quantgenius
Joined 15 years ago
Joined 15 years ago
The issue with Vapnik's work is that it's pretty dense and actually figuring out the Vapnik-Chervonekis (VC) dimension etc is pretty complicated, and one can develop pretty good intuition once you understand the stuff without having to actually calculate, so most people don't take the time to do the calculation. And frankly, a lot of the time, you don't need to.
There may be something I'm missing completely, but to me the fact that models continue to generalize with a huge number of parameters is not all that surprising given how much we regularize when we fit NNs. A lot of the surprise comes from the fact that people in mathematical statistics and people who do neural networks (computer scientists) don't talk to each other as much as they should.
Strongly recommend the book Statistical Learning Theory by Vapnik for more on this.
If it's an error, you correct and accept errors as the cost of doing business.
Do not do this. You do not need a “strategy”. Just do it! Rip off the band-aid. Either tell them the truth or give no reason even if asked. Reverse the mistake asap and get moving on your company’s mission. You don’t need one second more of this. Nor does anyone else at your organization. Do it today! Do it dispassionately. Do it as nicely as possible. You are going to feel bad because you are a good empathetic human.
Some people will have a reaction. Some people will “have a reaction” to try to get more out of you. You are not responsible for either. You are responsible only for your own actions. Figure out what you should give them to be fair and add a little extra so you are sure it isn’t unfair.
Plan what you will say and do in advance and have someone you trust with you in the meeting. Stick to your plan. Even the best hiring processes succeed only 50% of the time (though this goes beyond just a bad hire). Firing, and firing quickly is just as important as hiring well.
Also remember that if an applicant tailors to a hiring process to this extent, that’s not just a failure of the process. It’s dishonesty. Even if the applicant were competent, you absolutely don’t want to entertain someone dishonest in your company.
If you need to take quick notes and drying out is a problem because the pens are uncapped and capped a lot, get a Lamy 2000, vintage (not new) Parker 51 or a Pilot Vanishing Point. The first two have slip caps and hooded nibs so cap and uncap really quickly and don't dry out due to the hooded nib. The Vanishing Point also has a hooded nib but you click it like a ballpoint pen to expose and hide the nib. Also don't use quick drying inks.
If drying out is a problem because you don't write frequently enough, there are two solutions. Solution 1: Buy a Platinum (Preppy for low end, or 3776 higher end). It has a really good cap. Both will take a long time to dry out. Or even better, write more frequently.
If you buy from eBay or used elsewhere or for that matter Amazon, you do sometimes get a bad nib because someone has tried to tune one of these nibs and botched it and then decided to try and sell the pen new.
Plus they have a really good lifetime warranty. If your nib has issues, call them. They will probably send you a replacement.
I recently bought a bottle of Noodler's Navy to replace a bottle I actually emptied that was bought maybe 5-6 years ago. The ink inside the bottle was almost certainly Noodler's Aircorp Blue Black, which I also have.
In my experience, and based on anecdata from friends who also use fountain pens, Noodler's inconsistency and quality control issues have gotten MUCH worse in the past 2-3 years.
Still, they mostly didn't make the list because while Pelikans are awesome, their nib quality control isn't what one would hope it was. In addition, you don't really know what you are getting in terms of nib size. I've bought Pelikan extra fines that make a wider line than Pelikan mediums.
If you know how to tune nibs or you budget and extra 50 dollars for a nibmeister to get it the way you like, or you buy from a retail store where you try the pen out first and know what to look for great. I suspect most here will buy online and won't necessarily know what makes for a problematic nib and how they want it to work.
Even when Serbia was bombed during the Clinton years, American stealth bombers escaped not due to stealth but because they used decoys towed by fiber optics which transmitted what the missile seeker expected to receive from the plane while also aggressively jamming the missile seeker so the missile hit the decoy not the plane. One stealth bomber was hit anyway.
Safran and other European manufacturers arguably produce decoys that are as good as anything US planes have, arguably better because they decided not to go all in on stealth and focus on other measures instead. Stealth is certainly better to have than not but stealth also means somewhat worse aerodynamics and much less serviceability. You need to apply stealth paint and cure it any time you work on the plane. The plane needs more work and is harder to work on because of the tradeoffs made to achieve stealth. So instead of 75%+ of the planes being available at any one time, you only have about 50% of the planes available at any one time and total operational costs are much higher.
Given these disadvantages, it's not completely clear how much of a benefit 5th gen stealth is in a near-peer conflict. If the US is fighting Iraq fine. Now, if you can actually achieve what defense manufacturers say they will achieve with 6th gen stealth, where you have much lower RCS to all bands of radar from all directions, that could be a game changer but we don't actually know yet. The F-35 still doesn't do everything it was supposed to be able to do when the program started, so I would take these claims with a large grain of salt. And stealth countermeasures will continue to evolve.