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Re:More Data Is Not Better and Machine Learning Is a Grind by why_only_15 on Tuesday January 15, 2019 @11:12PM (#18918177)
Of course you're joking here, but for images people do reverse the image to enhance the output of their models and this has shown to be beneficial. There are other augmentation you can do as well. In total they're called "Synthetic Data".
Re:More Data Is Not Better and Machine Learning Is a Grind by gnulinux on Wednesday January 16, 2019 @12:15AM (#18918415)
This is not surprising because if image A is an apple, its mirror image A' is also an apple. Adding A' to your dataset is just plain ol' regularization. It is meant to lower bias, to prevent overfitting.
Re:More Data Is Not Better and Machine Learning Is a Grind by jzwinck on Wednesday January 16, 2019 @05:45AM (#18919742)
It will also make the flag of Côte d’Ivoire be perceived as that of Ireland.
Re:More Data Is Not Better and Machine Learning Is a Grind by Topolomancer on Wednesday January 16, 2019 @02:01AM (#18918824)
It's not surprising, but highly necessary because you might otherwise learn too little about structural features, and too much about unnecessary things such as the background colour of some objects.
Re:More Data Is Not Better and Machine Learning Is a Grind by paradoxparalax on Wednesday January 16, 2019 @03:40AM (#18919192)
The other day I was thinking that if I create a black cube in a simulation with white background, and generate a number of PNG images of the cube in different positions, The adjusted weights I get in my network when it classifies with success in further simulations(applying the learned weights to classify now, instead of learning and adjusting the weights), Can also be used to classify a real life black dice on a real life white table, if the camera is well positioned and the light is right. In this case, the learning would "generalize", from the simulation to the real life. Maybe this simulated data used to adjust the weights could also be called "synthetic data" or "simulated data" or just "artificially generated data".
Re:More Data Is Not Better and Machine Learning Is a Grind by superconformist on Tuesday January 15, 2019 @11:40PM (#18918277)
You see, I'm speaking only the truth, merely referring to synthetic data. And to think that they're downvoting me, poor fools.