We want to build systems that can generalize to a new task. Being able to do things with much less data and with much less computation is going to be interesting and important.
Jeff DeanRead
It would be great to have every engineer have at least some amount of knowledge of machine learning.
Interpretation
What this quote means
Engineers should be knowledgeable about machine learning to enhance their skills.
Jeff Dean emphasizes the importance of machine learning knowledge for engineers, suggesting that even a basic understanding can significantly improve their expertise and adaptability in a technology-driven industry. This highlights the need for continuous learning and staying updated with emerging trends in engineering fields.
Themes
EngineerMachine LearningKnowledgeEducationSkills
In practice
Example use cases
During a tech conference, I shared this quote to stress the importance of continual learning in engineering.
More from Jeff Dean
All quotes βPreviously, 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.
Jeff DeanRead
Some people are happy to work in a particular domain or some field of computer science for years, and years. I personally like to kind of move around every few years, just to learn about new areas.
Jeff DeanRead
I like working in small teams where people on the team have very different skills than what I have and that banter back and forth, and the ability to build something collectively that none of you could do individually is actually a really useful and valuable thing.
Jeff DeanRead
Supervised learning works so well when you have the right data set, but ultimately unsupervised learning is going to be a really important component in building really intelligent systems - if you look at how humans learn, it's almost entirely unsupervised.
Jeff DeanRead
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