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Update for 24/25 go for launch
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<b>UPDATE - 29/08/2024 Welcome new students for the 24/25 year!</b>

<b> PLEASE NOTE: times below are not finalised from last year, lecture content will be updated </b>
<b> PLEASE NOTE: lecture content will be updated, slides below are placeholder and may change until the lecture</b>

<hr/>

Expand All @@ -68,23 +68,23 @@ td.labs {vertical-align: top; text-align: left; background: #bbbbee;}

<table class="blank">
<tr class="blank">
<td><i>Wks</i></td> <td><i>Tues 09:00-11:00</i></td> <td><i>Friday 09:00-12:00</i></td> <td><i>Labs</i></td>
<td><i>Wks</i></td> <td><i>Monday 14:00-16:00</i></td> <td><i>Tuesday 09:00-12:00</i></td> <td><i>Labs</i></td>
</tr>
<tr>
<td class="blank">1</td>
<td class="tilo">
<b>26/09/2023 - 9am - Queens BLDG 1.69</b><br/>
<b>16/09/2024 - 14:00 - Queens BLDG 1.07</b><br/>
Wk1 - LECTURE 1<br/>
<b>INTRODUCTION TO THE UNIT</b><br/>
<a href="" target="_blank">intro PDF</a> <br/><hr/>
<b>BASICS OF ARTIFICIAL NEURAL NETWORKS</b><br/>(Queens Building 1.69, in-person)<br/>
<b>BASICS OF ARTIFICIAL NEURAL NETWORKS</b><br/>(Queens Building 1.07, in-person)<br/>
(Introduction, Neural Networks, Perceptron, Cost Functions, Gradient Descent, Delta Rule, Deep Networks)<br/>
<a href="https://www.ole.bris.ac.uk/bbcswebdav/courses/COMSM0045_2022_TB-1/content/COMSM0045_01.pdf" target="_blank">PDF Slides</a>
</td>
<td class="tilo">
<b>29/09/2023 - 9am - Queens BLDG Bill Brown Suite</b><br/>
<b>17/09/2024 - 09:00 - MVB 1.15</b><br/>
Wk1 - LECTURE 2<br/>
<b>TOWARDS TRAINING DEEP FORWARD NETWORKS</b><br/>(Queens Building F.101c (Bill Brown Suite), in-person + lecture recap)<br/>
<b>TOWARDS TRAINING DEEP FORWARD NETWORKS</b><br/>(MVB 1.15, in-person + lecture recap)<br/>
(Network Representation, Computational Graphs, Reverse Auto-Differentiation)<br/>
<a href="https://www.ole.bris.ac.uk/bbcswebdav/courses/COMSM0045_2022_TB-1/content/COMSM0045_02.pdf" target="_blank">PDF Slides</a>,
<a href="https://mediasite.bris.ac.uk/Mediasite/Play/4db6e3234d314a1aa2935d71c02a0e071d" target="_blank">Extra Recap Recording Lecture 2 Refresher (first part of video)</a>
Expand All @@ -95,27 +95,27 @@ td.labs {vertical-align: top; text-align: left; background: #bbbbee;}
</td> </tr> <tr>
<td class="blank">2</td>
<td class="tilo">
<b>03/10/2023 - 9am - Queens BLDG 1.69</b><br/>
Wk2- LECTURE 3<br/>
<b>BACKPROPAGATION ALGORITHM</b><br/>(Queens Building 1.69, in-person + recorded lecture)<br/>
<b>23/09/2024 - 14:00 - Queens BLDG 1.07</b><br/>
Wk2 - LECTURE 3<br/>
<b>BACKPROPAGATION ALGORITHM</b><br/>(Queens Building 1.07, in-person + recorded lecture)<br/>
(The Backpropagation Algorithm in Full Detail, Activation Functions)<br/>
<a href="https://www.ole.bris.ac.uk/bbcswebdav/courses/COMSM0045_2022_TB-1/content/COMSM0045_03.pdf" target="_blank">PDF Slides</a><br/>
<a href="https://mediasite.bris.ac.uk/Mediasite/Play/4db6e3234d314a1aa2935d71c02a0e071d" target="_blank">Extra Recap Recording (second part of video)</a><hr/>
Wk2 - LECTURE 4<br/><hr/>
<b>OPTIMISATION TECHNIQUES</b><br/>(Queens Building 1.69, in-person + recorded lecture)<br/>
Wk2 - LECTURE 4<br/>
<b>OPTIMISATION TECHNIQUES</b><br/>(Queens Building 1.07, in-person + recorded lecture)<br/>
(Stochastic Gradient Descent, Nesterov Momentum, RMSProp, Newton's Method, AdaGrad, Adam, Saddle Points)<br/>
<a href="https://www.ole.bris.ac.uk/bbcswebdav/courses/COMSM0045_2022_TB-1/content/COMSM0045_04.pdf" target="_blank">PDF Slides</a><br/>
<a href="https://mediasite.bris.ac.uk/Mediasite/Play/aa25459da02e430a8c99e3cfd5082a371d" target="_blank">Extra Recap Recording</a><hr/>
</td>
<td class="mike">
06/10/2023,9am,(Queens BLDG Bill Brown Suite) - <b>PRACTICAL 1</b> <a href="https://uob-my.sharepoint.com/:p:/g/personal/mw1760_bristol_ac_uk/EY6NiAcDTvdFn5xPLQpCIUYB2p6J2BhAS64AF0973pLjnQ?e=r71LEJ">(Slides)</a>,<br/>
<b>24/09/2024 - 09:00 - MVB 1.15 - </b><br/>PRACTICAL 1 <a href="https://uob-my.sharepoint.com/:p:/g/personal/mw1760_bristol_ac_uk/EY6NiAcDTvdFn5xPLQpCIUYB2p6J2BhAS64AF0973pLjnQ?e=r71LEJ">(Slides)</a>,<br/>
Your first fully connected layer<br/>
gradient descent<br/>
stochastic gradient descent
</td>


