Detecting Eye Disease using Deep Learning | Kaggle Top 1% Solution, No Ensemble

Diabetic Retinopathy Kaggle Competition Solution!

Kaggle: https://www.kaggle.com/c/diabe....tic-retinopathy-dete
Code on GitHub (go to ML, Kaggle directory): https://github.com/aladdinpers....son/Machine-Learning

Timestamps:
0:00 - Introduction
2:45 - Overview of DR and how to detect
9:11 - A look at the data
12:15 - Creating a baseline solution
24:22 - Result from baseline
26:25 - Idea #1: Preprocessing
34:07 - Result #1
35:19 - Idea #2: Loss Function
39:03 - Result #2
39:59 - Idea #3: Balanced Loader (skipped)
41:30 - Idea #4: Augmentation
42:52 - Result #4
43:44 - Idea #5: Using left and right information
51:03 - Result #5
51:50 - Idea #6: Increase image resolution
55:00 - Result #6 from various resolutions
55:10 - Final Result and Ending