To a lesser extent the 2xxx series is going to be dominated by people wanting to do password cracking. A 2080 Ti will do about 13 billion checks/sec (using NTLM benchmarks), which starts to make financial sense for cracking high complexity passwords from data breaches.
It would be nice if in the 3xxx series they could figure out a way to make it only fast for games and not ML/cracking/crypto.
However, there is little you can do when the stock of gaming oriented graphic cards disappears on day 0, and re-appears on ebay on day 1 at 4x their recommended price.
This products are just very valuable to a lot of people nowadays. Nvidia could ramp up production, but production is not something that you can quickly ramp up or down.
There is the fear that crypto will die, and then you end up with a lot of stock that you have to eat at a loss.
And because cryptomining is volatile as hell.
Honestly, I think that once they discovered the issue, and decided what to do about it, then the ROI on mining bitcoin was already fading and people were migrating to FPGAs, so maybe they thought "things will get back to normal on its own".
Turns out, the number of cryptocurrencies exploded, and many of them are worth mining. Also, every time the ROI on mining one disappears, a new cryptocurrency appears.
Maybe they are just still waiting for either this problem to fix itself, by slowly ramping up production, but nothing too steep.
I don't know much about ML, but my knowledgeable friends say they are saving tons of money moving from GPU farms to GCP TPUs for training.
The Jetson delivers ~2 TFLOPs of single precision performance vs. Titan X's ~6 TFLOPS. Great from such a small board but not quite "same GPU".
The one with 10-12TFLOPS is the 2016 Titan X (GP102-400) but that was already using Turing so the comparison would be even more stretched.
Most people doing ML either use Nvidia for Cuda or GCN based gpus for their compute.
Crypto is pretty much over by this point Look at all the cheap 4/580s on ebay.
Doesn't seem too crazy high. How much are you looking to pay and what do you have now?
High end RTX are worth it on 4K screens. I can confirm that a £1200 RTX 2080 Ti can run new AAA games on 4K high at a stable 60 to 70 fps. Not much higher than that.
I mean I know there are some real gains, some amazing gains on paper or specific application but when playing a game the realizations are a bit less pronounced for everyone that is not hounding on RTX or pixel peepling.
Just my $0.02 of course and I can respect any differing view but this is just my thoughts from watching and waiting with a 1070 I use for 1080p60fps. It certainly taking more fiddling with newer titles to get that level of IQ and performance but I'm still happy in my niche. I would love to move up a level or two in resolution or FPS but it's hard to justify at the price levels we are seeing.