931 karma · joined January 10, 2017
Regulations are not enough. Someone needs to actually go in and fix the shit that doesn't meet the regulations. For that to happen, someone needs to make it a priority to actually fix things right here in this country, rather than just tell us regulations aren't met, and writing up new ones all the time.
Yet this problem is in a dire need of a free market based solution. Let me explain.
H1B, for those who don't know, is the indentured servitude visa. While you can theoretically move between jobs, your next job has to match the one you had before nearly exactly, and you have to find it _before_ you leave your current job. Once you leave or lose the job you're currently on H1B for, you have to GTFO of the country in _two weeks_. I.e. if your employer finds out you're looking, and they fire you (which they can), you will have no recourse whatsoever. Same with them firing you if you ask for a raise or promo: GTFO.
You're in this limbo state until you get your green card, a lengthy process which for me took 7 years, and for someone from India or China would take even longer.
Companies abuse this power quite heavily by either not promoting/giving raises to H1Bs (because what are they gonna do, quit?) or hiring vastly more experienced workers into entry level jobs, or a combination of the two.
Here's what should be done to fix this:
1. Make the grace period between jobs at least 6 months. If people are abused, they should be free to leave their job without leaving the country, and find their next job over a reasonable period of time.
2. Make it possible for an H1B to move to another job more freely. Any job in the same industry should be acceptable. To make things fair to employers, require repayment of visa related fees if employee moves within the first year.
This alone would fix most of the problems you see on the ground today, including the problem of underemployment of fresh grads. Because movement of H1Bs will be unrestricted, they'll command "market rate". That Eastern European double PhD you hired for your entry level position will be able to move to a job that pays commensurate with her expertise, freeing up the entry level position for a fresh grad. The system will just be much more healthy overall.
However, this will never happen. All those tech CEOs who currently go on ad nauseam about helping people, all of them, without exception, want cheap fresh meat that's not going anywhere. And for as long as H1B existed, they were getting exactly that.
For my needs I have a machine with a 2011-v3 socket, and four GTX1080 GPUs. Warms up my man cave pretty nicely in winter. I also have access to about a hundred GPUs (older Titans, Teslas, newer 1080s and Pascal Titans) at work that I share with others.
Now, regarding Titan. Titan is actually not that much faster than GTX1080, so in terms of raw speed there's no reason to pay twice as much. BUT, it has 4GB more RAM, which lets you run larger models. NVIDIA rightly decided that for a $100+/hr deep learning researcher $600 is not going to be that big of a deal, and priced the card accordingly. If your models fit into 8GB, you'll be better off buying two 1080's instead.
As to me, I'm thinking of replacing at least one of my 1080s with a Titan, to be able to train larger models.
On a purely TFLOP or even TFLOP/watt basis, it doesn't currently make sense to buy anything that doesn't run Pascal.
This is similar to how most eligible voters don't give a shit about electing the president. If Obama could run indefinitely, assuming he managed to not screw up really badly, it'd be a piece of cake for him to get re-elected in perpetuity a-la Putin, simply because it's much easier for the incumbent to win (even goddamn Dubya won!), and he'd be able to adjust the laws to his liking with the support of his party in Congress when they have the majority.
This new order has considerably more teeth than anything that came before, though of course it remains to be seen if Trump grants any exemptions, or follows what was promised on the campaign trail to the letter. If he does, and if he manages to get congressional term limits passed as well, DC will be in a much healthier state once the current crop of entrenched geezers vacates the premises.