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And for many high-value real-world tasks, that's just about every day. Consider self-driving cars, or domestic robotics. You can't enumerate the set of possible situations a driver might ever encounter -- billions of miles are not nearly enough.
You can't even enumerate the set of possible kitchens a robot might operate in. If you want to ever be able to deploy a L5 self-driven system or a human-level domestic robot, you have to figure out how to implement broad cognitive abilities -- beyond task-specific skills.
so in a sense, ML is another rules based system.
With rules based on learned distance functions wrt reference points, rather than exact matches. But yes.
Instead of creating a single kitchen bot that can generalize to all kitchens, provide a toolkit and the right visualization libraries so people can train a kitchen bot on a single kitchen.
Do you think those cognitive abilities could eventually come as some kind of emergent behavior, cellular automata style?
How did nature produce broad cognitive abilities? The kind we want to create appeared recently, only in the human lineage, but they are based on systems with evolutionary roots going back to the Cambrian explosion. https://link.springer.com/article/10.3758/s13414-019-01760-1 … Evolution can help us understand.
Intelligence shouldn’t be artificial. We should focus more on how really mind is initialized & progressed throughout the Lifetime inside brain. Why an Apple is called an Apple not something else?
Does perception & cognitive sense pass through generation? If perception is not constant then what creates imagination?
There is still hope. Nature is optimal! Think for example the principle of least action; we haven’t yet seen a natural process, even at the QM level, which violates it. Think entropy; it’s universal. So you can, in theory, optimize a great deal of natural processes all at once.
Now about using AI to trace the cognitive process, I believe it’s way too soon! The cognitive process is hardly understood let alone ready to be modelled
Hmm, are you just reviewing the materials in your book, Deep Learning with Python? 
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