fix HTML problems associated with leading ---'s
Please do not use "**---**" in markdown lines to separate sections. This causes `pandoc(1)` to generate "**\<hr />**". The "**\<hr />**" has no effect in standard HTML 5 and interacts badly with unquoted attribute values. If a horizontal line is really needed, use "**\<hr>**". If a short line is needed, use: "**\<hr style="width:10%;text-align:left;margin-left:0">**"
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@@ -435,17 +435,18 @@ other:</p>
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<p>with <code>RNN(h, x)</code> defined as above. Each RNN module has its own set of
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parameters and its own hidden state vector. This will improve the network’s
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performance, at the cost of a much larger parameter space.</p>
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<hr />
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<p><strong>IMPORTANT NOTE</strong>: Since OMLET uses the system stack for network storage,
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<hr style="width:10%;text-align:left;margin-left:0">
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<p><strong>IMPORTANT NOTE</strong>:</p>
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<pre><code>Since OMLET uses the system stack for network storage,
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larger networks may cause OMLET to crash (typically with a message like
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<code>Segmentation fault</code>) unless the system stack size is first increased.
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The exact command for doing so depends on your shell and your system’s
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hard limits. On <code>sh</code>/<code>ksh</code>/<code>bash</code> shells, you can view the hard limit
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with <code>ulimit -Hs</code> and set it with <code>ulimit -s 65532</code> (replacing <code>65532</code>
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with the actual hard limit). On <code>csh</code>/<code>tcsh</code> shells, you can view
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the hard limit with <code>limit -h stacksize</code> and set it with
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<code>limit stacksize 65532</code> (replacing <code>65532</code> with the actual hard limit).</p>
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<hr />
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Segmentation fault) unless the system stack size is first increased.
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The exact command for doing so depends on your shell and your system's
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hard limits. On sh/ksh/bash shells, you can view the hard limit
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with ulimit -Hs and set it with ulimit -s 65532 (replacing 65532
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with the actual hard limit). On csh/tcsh shells, you can view
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the hard limit with limit -h stacksize and set it with
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limit stacksize 65532 (replacing 65532 with the actual hard limit).</code></pre>
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<hr style="width:10%;text-align:left;margin-left:0">
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<p>You can try the deeper network by doing</p>
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<pre><code> make rnn2</code></pre>
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<p>(or even <code>make rnn3</code> if you want a three-layer RNN) and train it with</p>
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