Facial Keypoint Detection Kaggle Competition Solution! This solution is very simple but gives arelatively okay score and I share some thoughts on how you could improve it further (comparing with the winning solution).

Code (go to ML, Kaggle subdirectory): https://github.com/aladdinpersson/Machine-Learning-Collection
Kaggle: https://www.kaggle.com/c/facial-keypoints-detection

Timestamps:

• 0:00 - Introduction to competition
• 0:52 - Why?
• 1:22 - The data and the task
• 3:13 - Metric used
• 3:43 - A more in depth look at the data
• 7:24 - The steps of the solution
• 10:00 - Code: config
• 13:00 - Code: dataset
• 18:52 - Code: split_data
• 20:32 - Understanding submission format
• 21:57 - Code: utils
• 26:07 - Code: train/main file
• 31:22 - Fixing a small error
• 32:05 - Checking the score of submission
• 32:40 - How to improve it further?
• 34:55 - My 2 things to try for improving the score
• 35:15 - Ending & my thoughts on Kaggle

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