Evidential Deep Learning to Quantify Classification Uncertainty (labmlai#85)

Author: vpj

docs/index.html

@@ -154,15 +154,19 @@ <h4>✨ <a href="adaptive_computation/index.html">Adaptive Computation</a></h4>
 <ul>
 <li><a href="adaptive_computation/ponder_net/index.html">PonderNet</a></li>
 </ul>
+<h4>✨ <a href="uncertainty/index.html">Uncertainty</a></h4>
+<ul>
+<li><a href="uncertainty/evidence/index.html">Evidential Deep Learning to Quantify Classification Uncertainty</a></li>
+</ul>
 <h3>Installation</h3>
 <pre><code class="bash">pip install labml-nn
 </code></pre>
 
 <h3>Citing LabML</h3>
-<p>If you use LabML for academic research, please cite the library using the following BibTeX entry.</p>
+<p>If you use this for academic research, please cite it using the following BibTeX entry.</p>
 <pre><code class="bibtex">@misc{labml,
  author = {Varuna Jayasiri, Nipun Wijerathne},
- title = {LabML: A library to organize machine learning experiments},
+ title = {labml.ai Annotated Paper Implementations},
  year = {2020},
  url = {https://nn.labml.ai/},
 }

docs/normalization/batch_norm/mnist.html

@@ -268,7 +268,10 @@ <h3>Create model</h3>
             <p>Load configurations</p>
         </div>
         <div class='code'>
-            <div class="highlight"><pre><span class="lineno">75</span>    <span class="n">experiment</span><span class="o">.</span><span class="n">configs</span><span class="p">(</span><span class="n">conf</span><span class="p">,</span> <span class="p">{</span><span class="s1">&#39;optimizer.optimizer&#39;</span><span class="p">:</span> <span class="s1">&#39;Adam&#39;</span><span class="p">})</span></pre></div>
+            <div class="highlight"><pre><span class="lineno">75</span>    <span class="n">experiment</span><span class="o">.</span><span class="n">configs</span><span class="p">(</span><span class="n">conf</span><span class="p">,</span> <span class="p">{</span>
+<span class="lineno">76</span>        <span class="s1">&#39;optimizer.optimizer&#39;</span><span class="p">:</span> <span class="s1">&#39;Adam&#39;</span><span class="p">,</span>
+<span class="lineno">77</span>        <span class="s1">&#39;optimizer.learning_rate&#39;</span><span class="p">:</span> <span class="mf">0.001</span><span class="p">,</span>
+<span class="lineno">78</span>    <span class="p">})</span></pre></div>
         </div>
     </div>
     <div class='section' id='section-17'>
@@ -279,8 +282,8 @@ <h3>Create model</h3>
             <p>Start the experiment and run the training loop</p>
         </div>
         <div class='code'>
-            <div class="highlight"><pre><span class="lineno">77</span>    <span class="k">with</span> <span class="n">experiment</span><span class="o">.</span><span class="n">start</span><span class="p">():</span>
-<span class="lineno">78</span>        <span class="n">conf</span><span class="o">.</span><span class="n">run</span><span class="p">()</span></pre></div>
+            <div class="highlight"><pre><span class="lineno">80</span>    <span class="k">with</span> <span class="n">experiment</span><span class="o">.</span><span class="n">start</span><span class="p">():</span>
+<span class="lineno">81</span>        <span class="n">conf</span><span class="o">.</span><span class="n">run</span><span class="p">()</span></pre></div>
         </div>
     </div>
     <div class='section' id='section-18'>
@@ -291,8 +294,8 @@ <h3>Create model</h3>
 
         </div>
         <div class='code'>
-            <div class="highlight"><pre><span class="lineno">82</span><span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
-<span class="lineno">83</span>    <span class="n">main</span><span class="p">()</span></pre></div>
+            <div class="highlight"><pre><span class="lineno">85</span><span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
+<span class="lineno">86</span>    <span class="n">main</span><span class="p">()</span></pre></div>
         </div>
     </div>
     <div class='footer'>

docs/papers.json

@@ -114,6 +114,9 @@
  "1704.03477": [
   "https://nn.labml.ai/sketch_rnn/index.html"
  ],
+ "1806.01768": [
+  "https://nn.labml.ai/uncertainty/evidence/index.html"
+ ],
  "1509.06461": [
   "https://nn.labml.ai/rl/dqn/index.html"
  ],

docs/sitemap.xml

@@ -204,7 +204,7 @@
 
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       <loc>https://nn.labml.ai/normalization/batch_norm/mnist.html</loc>
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@@ -281,7 +281,7 @@
 
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@@ -797,6 +797,27 @@
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+    <url>
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+
     <url>
       <loc>https://nn.labml.ai/rl/game.html</loc>
       <lastmod>2020-12-10T16:30:00+00:00</lastmod>