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
 
 <span class="k">for</span> <span class="n">clf</span><span class="p">,</span> <span class="n">name</span> <span class="ow">in</span> <span class="p">((</span><span class="n">clf1</span><span class="p">,</span> <span class="s">&quot;SVRG&quot;</span><span class="p">),</span>
                   <span class="p">(</span><span class="n">clf2</span><span class="p">,</span> <span class="s">&quot;SDCA&quot;</span><span class="p">),</span>
@@ -322,7 +322,7 @@
 <a href="http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.ylim"><span class="n">plt</span><span class="o">.</span><span class="n">ylim</span></a><span class="p">(</span><span class="n">ylim</span><span class="p">)</span>
 <a href="http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.xlabel"><span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span></a><span class="p">(</span><span class="s">&quot;CPU time&quot;</span><span class="p">)</span>
 <a href="http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.ylabel"><span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span></a><span class="p">(</span><span class="s">&quot;Objective value&quot;</span><span class="p">)</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
+<a href="http://matplotlib.org/api/legend_api.html#matplotlib.legend"><span class="n">plt</span><span class="o">.</span><span class="n">legend</span></a><span class="p">()</span>
 
 <a href="http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.show"><span class="n">plt</span><span class="o">.</span><span class="n">show</span></a><span class="p">()</span>
 </pre></div>

lightning/index.html

@@ -252,11 +252,11 @@ <h2>Dependencies<a class="headerlink" href="#dependencies" title="Permalink to t
 <div class="section" id="installation">
 <h2>Installation<a class="headerlink" href="#installation" title="Permalink to this headline">¶</a></h2>
 <p>To install lightning from pip, type:</p>
-<div class="highlight-python"><div class="highlight"><pre>pip install https://github.com/mblondel/lightning/archive/master.zip
+<div class="highlight-python"><div class="highlight"><pre>pip install https://github.com/scikit-learn-contrib/lightning/archive/master.zip
 </pre></div>
 </div>
 <p>To install lightning from source, type:</p>
-<div class="highlight-python"><div class="highlight"><pre>git clone https://github.com/mblondel/lightning.git
+<div class="highlight-python"><div class="highlight"><pre>git clone https://github.com/scikit-learn-contrib/lightning.git
 cd lightning
 python setup.py build
 sudo python setup.py install