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The Problem of Selecting Which Images Need to Be Annotated and Train
Deep learning solves some of the problems of having variability in the images we capture for sure. But then again, on the other hand, one of the main problems of the successful deep learning product is that 80% of the solution is having data and good annotations. You have to take a step back before you send any images to be annotated and make a decision on whether this image is going to add new information to your training or if it's going to saturate essentially or over train on things that you already know,. That's another significant hurdle we need to overcome.