It seemed really amazing that you could write a few lines of code and have it learn to do interesting things.
Andrew NgRead
AI has been making tremendous progress in machine translation, self-driving cars, etc. Basically, all the progress I see is in specialised intelligence. It might be hundreds or thousands of years or, if there is an unexpected breakthrough, decades.
Interpretation
AI advancements are largely seen in specialized areas, with general intelligence remaining distant.
In this quote, Andrew Ng highlights the significant progress made in artificial intelligence, particularly in specialized fields like machine translation and self-driving cars. However, he emphasizes that true general intelligence, akin to human-like cognition, may still be far off, potentially taking centuries unless an unforeseen breakthrough occurs.
In practice
During a tech conference to explain the current state of AI development.
It seemed really amazing that you could write a few lines of code and have it learn to do interesting things.
Most of the value of deep learning today is in narrow domains where you can get a lot of data. Here's one example of something it cannot do: have a meaningful conversation.
Imagine if we can just talk to our computers and have it understand, 'Please schedule a meeting with Bob for next week.' Or if each child could have a personalized tutor. Or if self-driving cars could save all of us hours of driving.
A single neuron in the brain is an incredibly complex machine that even today we don't understand. A single 'neuron' in a neural network is an incredibly simple mathematical function that captures a minuscule fraction of the complexity of a biological neuron.
None of us today know how to get computers to learn with the speed and flexibility of a child.
I've been to so many manufacturing plants. I've yet to walk into one where I did not think AI solutions wouldn't help.
Silicon Valley today is populated mostly by people who would consider themselves winners of the traditional race. This causes the exclusion of the voices that are vital to a round, robust society. It's beyond gentrification.
Lisp isn't a language, it's a building material.
Most of the time spent wrestling with technologies that don't quite work yet is just not worth the effort for end users, however much fun it is for nerds like us.
We wanted flying cars, instead we got 140 characters.
I've felt strongly that the advantage of Linux is that it doesn't have a niche or any special market, but that different individuals and companies end up pushing it in the direction they want, and as such you end up with something that is pretty balanced across the board.
Program testing can be used to show the presence of bugs, but never to show their absence!
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