<td class="labs">06/10/2023, (Queens BLDG Bill Brown Suite) - 3hrs<br/>-<a href="https://github.com/COMSM0045-Applied-Deep-Learning/labsheets/blob/master/lab-1-dnns/bc4-setup.ipynb">BC4 Setup</a>
<td class="labs">24/09/2024, (MVB 1.15) - 3hrs<br/>-<a href="https://github.com/COMSM0045-Applied-Deep-Learning/labsheets/blob/master/lab-1-dnns/bc4-setup.ipynb">BC4 Setup</a>
<hr/>
<a href="https://github.com/COMSM0045-Applied-Deep-Learning/labsheets"><b>Lab 1</b> - Training your first Deep Neural Network</a>
</td>
Expand All @@ -124,34 +124,35 @@ td.labs {vertical-align: top; text-align: left; background: #bbbbee;}

<td class="blank" rowspan="2">3</td>
<td class="tilo">
<b>10/10/2023 - 9am - Queens BLDG 1.69</b><br/>
Wk3 - LECTURE 5<br/>(Queens Building 1.69, in-person + recorded lecture)<br/>
<b>30/09/2024 - 09:00 - Queens BLDG 1.07</b><br/>
Wk3 - LECTURE 5<br/>
<b>COST FUNCTIONS, REGULARISATION AND DEPTH</b><br/>
(Queens Building 1.07, in-person + recorded lecture)<br/>
(SoftMax, Cross Entropy, L1 and L2 Regularisation, DropOut, DropConnect, Depth Considerations)<br/>
<a href="https://www.ole.bris.ac.uk/bbcswebdav/courses/COMSM0045_2022_TB-1/content/COMSM0045_05.pdf" target="_blank">PDF Slides</a><br/>
<a href="https://mediasite.bris.ac.uk/Mediasite/Play/9fd25a71068443d18c1689759d3e79f31d" target="_blank">Extra Recap Recording</a><hr/>
<a href="https://mediasite.bris.ac.uk/Mediasite/Play/9fd25a71068443d18c1689759d3e79f31d" target="_blank">Extra Recap Recording</a>
</td>
<td class="mike" rowspan="2">
13/10/2023,9am,(Queens BLDG Bill Brown Suite) - <b>PRACTICAL 2</b> <a href="https://uob-my.sharepoint.com/:p:/g/personal/mw1760_bristol_ac_uk/ETwlrUQAeH5Kv-LlFYtfdkEBAt_7_7jfmx7a5YcLGFdv6A?e=81Lrkh">(Slides)</a><!--,
<b>01/10/2024 - 09:00 - MVB 1.15 - </b><br/>PRACTICAL 2 <a href="https://uob-my.sharepoint.com/:p:/g/personal/mw1760_bristol_ac_uk/ETwlrUQAeH5Kv-LlFYtfdkEBAt_7_7jfmx7a5YcLGFdv6A?e=81Lrkh">(Slides)</a><!--,
<a target="_blank" href="https://uob-my.sharepoint.com/:v:/g/personal/mw1760_bristol_ac_uk/EYQLStY7LsJNv8ab_Cny9x4BcQDcu8x9WBVH5lFJtF_Abg?nav=eyJyZWZlcnJhbEluZm8iOnsicmVmZXJyYWxBcHAiOiJTdHJlYW1XZWJBcHAiLCJyZWZlcnJhbFZpZXciOiJTaGFyZURpYWxvZy1MaW5rIiwicmVmZXJyYWxBcHBQbGF0Zm9ybSI6IldlYiIsInJlZmVycmFsTW9kZSI6InZpZXcifX0%3D&amp;e=tJNR11">(Video)</a>-->. <br/>
