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Data biases
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Classroom Contents
AI in Dermatology - The Pitfalls and Promises
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- 1 Introduction
- 2 Why I became interested in MedAI
- 3 Problems with MedAI
- 4 Bias Data
- 5 Datasets
- 6 Labelling
- 7 Skin cancer classification
- 8 Skin tone classification
- 9 Diverse Dermatology Images
- 10 Data Accuracy
- 11 Consensus Labeling
- 12 Finetuning
- 13 Data biases
- 14 Dataset
- 15 FDA
- 16 Prospect vs retrospective data
- 17 Bias in dermatology education
- 18 AI in dermatology
- 19 Questions
