Completed
- Creating a baseline solution
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Classroom Contents
Detecting Eye Disease Using Deep Learning - Kaggle Top 1% Solution, No Ensemble
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- 1 - Introduction
- 2 - Overview of DR and how to detect
- 3 - A look at the data
- 4 - Creating a baseline solution
- 5 - Result from baseline
- 6 - Idea #1: Preprocessing
- 7 - Result #1
- 8 - Idea #2: Loss Function
- 9 - Result #2
- 10 - Idea #3: Balanced Loader skipped
- 11 - Idea #4: Augmentation
- 12 - Result #4
- 13 - Idea #5: Using left and right information
- 14 - Result #5
- 15 - Idea #6: Increase image resolution
- 16 - Result #6 from various resolutions
- 17 - Final Result and Ending