Your first convolutional connected layer
</td>
<td class="labs" rowspan="2">13/10/2023, (Queens BLDG Bill Brown Suite) - 3hr<br/> <a href="https://github.com/COMSM0045-Applied-Deep-Learning/labsheets"><b>Lab 2</b> - Your First Convolutional Connected Network</a></td>
<td class="labs" rowspan="2">01/10/2024, (MVB 1.15) - 3hr<br/> <a href="https://github.com/COMSM0045-Applied-Deep-Learning/labsheets"><b>Lab 2</b> - Your First Convolutional Connected Network</a></td>
</tr>
<tr>
<td class="mike">
Wk3 - LECTURE 6<br/>(Queens Building 1.69, in-person + recorded lecture)<br/><b>CONVOLUTIONAL NEURAL NETWORKS</b><br/>
Wk3 - LECTURE 6<br/><b>CONVOLUTIONAL NEURAL NETWORKS</b><br/>(Queens Building 1.07, in-person + recorded lecture)<br/>
(sharing parameters, conv layers, pooling, CNN architectures)<br/>
(<!--<a target="_blank" href="https://mediasite.bris.ac.uk/Mediasite/Play/9413a85b34c84225b2de852a0fbb52031d">Video Pt. 1</a>,
<a target="_blank" href="https://uob-my.sharepoint.com/:v:/g/personal/mw1760_bristol_ac_uk/EYQLStY7LsJNv8ab_Cny9x4BcQDcu8x9WBVH5lFJtF_Abg?nav=eyJyZWZlcnJhbEluZm8iOnsicmVmZXJyYWxBcHAiOiJTdHJlYW1XZWJBcHAiLCJyZWZlcnJhbFZpZXciOiJTaGFyZURpYWxvZy1MaW5rIiwicmVmZXJyYWxBcHBQbGF0Zm9ybSI6IldlYiIsInJlZmVycmFsTW9kZSI6InZpZXcifX0%3D&amp;e=FGiDGk">Video Pt. 2</a>,--> <a target="_blank" href="https://uob-my.sharepoint.com/:p:/g/personal/mw1760_bristol_ac_uk/EWIfh6PHhUhDgsO-XUh9JZABh0u_4HIG0oFIdEnUt2NBdg?e=0bd5ro">Slides</a>)<br/>
(sharing parameters, conv layers, pooling, CNN architectures)
<a target="_blank" href="https://uob-my.sharepoint.com/:v:/g/personal/mw1760_bristol_ac_uk/EYQLStY7LsJNv8ab_Cny9x4BcQDcu8x9WBVH5lFJtF_Abg?nav=eyJyZWZlcnJhbEluZm8iOnsicmVmZXJyYWxBcHAiOiJTdHJlYW1XZWJBcHAiLCJyZWZlcnJhbFZpZXciOiJTaGFyZURpYWxvZy1MaW5rIiwicmVmZXJyYWxBcHBQbGF0Zm9ybSI6IldlYiIsInJlZmVycmFsTW9kZSI6InZpZXcifX0%3D&amp;e=FGiDGk">Video Pt. 2</a>,--> <a target="_blank" href="https://uob-my.sharepoint.com/:p:/g/personal/mw1760_bristol_ac_uk/EWIfh6PHhUhDgsO-XUh9JZABh0u_4HIG0oFIdEnUt2NBdg?e=0bd5ro">Slides</a>)

