Skip to content

Evidential Deep Learning to Quantify Classification Uncertainty #85

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Merged
merged 6 commits into from
Aug 21, 2021
Merged

Evidential Deep Learning to Quantify Classification Uncertainty #85

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
6 commits
Select commit Hold shift + click to select a range
619188b
evidence
vpj Aug 20, 2021
c601c90
📚 docs
vpj Aug 21, 2021
e3e8fab
docs
vpj Aug 21, 2021
52e0aa9
docs
vpj Aug 21, 2021
7162f9d
docs
vpj Aug 21, 2021
0a4006f
paper list
vpj Aug 21, 2021
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
8 changes: 6 additions & 2 deletions docs/index.html
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -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/},
}
Expand Down
13 changes: 8 additions & 5 deletions docs/normalization/batch_norm/mnist.html
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -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'>
Expand All @@ -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'>
Expand All @@ -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'>
Expand Down
3 changes: 3 additions & 0 deletions docs/papers.json
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -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"
],
Expand Down
25 changes: 23 additions & 2 deletions docs/sitemap.xml
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -204,7 +204,7 @@

<url>
<loc>https://nn.labml.ai/normalization/batch_norm/mnist.html</loc>
<lastmod>2021-08-19T16:30:00+00:00</lastmod>
<lastmod>2021-08-20T16:30:00+00:00</lastmod>
<priority>1.00</priority>
</url>

Expand Down Expand Up @@ -281,7 +281,7 @@

<url>
<loc>https://nn.labml.ai/index.html</loc>
<lastmod>2021-08-12T16:30:00+00:00</lastmod>
<lastmod>2021-08-21T16:30:00+00:00</lastmod>
<priority>1.00</priority>
</url>

Expand Down Expand Up @@ -797,6 +797,27 @@
</url>


<url>
<loc>https://nn.labml.ai/uncertainty/evidence/index.html</loc>
<lastmod>2021-08-21T16:30:00+00:00</lastmod>
<priority>1.00</priority>
</url>


<url>
<loc>https://nn.labml.ai/uncertainty/evidence/experiment.html</loc>
<lastmod>2021-08-21T16:30:00+00:00</lastmod>
<priority>1.00</priority>
</url>


<url>
<loc>https://nn.labml.ai/uncertainty/index.html</loc>
<lastmod>2021-08-21T16:30:00+00:00</lastmod>
<priority>1.00</priority>
</url>


<url>
<loc>https://nn.labml.ai/rl/game.html</loc>
<lastmod>2020-12-10T16:30:00+00:00</lastmod>
Expand Down
Loading