[OC] The cost of training AI on ImageNet has decreased from over $1000 to just under $5 in just 4 years
Submitted by giteam t3_114frna in dataisbeautiful
Man this is terrible. The log scale completely distorts the trend - essentially costs fell by a factor of 100 between 2017 and 2018, and the rest is trivial
Nonlogaritmic https://i.imgur.com/z6RZpvC.png
There's some sense to having the second trend (2018-2021) visible, but it should be on a different graph, the two data pieces are not really compatible.
or leave it at log scale and it is completely fine. It is labeled where is the issue?
We can make 3 post about it split it up zoom in and out or just use log scale...
Because the image actually makes a separate point of saying "99.59 % in 5 years", which isn't all that interesting as it's almost the same %, 98.92% in just the first year. In a way, it's presenting the data in a way making it less impressive than it is.
This is /r/dataisbeautiful, not r/whateverlooksnice, so critiquing data presentation seems appropriate.
but your suggestions to split it up in multiple graphs is far worse or only show data from 2017 and 2018.
Than everyone would wonder how ho wit developed after 2018.
You can make the same claims about every stock market chart which is displayed in log scale. "These movements don't matter because 96% of the growth was in the past."
but the recent development is very important too. In this case that it still continues to go.
It is still down 35% in the last year, which lets you see we are not even close to the end of the read.
One might argue the 98.92% decrease says a lot less because when something is not done in scale it is always at first extreme expensive. So I don't agree that they make it look less impressive than it is.
So as long as your point is people don't understand how to read log charts I still disagree with you.
The "trend line" with the attached conclusion is what makes it egregious and masks the logarithmic nature of the y axis. Like it misses the important points with overfitting.
And the interesting thing is two things
But it makes it look like there is a continuity that in reality doesnt fit a trend line at all as is seen in the non-logaritmic version
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Not 75%. It only looks like that. It's actually 98.2% in two years. That's exactly why the post distorts the data.
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Yeah ok it's 75% from 2019 to 2021 but compared to the absolute difference between 2017 and 2018 it's nothing.
How can you say making something 75% cheaper in 2 years is nothing lmfao? What the fuck are you on. Of course once you get to a certain point the absolute numbers are going to look small but that's still huge improvements.
If something cost a billion $ and you brought the price down to a million $, I’m pretty sure you’d think dropping it from a million to 250k is pretty great too.
Well it is a trade-off of either seeing the big drop and nothing else or seeing the big drop and due to the log level graph also seeing the further advancements clearly.
That's what I was always taught to do to provide a better glimpse of data in statistics and econometrics classes.
the further advancements are irreverent. of the 4 dat a points one goes backwards, and the cost only decreased by 50% compared to the drastic cost the year before.
If this were in a scientific publication where seeing the actual numbers in each year was important, I might agree. But this is a data visualisation purporting to show the trend in costs over 5 years, and it is failing to show the main trend clearly. It's the difference between 'showing the data' and 'showing the story'
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It's not even a log scale, there's a 0 on there. The scale is all over the place.
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