Automotive Education

The Barbell Effect of Machine Learning

If there’s one technology that promises to change the world more than any other over the next several decades, it’s (arguably) machine .

By enabling computers to learn certain things more efficiently than humans, and discover certain things that humans cannot, machine promises to bring increasing intelligence to software everywhere and enable computers to develop new capabilities –- from driving cars to diagnosing disease –- that were previously thought to be impossible.

Old Ideas with New Power

While most of the core algorithmsAn algorithm is a fixed set of instructions for a computer. It can be very simple like "as long as the incoming number is smaller than 10, print "Hello World!". It can also be very complicated such as the algorithms behind self-driving cars. that drive machine have been around for decades, what has magnified its promise so dramatically in recent years is the extraordinary growth of the two fuels that power these algorithms – data and computing power. Both continue to grow at exponential rates, suggesting that machine is at the beginning of a very long and productive run. As revolutionary as machine will be, its impact will be highly asymmetric. While most machine algorithms, libraries and tools are in the public domain and computing power is a widely available commodity, data ownership is highly concentrated.

The Barbell Effect on Technology

This means that machine will likely have a barbell effect on the technology landscape. On one hand, it will democratize basic intelligence through the commoditization and diffusion of services such as and translation into software broadly. On the other, it will concentrate higher-order intelligence in the hands of a relatively small number of incumbents that control the lion’s share of their industry’s data. For startups seeking to take advantage of the machine revolution, this barbell effect is a helpful lens to look for the biggest business opportunities. While there will be many new kinds of startups that machine will enable, the most promising will likely cluster around the incumbent end of the barbell.

  1. SwissCognitive

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  2. TSIBMedu

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  3. theworldinanutshell

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  4. Wayne Anderman

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  5. Ivan Deutsch

    The Barbell Effect of Machine Learning

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  6. Le monde sera beau.

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