Conor O'Sullivan<p>Have you ever used SHAP with image data? </p><p>In this <a href="https://sigmoid.social/tags/Python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Python</span></a> tutorial, we explore how to: <br>- Fine-tune ResNet-18 using <a href="https://sigmoid.social/tags/PyTorch" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PyTorch</span></a> <br>- Evaluate the model using MSE and scatter plots<br>- Interpret the model using <a href="https://sigmoid.social/tags/DeepSHAP" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DeepSHAP</span></a><br>- Correct the model through better data collection<br>- Discuss further improvements using image augmentation</p><p>No paywall link: <a href="https://towardsdatascience.com/using-shap-to-debug-a-pytorch-image-regression-model-4b562ddef30d?source=friends_link&amp;sk=7eb3016839186f1ba2a6f1f105f8ff64" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="ellipsis">towardsdatascience.com/using-s</span><span class="invisible">hap-to-debug-a-pytorch-image-regression-model-4b562ddef30d?source=friends_link&amp;sk=7eb3016839186f1ba2a6f1f105f8ff64</span></a></p><p><a href="https://sigmoid.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataScience</span></a> <a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DeepLearning</span></a> <a href="https://sigmoid.social/tags/SHAP" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SHAP</span></a> <a href="https://sigmoid.social/tags/IML" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>IML</span></a> <a href="https://sigmoid.social/tags/XAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>XAI</span></a></p>