Self-driving cars are headed toward an AI roadblock

Self driving cars always seem to be "tomorrow's promise". One major reason is the way that machine learning struggles with "generalising" from more specific data. A child doesn't need to be shown every possible type of chair to learn what a chair is – but throw a few pixels out and your CNN is likely to miscategorise that wolf as a bear (, which could have catastrophic consequences, especially if the knowledge is used maliciously. The Verge is asking whether this limit on capability is leading to a dead end – without significant progress in generalisation driving may be simply too unpredictable to be achieveable
Skeptics say full autonomy could be farther away than the industry admits