Exactly. The smaller bit widths from quantization might marginally decrease the compute required for each operation, but they do not reduce the overall volume of operations. So, the effect of quantization is generally more impactful on memory use than compute.
These days, there are more audio plugins to add hissing and cracking than remove it; but iZotope RX is scarily good and the best noise removal plugin I've ever tried. ML has enabled a lot of pretty revolutionary capabilities in audio, songwriting, and music production over just the past couple years.
Agreed, small sample size; but in defense of the researchers, I don't think the general public appreciates how difficult it is to find research participants - nevermind a lot of them. And, ones that remain adherent to study protocol throughout it's entirety, so their data points can be included.
It's also extremely expensive, and unless you're a god at writing grant proposals, most uni research labs are cash poor.
There's a reason most studies don't have lots of participants, and in most cases it's not laziness on the part of the researchers.
Lidar would increase car cost so much that most people would die of sticker shock. The strongest candidate for proving lidar AV tech is Waymo, which to me means it has a relatively low chance in the consumer space in the 2020s; and unit cost needs to come down dramatically. The cost and complexity starts making more sense in vehicles with very high uptime.
In addition to being prohibitively expensive, lidar units are large, ugly, have moving parts (which should worry any engineer), and increase drag.
Tesla's current Autopilot tech is a bet on the promise of computer vision, and the intuition that if sight is good enough for humans, it's good enough for Autopilot. I think it's a smart bet.
You may be right, but it's also commonly believed in these communities that hardware is the part that's already been solved. Computer hardware already vastly outstrips human capacity in many domains.
To me, it seems more likely that we're missing something/some things on the software side. AGI could probably run on present day hardware or even older.
It probably will be, just extremely computationally expensive. But 30 years is also further out than when most experts predict the singularity will arrive; after which all bets are off.
As the neighbor just moved in, I'm guessing they were unaware of your friend's liver transplant. If this was indeed the case, I find your friend's situation difficult to sympathize with. .
If you did the slightest bit of digging, I think you'd find that 99% of people mean no offense, and would be deeply apologetic if their "transgression" were brought to their attention.
If you're sensitive enough, you'll find yourself offended all the time.
You just need sub-millimeter precision, on a slippery glass remote made for babies with small hands, and then to time it so you touch the trackpad then click it such that you activate the skip back/skip forward function, but not so long that a cursor appears on the timeline. It's really fun, kind of like if your bank required you to do a little dance every time you wanted to buy something.
It's not that they didn't want to be in the business, but that manufacturers couldn't scale their own dealerships across the country fast enough. So they opened up ownership to third parties.
Tesla, however, was in the unique position of having enough capital to open their own dealerships, which has caused a lot of friction with more traditional, "family-owned" dealerships.
The cornmeal and skim milk was provided to the baby's family in order to discourage them from distributing the baby's formula:
"The nutritional intervention (groups 2 and 3)
consisted of giving 1 kg of formula containing
66% of daily-recommended energy (calories),
protein, and micronutrients provided weekly
for 24 months"
The article implies that the families likely split the formula for multiple members, thus diminishing any effect it may have had on the baby's development.
I'm surprised that the psychosocial intervention was as effective as it was, however I expected the nutrition arm of the trial to fare better. I guess interacting with intelligent and engaging adults as a child really has long-term developmental benefits.