</td>
</tr>
<tr>
<td class="blank">4</td> <td class="blank">-</td>
<td class="mike">
20/10/2023,9am,(Queens BLDG Bill Brown Suite) -
<b>PRACTICAL 3</b> (<a href="https://uob-my.sharepoint.com/:p:/g/personal/mw1760_bristol_ac_uk/ET_rzh23oBZOhJldiX4_LsEBs0bj6Vm7qdphP1V3IQ8Maw?e=CQeggT">Slides</a><!--, <a href="https://uob-my.sharepoint.com/:v:/g/personal/mw1760_bristol_ac_uk/EZjQkFQ7vtVAuu_shlnTbIMBst5uDRyP2LBOqE1sRE3Caw?e=hagcRd&amp;nav=eyJyZWZlcnJhbEluZm8iOnsicmVmZXJyYWxBcHAiOiJTdHJlYW1XZWJBcHAiLCJyZWZlcnJhbFZpZXciOiJTaGFyZURpYWxvZyIsInJlZmVycmFsQXBwUGxhdGZvcm0iOiJXZWIiLCJyZWZlcnJhbE1vZGUiOiJ2aWV3In19">Video Recording</a>-->)<br/>
<b>08/10/2024 - 09:00 - MVB 1.15 - </b>
<br/>PRACTICAL 3 (<a href="https://uob-my.sharepoint.com/:p:/g/personal/mw1760_bristol_ac_uk/ET_rzh23oBZOhJldiX4_LsEBs0bj6Vm7qdphP1V3IQ8Maw?e=CQeggT">Slides</a><!--, <a href="https://uob-my.sharepoint.com/:v:/g/personal/mw1760_bristol_ac_uk/EZjQkFQ7vtVAuu_shlnTbIMBst5uDRyP2LBOqE1sRE3Caw?e=hagcRd&amp;nav=eyJyZWZlcnJhbEluZm8iOnsicmVmZXJyYWxBcHAiOiJTdHJlYW1XZWJBcHAiLCJyZWZlcnJhbFZpZXciOiJTaGFyZURpYWxvZyIsInJlZmVycmFsQXBwUGxhdGZvcm0iOiJXZWIiLCJyZWZlcnJhbE1vZGUiOiJ2aWV3In19">Video Recording</a>-->).<br/>
Error rate monitoring (training/validation/testing)<br/>
Batch-based training<br/>
Learning rate<br/>
Expand All @@ -160,57 +161,60 @@ td.labs {vertical-align: top; text-align: left; background: #bbbbee;}
Parameter intialisation</td>
<!-- <a href="https://www.ole.bris.ac.uk/bbcswebdav/courses/COMSM0045_2018/content/COMSM0045_Practical2_handout.pdf" target="_blank">slides</a>-->

<td class="labs">20/10/2023, (Queens BLDG Bill Brown Suite) - 3hr<br/><br/><a href="https://github.com/COMSM0045-Applied-Deep-Learning/labsheets">Lab 3 - Hyperparameters</a></td> </tr>
<td class="labs">08/10/2024, (MVB 1.15) - 3hr<br/><br/><a href="https://github.com/COMSM0045-Applied-Deep-Learning/labsheets"><b>Lab 3</b> - Hyperparameters</a></td> </tr>
<tr> <td class="blank">5</td>
<td class="mike">
<b>07/11/2023 - 9am - Queens BLDG 1.69</b><br/>
Wk8 - LECTURE 7 <br/>
(Queens Building 1.69, in-person + Recorded) <br/><b>RECURRENT and RELATIONAL NEURAL NETWORKS</b><br/>
<b>14/10/2024 - 09:00 - Queens BLDG 1.07</b><br/>
Wk5 - LECTURE 7 <br/>
<b>RECURRENT and RELATIONAL NEURAL NETWORKS</b><br/>(Queens Building 1.07, in-person + Recorded) <br/>
(RNN, bi-directional RNNs, encoder-decoder, Transformers)<br/>
(<a href="https://uob-my.sharepoint.com/:p:/g/personal/mw1760_bristol_ac_uk/EbQ3h1ezs3RGsoxwHSkGGMEBayOhIH3XyrikYNJ5Ch82xg?e=neuHlI">Slides</a><!--, <a href="https://mediasite.bris.ac.uk/Mediasite/Play/486ac2c0ceae4a1293c13f818ed3d0ba1d">Video</a>-->)
<hr/>
Wk 8 - LECTURE 8 <br/>
(Queens Building 1.69, in-person + Recorded) <br/><b>GENERATIVE MODELS</b><br/>
Wk5 - LECTURE 8 <br/>
(Queens Building 1.07, in-person + Recorded) <br/><b>GENERATIVE MODELS</b><br/>
(Autoregressive models)<br/>
(<!--<a href="https://uob-my.sharepoint.com/:p:/g/personal/mw1760_bristol_ac_uk/EesO_FK0Og1Ot1Ut8WQ9fOsBR879gnZ57x3wgf5XJ9qwRA?e=KQpzGY">Slides</a>, <a href="https://mediasite.bris.ac.uk/Mediasite/Play/486ac2c0ceae4a1293c13f818ed3d0ba1d">Video pt. 1</a>, <a href="https://mediasite.bris.ac.uk/Mediasite/MyMediasite/presentations/145760ee91944d0ea78f37c8b2f92bc01d">Video pt. 2</a>-->)

