A Quote by Jeff Dean

It would be great to have every engineer have at least some amount of knowledge of machine learning. — © Jeff Dean
It would be great to have every engineer have at least some amount of knowledge of machine learning.
Keep in mind that if you take a tour through a hospital and look at every machine with on and off switch that is brought into the service of diagnosing the human condition, that machine is based on principles of physics discovered by a physicist in a machine designed by an engineer.
I know a good many men of great learning-that is, men born with an extraordinary eagerness and capacity to acquire knowledge. One and all, they tell me that they can't recall learning anything of any value in school. All that schoolmasters managed to accomplish with them was to test and determine the amount of knowledge that they had already acquired independently-and not infrequently the determination was made clumsily and inaccurately.
If all individuals were conditioned to machine efficiency in the performance of their duties there would have to be at least one person outside the machine to give the necessary orders; if the machine absorbed or eliminated all those outside the machine, the machine will slow down and stop forever.
There is no one who cannot derive great help and great benefit from learning; but there are also only a few people who do not receive a great harm from the light and knowledge they have received by learning, unless they use their knowledge in a manner both fit and natural for them.
Previously, we might use machine learning in a few sub-components of a system. Now we actually use machine learning to replace entire sets of systems, rather than trying to make a better machine learning model for each of the pieces.
The [engineer] should be equipped with knowledge of many branches of study and varied kinds of learning, for it is by his judgement that all work done by the other arts is put to test. This knowledge is the child of practice and theory.
History is valuable, to begin with, because it is true; and this, though not the whole of its value, is the foundation and condition of all the rest. That all knowledge, as such, is in some degree good, would appear to be at least probable; and the knowledge of every historical fact possesses this element of goodness, even if it posses no other.
I'm still learning how to flip that switch on and off. I want to make the most of every opportunity with the least amount of collateral damage. In every race you make smart moves and you take risks.
There is, so I believe, in the essence of everything, something that we cannot call learning. There is, my friend, only a knowledge-that is everywhere, that is Atman, that is in me and you and in every creature, and I am beginning to believe that this knowledge has no worse enemy than the man of knowledge, than learning.
The machine unmakes the man. Now that the machine is so perfect, the engineer is nobody.
The urgent need today is to develop and support leaders on every level of government who are independent of the bossism of every political machine - the big-city machine, the liberal Democrat machine, and the Republican kingmaker machine.
We profess to teach the principles and practice of medicine, or, in other words, the science and art of medicine. Science is knowledge reduced to principles; art is knowledge reduced to practice. The knowing and doing, however, are distinct. ... Your knowledge, therefore, is useless unless you cultivate the art of healing. Unfortunately, the scientific man very often has the least amount of art, and he is totally unsuccessful in practice; and, on the other hand, there may be much art based on an infinitesimal amount of knowledge, and yet it is sufficient to make its cultivator eminent.
There's a lot of work in machine learning systems that is not actually machine learning.
Knowledge about yourself binds, weighs, ties you down; there is no freedom to move, and you act and move within the limits of thatknowledge. Learning about yourself is never the same as accumulating knowledge about yourself. Learning is active present and knowledge is the past; if you are learning to accumulate, it ceases to be learning; knowledge is static, more can be added to it or taken away from it, but learning is active, nothing can be added or taken away from it for there is no accumulation at any time.
One of the things we did at PayPal was collaborative filtering and machine learning: looking at patterns of human behavior. We used it there to predict when people would try to cheat the system to get money. But you can predict pretty much any behavior with a certain amount of accuracy.
First, my people must be taught the knowledge of self. Then and only then will they be able to under-stand others and that which surrounds them. Anyone who does not have a knowledge of self is considered a victim of either amnesia or unconsciousness and is not very competent. The lack of knowledge of self is a prevailing condition among my people here in America. Gaining the knowledge of self makes us unite into a great unity. Knowledge of self makes you take on the great virtue of learning.
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