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README.html
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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>README</title>
<link rel="stylesheet" href="https://stackedit.io/style.css" />
</head>
<body class="stackedit">
<div class="stackedit__html"><h1 id="model-diagnostics">Model Diagnostics</h1>
<h2 id="quiz-dnn">Quiz DNN</h2>
<p>Github-Notebook : <a href="https://github.com/satyajitghana/TSAI-DeepVision-EVA4.0/blob/master/09_ModelDiagnostics/QuizDNN.ipynb">https://github.com/satyajitghana/TSAI-DeepVision-EVA4.0/blob/master/09_ModelDiagnostics/QuizDNN.ipynb</a></p>
<p>Google-Colab : <a href="https://colab.research.google.com/github/satyajitghana/TSAI-DeepVision-EVA4.0/blob/master/09_ModelDiagnostics/QuizDNN.ipynb">https://colab.research.google.com/github/satyajitghana/TSAI-DeepVision-EVA4.0/blob/master/09_ModelDiagnostics/QuizDNN.ipynb</a></p>
<h2 id="assignment">Assignment</h2>
<ol>
<li>Move your last code’s transformations to Albumentations. Apply ToTensor, HorizontalFlip, Normalize (at min) + More (for additional points)</li>
<li>Please make sure that your test_transforms are simple and only using ToTensor and Normalize</li>
<li>Implement GradCam function as a module.</li>
<li>Your final code (notebook file) must use imported functions to implement transformations and GradCam functionality</li>
<li>Target Accuracy is 87%</li>
<li>Submit answers to S9-Assignment-Solution.</li>
</ol>
<p>Github-Notebook link : <a href="https://github.com/satyajitghana/TSAI-DeepVision-EVA4.0/blob/master/09_ModelDiagnostics/ModelDiagnostics.ipynb">https://github.com/satyajitghana/TSAI-DeepVision-EVA4.0/blob/master/09_ModelDiagnostics/ModelDiagnostics.ipynb</a></p>
<p>Google-Colab link : <a href="https://colab.research.google.com/github/satyajitghana/TSAI-DeepVision-EVA4.0/blob/master/09_ModelDiagnostics/ModelDiagnostics.ipynb">https://colab.research.google.com/github/satyajitghana/TSAI-DeepVision-EVA4.0/blob/master/09_ModelDiagnostics/ModelDiagnostics.ipynb</a></p>
<p>Grad-CAM module : <a href="https://github.com/satyajitghana/PySodium/tree/v0.0.2/sodium/gradcam">https://github.com/satyajitghana/PySodium/tree/v0.0.2/sodium/gradcam</a></p>
<p>Albumentations code : <a href="https://github.com/satyajitghana/PySodium/blob/v0.0.2/sodium/data_loader/augmentation.py">https://github.com/satyajitghana/PySodium/blob/v0.0.2/sodium/data_loader/augmentation.py</a></p>
<h2 id="model-stats">Model Stats</h2>
<pre><code>Epochs: 20
Max Train Accuracy: 97.01
Max Test Accuracy: 92.21
</code></pre>
<h2 id="model-metrics">Model Metrics</h2>
<p><img src="https://github.com/satyajitghana/TSAI-DeepVision-EVA4.0/blob/master/09_ModelDiagnostics/metrics.png?raw=true" alt="enter image description here"></p>
<h2 id="model-grad-cam">Model Grad-CAM</h2>
<p><img src="https://github.com/satyajitghana/TSAI-DeepVision-EVA4.0/blob/master/09_ModelDiagnostics/gradcam_1.png?raw=true" alt="enter image description here"></p>
<p><img src="https://github.com/satyajitghana/TSAI-DeepVision-EVA4.0/blob/master/09_ModelDiagnostics/gradcam_2.png?raw=true" alt="enter image description here"></p>
<p><img src="https://github.com/satyajitghana/TSAI-DeepVision-EVA4.0/blob/master/09_ModelDiagnostics/gradcam_3.png?raw=true" alt="enter image description here"></p>
</div>
</body>
</html>