</td>
<td class="mike">
27/10/2023, 9am, (Queens BLDG Bill Brown Suite)<br/> - <b>PRACTICAL 4</b><br/> Data Augmentation<br/>Debugging strategies<br/>
<b>15/10/2024 - 9am - MVB 1.15 - </b><br/>PRACTICAL 4 <a href="https://uob-my.sharepoint.com/:p:/g/personal/mw1760_bristol_ac_uk/EXz-UJdhzQFGprWvn_90cRYBXhh9DTtlvLIj61CSpOs2KQ?e=rPTTv5">(Slides)</a>.<br/> Data Augmentation<br/>Debugging strategies<br/>
Dropout
<a href="https://uob-my.sharepoint.com/:p:/g/personal/mw1760_bristol_ac_uk/EXz-UJdhzQFGprWvn_90cRYBXhh9DTtlvLIj61CSpOs2KQ?e=rPTTv5">(Slides)</a><!--, <a href="https://uob-my.sharepoint.com/:v:/g/personal/mw1760_bristol_ac_uk/EajDR7iaCsdDq2ICFE3WYkgB6uuOApa3Cygjob7pMiuLiA?nav=eyJyZWZlcnJhbEluZm8iOnsicmVmZXJyYWxBcHAiOiJPbmVEcml2ZUZvckJ1c2luZXNzIiwicmVmZXJyYWxBcHBQbGF0Zm9ybSI6IldlYiIsInJlZmVycmFsTW9kZSI6InZpZXciLCJyZWZlcnJhbFZpZXciOiJNeUZpbGVzTGlua0RpcmVjdCJ9fQ&amp;e=uxzanq">Video Recording</a>--><br/>
<!--, <a href="https://uob-my.sharepoint.com/:v:/g/personal/mw1760_bristol_ac_uk/EajDR7iaCsdDq2ICFE3WYkgB6uuOApa3Cygjob7pMiuLiA?nav=eyJyZWZlcnJhbEluZm8iOnsicmVmZXJyYWxBcHAiOiJPbmVEcml2ZUZvckJ1c2luZXNzIiwicmVmZXJyYWxBcHBQbGF0Zm9ybSI6IldlYiIsInJlZmVycmFsTW9kZSI6InZpZXciLCJyZWZlcnJhbFZpZXciOiJNeUZpbGVzTGlua0RpcmVjdCJ9fQ&amp;e=uxzanq">Video Recording</a>--><br/>
<br/>

