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NEW STEPS OF AI IN MUSIC

In honor of Johann Sebastian Bach’s birthday, which might be his 333rd, Google created associate AI Doodle on the homepage of their search to honor him and celebrate trendy technology. Created by Google’s Magenta and try groups, the Doodle lets users produce their own music by exploitation machine learning to harmonize melodies. Magenta was chargeable for the machine learning facet of the project whereas try created the flexibility to use it within the application. The machine-learning model, known as Coconet, analyzed 306 of Bach’s original anthem harmonizations thus it absolutely was ready to produce a consonant tune with the user’s notes. This exposes the ground for discussion on AI in music and whether or not or not it will produce music sort of a human and what meaning for artists within the trade. several debates have surfaced around this issue once it involves AI being a vicinity of the music trade and therefore the credibleness of it. This is Google’s initial dive int...

These 6 charts show how Apple has transformed itself into one of the biggest investors in R&D in the world



Under CEO Tim Cook, Apple has dramatically ramped up its spending on research and development.
  • Apple has become one of the biggest investors in research and development in the world.
  • It has consistently upped its R&D spending every year for the last 20 years.
  • Lately, it's also been increasing the portion of its revenue it devotes to research.
In recent years, under CEO Tim Cook, Apple has quietly ramped up its research-and-development efforts so that it now has one of the best-funded programs in the world.
As Cook told shareholders recently at the company's annual meeting, Apple is trying to make some big bets on the future of technology , some of which will pay off while others don't. To that end, company researchers are working on everything from self-driving cars to new computer chips to augmented-reality software and devices. 
The company didn't always place such a big emphasis on research. In the past, instead of developing its own technology, Apple was best known for taking technologies developed elsewhere and turning them into polished consumer products.
These charts illustrate how Apple's research efforts have changed over the years and how they now compare with those of its corporate peers:


Apple has consistently upped its research investment


Apple has consistently upped its research investment Shayanne Gal/Business Insider
Steve Jobs famously slashed Apple's R&D budget when he returned to the company in the late 1990s. Since then, though, the iPhone maker has increased its research budget every single year.
In its last fiscal year, Apple spent $14.2 billion on R&D. That's more than Apple's entire revenue 15 years earlier.

But the portion of its revenue Apple has devoted to R&D has gone up and down over time.


But the portion of its revenue Apple has devoted to R&D has gone up and down over time. Shayanne Gal/Business Insider
Around the turn of the century, Apple was spending well more than 5% of its sales on R&D as it tried to recover from its near-death experience in the late 1990s. That investment resulted in a string of hits — the iPod and iTunes and later the iPhone and iPad — that turned its business around and turned Apple into a tech giant.
As Apple's sales soared, its R&D investment didn't keep pace and reached a nadir in its 2012 fiscal year, when the company devoted just 2.1% of its revenue to its research effort. Since then, though, the company has been gradually devoting more and more of its sales to R&D. In its last fiscal year, Apple spent 5.4% of its revenue on research and development — the highest allotment for its R&D effort in 13 years.

Apple still devotes far less of its revenue to R&D than other big-tech companies


Apple still devotes far less of its revenue to R&D than other big-tech companies Shayanne Gal/Business Insider
Despite its ramp-up in research spending, Apple's effort still trails behind many of its big-tech rivals. Companies such as Facebook, Alphabet, and even Netflix spend much larger portions of their revenue to R&D than does Apple.
Of course, what counts as a research-and-development expense can vary widely between companies and even within them. At Apple, it includes researchers working on its self-driving car effort and developing computer chips for future devices. At Facebook, it includes engineers who are tweaking existing features on its social-networking service.

But Apple's R&D effort is in the mainstream among big companies


But Apple's R&D effort is in the mainstream among big companies Shayanne Gal/Business Insider
Apple may not match its tech peers when it comes to how much of its revenue it spends on R&D. But when its effort is compared with other big US companies, Apple doesn't really look like a laggard.
It doesn't devote nearly as much of its revenue to research and development as companies like AbbVie or Merck, but those are pharmaceutical companies, which historically make huge investments in trying to develop the next hit drug. Meanwhile, Apple spends more on research and development as a portion of revenue than companies such as General Motors and GE and almost as much as IBM, all of which have long-established reputations for their research programs.

And in terms of sheer dollars, Apple outspends those companies


And in terms of sheer dollars, Apple outspends those companies Shayanne Gal/Business Insider
Partly as a function of the size of its overall revenue, Apple's R&D budget is truly huge in terms of the sheer dollars it spends. It's bigger than the vast majority of companies inside and outside the tech sector.

Its R&D budget now ranks among the top in the US, rivaled only by other big tech peers


Its R&D budget now ranks among the top in the US, rivaled only by other big tech peers Shayanne Gal/Business Insider
In the US, the top spenders on R&D are all in the tech sector. And Apple has taken its place among the biggest investors, topping Facebook and starting to rival Microsoft.

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