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How to improve kaggle kernal for image competition?

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There are some queries regarding image based competition on kaggle. Let's say after creating a baseline model for objectDetection/imageClassification/poseEstimation or any other problem. Now the point is how to improve that model.

  1. Do I need an understanding of Image processing or should I focus on model hyper parameter.
  2. If image processing is required then should I go for image understanding using Fourier transform and all. And if I do then how can I apply these concept in high level kernels.
  3. If I go for some processing library then can anyone provide some resources where I can get some understanding regarding that.
  4. And If I focus on model hyper parameter tuning than any advice is preferred as it will take a lot of time just to check if some parameter are working or not.

I would be grateful for any type of advice or tips that you can provide.


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