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_sources/index.md

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@@ -56,10 +56,11 @@ The lectures develop the theory behind the methods developed in the labs (i.e.,
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| Date | Neuro Topic | ML Topic | Reading | Assignment |
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| ----------- | ------------------ | -------- | ------- | ---------- |
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| Mon, May 5 | Behavioral Segmentation | Hidden Markov Models (HMMs) | | |
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| Wed, May 7 | Behavioral Segmentation | Expectation Maximization (EM) | | <span style="color:red">**Lab 5 Due** <br> **Lab 6 Out**</span> |
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| Mon, May 5 | Behavioral Segmentation{Download}`[slides]<slides/pdf/11_hmms.pdf>` | Hidden Markov Models (HMMs) | [HMMs](https://slinderman.github.io/ml4nd/chapters/13_hmms.html) | |
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| Wed, May 7 | Behavioral Segmentation{Download}`[slides]<slides/pdf/12_em.pdf>` | Expectation Maximization (EM) | [HMMs](https://slinderman.github.io/ml4nd/chapters/13_hmms.html) | <span style="color:red">**Lab 5 Due** <br> **Lab 6 Out**</span> |
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| Mon, May 12 | Neural Dynamics | Linear Dynamical Systems (LDS) | | |
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| Wed, May 14 | Neural Dynamics | Switching Linear Dynamical Systems (SLDS) | | <span style="color:red">**Lab 6 Due** <br> **Lab 7 Out**</span> |
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| Fri, May 16 | &mdash; | &mdash; | | <span style="color:red">**Project Proposal Due**</span> |
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### Unit IV: Current Research Topics
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1. [Lab 1: Spike Sorting by Clustering](https://slinderman.github.io/ml4nd/labs/01a_spike_sorting.html). Due Wed, Apr 9 at 11:59pm.
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2. [Lab 2: Calcium Demixing and Deconvolution](https://slinderman.github.io/ml4nd/labs/02_calcium_imaging.html) Due Wed, Apr 16 at 11:59pm.
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3. [Lab 3: Markerless Pose Tracking](https://slinderman.github.io/ml4nd/labs/03_pose_tracking.html) Due Wed, Apr 23 at 11:59pm.
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4. [Lab 4: Generalized Linear Models](https://slinderman.github.io/ml4nd/labs/04_glms.html) Due Wed, Apr 30 at 11:59pm.
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5. [Lab 5: Bayesian Decoding](https://slinderman.github.io/ml4nd/labs/05_decoding.html) Due Wed, May 7 at 11:59pm.
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## Final project
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- You will work on the final project in teams of 2 people (you choose your team!)
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- You must use real neural or behavioral data. We will provide links to suggested datasets, or if you are an experimentalist, you can use your own.
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- A project proposal will be due **TBD.**
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- A project proposal will be due **Fri, May 16 at 11:59pm.**
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- The final report will be due **Mon, June 9 at 11:59pm.**
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## Late Policy

index.html

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<tbody>
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<tr class="row-even"><td><p>Mon, May 5</p></td>
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<td><p>Behavioral Segmentation</p></td>
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<td><p>Behavioral Segmentation<a class="reference download internal" download="" href="_downloads/c765cd7aee12cad777331107470bfc79/11_hmms.pdf"><code class="xref download docutils literal notranslate"><span class="pre">[slides]</span></code></a></p></td>
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<td><p>Hidden Markov Models (HMMs)</p></td>
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<td><p></p></td>
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<td><p><a class="reference external" href="https://slinderman.github.io/ml4nd/chapters/13_hmms.html">HMMs</a></p></td>
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<td><p></p></td>
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</tr>
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<tr class="row-odd"><td><p>Wed, May 7</p></td>
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<td><p>Behavioral Segmentation</p></td>
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<td><p>Behavioral Segmentation<a class="reference download internal" download="" href="_downloads/eeadd5dacc0cbae449ad3cbfb16ddba0/12_em.pdf"><code class="xref download docutils literal notranslate"><span class="pre">[slides]</span></code></a></p></td>
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<td><p>Expectation Maximization (EM)</p></td>
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<td><p></p></td>
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<td><p><a class="reference external" href="https://slinderman.github.io/ml4nd/chapters/13_hmms.html">HMMs</a></p></td>
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<td><p><span style="color:red"><strong>Lab 5 Due</strong> <br> <strong>Lab 6 Out</strong></span></p></td>
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</tr>
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<tr class="row-even"><td><p>Mon, May 12</p></td>
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<td><p></p></td>
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<td><p><span style="color:red"><strong>Lab 6 Due</strong> <br> <strong>Lab 7 Out</strong></span></p></td>
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</tr>
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<tr class="row-even"><td><p>Fri, May 16</p></td>
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<td><p></p></td>
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<td><p></p></td>
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<td><p></p></td>
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<td><p><span style="color:red"><strong>Project Proposal Due</strong></span></p></td>
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</tr>
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</tbody>
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</table>
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</div>
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<li><p><a class="reference external" href="https://slinderman.github.io/ml4nd/labs/01a_spike_sorting.html">Lab 1: Spike Sorting by Clustering</a>. Due Wed, Apr 9 at 11:59pm.</p></li>
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<li><p><a class="reference external" href="https://slinderman.github.io/ml4nd/labs/02_calcium_imaging.html">Lab 2: Calcium Demixing and Deconvolution</a> Due Wed, Apr 16 at 11:59pm.</p></li>
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<li><p><a class="reference external" href="https://slinderman.github.io/ml4nd/labs/03_pose_tracking.html">Lab 3: Markerless Pose Tracking</a> Due Wed, Apr 23 at 11:59pm.</p></li>
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<li><p><a class="reference external" href="https://slinderman.github.io/ml4nd/labs/04_glms.html">Lab 4: Generalized Linear Models</a> Due Wed, Apr 30 at 11:59pm.</p></li>
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<li><p><a class="reference external" href="https://slinderman.github.io/ml4nd/labs/05_decoding.html">Lab 5: Bayesian Decoding</a> Due Wed, May 7 at 11:59pm.</p></li>
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</ol>
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</section>
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</section>
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<ul class="simple">
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<li><p>You will work on the final project in teams of 2 people (you choose your team!)</p></li>
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<li><p>You must use real neural or behavioral data. We will provide links to suggested datasets, or if you are an experimentalist, you can use your own.</p></li>
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<li><p>A project proposal will be due <strong>TBD.</strong></p></li>
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<li><p>A project proposal will be due <strong>Fri, May 16 at 11:59pm.</strong></p></li>
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<li><p>The final report will be due <strong>Mon, June 9 at 11:59pm.</strong></p></li>
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</ul>
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</section>

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