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gan typo fix
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aditya-grover committed Nov 9, 2018
1 parent 8253b61 commit 4bcad28
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2 changes: 1 addition & 1 deletion docs/gan/index.html
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Expand Up @@ -142,7 +142,7 @@ <h1 id="gan-training-algorithm">GAN training algorithm</h1>
</li>
<li>Take a gradient <em>ascent</em> step on the discriminator parameters <script type="math/tex">\phi</script>:
<div class="mathblock"><script type="math/tex; mode=display">
\triangledown_\phi V(G_\theta, D_\phi) = \frac{1}{m} \triangledown_\phi \sum_{i=1}^m \log \left[\log D_\phi(\mathbf{x}^{(i)}) + \log (1 - D_\phi(G_\theta(\mathbf{z}^{(i)}))) \right]
\triangledown_\phi V(G_\theta, D_\phi) = \frac{1}{m} \triangledown_\phi \sum_{i=1}^m \left[\log D_\phi(\mathbf{x}^{(i)}) + \log (1 - D_\phi(G_\theta(\mathbf{z}^{(i)}))) \right]
</script></div>
</li>
</ol>
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2 changes: 1 addition & 1 deletion gan/index.md
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Expand Up @@ -72,7 +72,7 @@ For epochs $$1, \ldots, N$$ do:
{% endmath %}
4. Take a gradient *ascent* step on the discriminator parameters $$\phi$$:
{% math %}
\triangledown_\phi V(G_\theta, D_\phi) = \frac{1}{m} \triangledown_\phi \sum_{i=1}^m \log \left[\log D_\phi(\mathbf{x}^{(i)}) + \log (1 - D_\phi(G_\theta(\mathbf{z}^{(i)}))) \right]
\triangledown_\phi V(G_\theta, D_\phi) = \frac{1}{m} \triangledown_\phi \sum_{i=1}^m \left[\log D_\phi(\mathbf{x}^{(i)}) + \log (1 - D_\phi(G_\theta(\mathbf{z}^{(i)}))) \right]
{% endmath %}


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