There are 2 problems with not having enough diversity in training data:

1. The AI will be worse at depicting diversity when prompted, eg. If the AI hasn’t seen enough pictures of black people it may not be able to depict black hair properly as it doesn’t “know what it looks like”

2. The AI will not show as much diversity when not prompted. The AI is working off statistics so if you tell it to depict a person and most of the people it’s “seen” are white men it will almost always depict a white man because that’s statistically what a person is according to its data.

This method combats the second problem, but not the first. The first can mostly be solved by generally scaling the training data though, which is mostly what these companies have been doing. Even if only 1% of your images are of POC, if you have 1b images 10mil will be of POC which may be enough to train it. The second problem would remain unsolved though since the AI will always go with the statistically safe 99%.

He did but not nearly as much as Stalin.

Equating soviet style communism and fascism completely ignores the base. Yes the structure of the government is similar but in fascism the underlying economic system is still capitalistic and market based, while in Soviet style communism it is nationalized and planned. It also ignores ideology, fascism is about asserting national and racial supremacy to the detriment of inferior races, communism is about seizing the means of production from the bourgeoisie and giving control to the proletariat. Even if the government structure is similar, the policies those governments enact are wildly different. Thats like saying reddit and lemmy are the same because they both work on up voted content percolating up.

Stalin believed in the values of communism, he just also believed everyone was out to get him. Economically he followed Lenin’s plan of nationalization and collectivization even more zealously then Lenin would have. Lenin wasn’t as paranoid as Stalin and probably wouldn’t have killed and gulaged millions of “suspicious” people but he was still very much a dictator and was willing to use any means necessary to achieve his goals, same with Trotsky.

With any of them the super structure of the state and how it’s organized may vary a bit, but it would have all been built off a nationalized and collectivized base. Whether you want to call that base communism is up to you, but you can’t say one is and one isn’t.

If your looking for modern day examples, the zapatistas are a pretty good example.

For historical examples you can look to the Paris commune, civil war Barcelona, the original zapatista movement.

It’s not a matter of doing work, more who you work for. If we all worked for each other and collectively decided what to produce instead of the capitalist class we’d all maybe decide to work 20 hours less a week if that means a small minority of people didn’t get jets, yachts, mansions etc.