</td>
<td class="labs">27/10/2023, (Queens BLDG Bill Brown Suite) - 3hr<br/><br/><a href="https://github.com/COMSM0045-Applied-Deep-Learning/labsheets"><b>Lab</b><br/>Lab 4 - Data Augmentation</a></td></tr>
<tr> <td class="blank">6</td> <td class="blank" colspan="3">READING WEEK - Mid Term for MAJOR unit students )</td></tr>
<td class="labs">15/10/2024, (MVB 1.15) - 3hr<br/><br/><a href="https://github.com/COMSM0045-Applied-Deep-Learning/labsheets"><b>Lab 4</b> - Data Augmentation</a></td></tr>
<tr> <td class="blank">6</td> <td class="blank" colspan="3">READING WEEK - Mid Term for MAJOR unit students 25/10/2024 - MVB - 1.07 </td></tr>
<tr>
<td class="blank">7</td>
<td class="blank">-</td>
<td class="mike">
10/11/2023, 9am, (Queens BLDG Bill Brown Suite) - <b>PRACTICAL 5</b><br/> Transformers<br/>
<a href="https://uob-my.sharepoint.com/:p:/g/personal/mw1760_bristol_ac_uk/EUFxZEfdog1LoTuKqK4mYuoBDx4qimnhQSXcXHJVsTGR_g?e=usXOr">(Slides</a><!--, <a href="https://mediasite.bris.ac.uk/Mediasite/MyMediasite/presentations/145760ee91944d0ea78f37c8b2f92bc01d">Video Recording</a>-->)<br/><hr/>
<b>29/10/2024 - 09:00 - MVB 1.15 - </b><br/>PRACTICAL 5 (<a href="https://uob-my.sharepoint.com/:p:/g/personal/mw1760_bristol_ac_uk/EUFxZEfdog1LoTuKqK4mYuoBDx4qimnhQSXcXHJVsTGR_g?e=usXOr">Slides</a>).<br/> Transformers<br/>
<!--, <a href="https://mediasite.bris.ac.uk/Mediasite/MyMediasite/presentations/145760ee91944d0ea78f37c8b2f92bc01d">Video Recording</a>--><br/>
</td>

<td class="labs">10/11/2023, (Queens BLDG Bill Brown Suite) - 3hr<br/><a href="https://github.com/COMSM0045-Applied-Deep-Learning/labsheets"><b>Lab 5</b><br/>Transformers</a></td>
<td class="labs">29/10/2024, (MVB 1.15) - 3hr<br/><a href="https://github.com/COMSM0045-Applied-Deep-Learning/labsheets"><b>Lab 5</b> - Transformers</a></td>
</tr>
<tr>
<td class="blank">8</td>
<td class="blank">-</td>
<td class="mike">17/11/2023, 9am, (Queens BLDG Bill Brown Suite)<br/>
<b>Continuation Lab + First CW Lab</b><br/> </td>
<td class="labs">17/11/2023, (Queens BLDG Bill Brown Suite) - 3hr<br/><br/> </td>
<td class="mike"><b>05/11/2024 - 09:00 - MVB 1.15 - </b><br/>
Continuation Lab<br/> </td>
<td class="labs">05/11/2024, (MVB 1.15) - 3hr<br/><br/> </td>
</tr>
<tr> <td class="blank">9</td> <td class="blank">-</td> <td class="mike">24/11/2023, 10am [2 hours], (Queens BLDG Bill Brown Suite) - <b>CW Support Session</b></td>
<tr> <td class="blank">9</td> <td class="blank">-</td> <td class="mike"><b>12/11/2024, 10:00 [2 hours], (MVB 1.15) - </b><br/>CW Support Session</td>
<td class="blank">-</td></tr>
<tr>
<td class="blank">10</td> <td class="blank">-</td> <td class="mike">01/12/2023, 10am [2 hours], (Queens BLDG Bill Brown Suite) - <b>CW Support Session</b></td>
<td class="blank">10</td> <td class="blank">-</td> <td class="mike"><b>19/11/2024, 10:00 [2 hours], (MVB 1.15) - </b><br/>CW Support Session</td>
<td class="blank">-</td>
</tr>
<tr>
<td class="blank">11</td> <td class="blank" colspan="3">CW Deadline Thurs 07 Dec 13:00 (Blackboard Submission)</td> </tr>
<td class="blank">11</td> <td class="blank">-</td> <td class="mike"><b>26/11/2024, 10:00 [2 hours], (MVB 1.15) - </b><br/>CW Support Session</td>
<td class="blank">-</td>
</tr>

<tr> <td class="blank">12</td> <td class="blank">-</td> <td class="mike">15/12/2023, Queens BLDG Bill Brown Suite - <b>Exam Support Session</b></td><td class="blank">-</td></tr>
<tr> <td class="blank">12</td> <td class="blank">-</td> <td class="mike"><b>03/12/2024, MVB 1.15 - </b><br/>Exam Support Session</td><td class="blank">-</td></tr>
<tr> <td class="blank">13</td> <td class="blank" colspan="3">DECEMBER EXAMS - Final for MINOR unit students </td></tr>

</table>

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