TensorFlow Tutorial 20 - Classifying Skin Cancer [BEGINNER PROJECT EXAMPLE]

In this last video of these TensorFlow tutorials we are going to build a model that can classify if a skin lesion is either benign (unharmful) or if it is malignant (actually cancer). This is a great example of a beginner project in TensorFlow and I very much hope that after following these TensorFlow tutorials you feel you are ready to start tackling your own projects.

Download ISIC dataset:
https://challenge2019.isic-archive.com/data.html

Lectures by Andrew Ng on Imbalanced Datasets:
https://youtu.be/wGw6R8AbcuI
https://youtu.be/W5meQnGACGo

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OUTLINE:
0:00 - Introduction
0:44 - Dataset overview
4:51 - Preprocess script
11:31 - Setup model and training
20:12 - Introducing better metrics
24:11 - ROC curve
27:06 - Evaluation and Ending