-: Earlier on in the ChatGPT section,
we had a look at how we can easily generate images
from prompts and also by using reference images.
Now, I want to also make a point here that ChatGPT Vision
also has reasoning capabilities.
So for example, we can put in
the original portrait of my image
and we can ask a question like,
how many fingers are I holding up?
And ChatGPT is able to not only generate images from images,
but it's also able to provide you
with cognitive reasoning on specific images.
So now ChatGPT is analyzing
the images and it shows us
that we're holding up two fingers in a classic peace sign.
Let's also have a look on Google.
So I'm gonna go and get
an image of several men working
in the road and seeing if it can identify
both the gender and how many people there are in this image.
So then I'm gonna go back to ChatGPT.
I'm gonna click on the plus sign, Upload from computer,
gonna go into My Downloads,
and then I'm gonna say how many people
are in this image and what gender are they?
Okay, so ChatGPT has worked out
that there are two people in the image,
so it can't really identify the gender,
but it has been able to identify that there are two people.
We could also tell ChatGPT to give this
in more of a structured data form.
So I could say, could you output this
as a CSV with probabilities for male
versus female and the number of people identified?
And then we can get structured data directly
out from ChatGPT, and we are just reasoning
over those images.
So again, you can see here, it's worked out
that this is how much it likely thinks
the probability of male is versus the probability of female.
And then it's basically making
a CSV and then it shows us
we can download this specific CSV here.
So I've now got some structured data.
So you've got these Person IDs.
The estimated gender is unknown,
but the probability of male is quite high.
And there you go.
Okay, so I'd recommend having a play around with this.
Maybe add in a couple of images
and try and get some structured data out from these images.
That could include identifying different types of objects,
people, places, or emotions.
Cool, I'll see you in the next one.