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146 Sentences With "computationally"

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"Today's AI processing is very computationally intensive," Wang told TechCrunch.
They're also more computationally intensive than any computer can handle.
So, okay, so, this is like a relatively computationally intense thing.
It tends to be a computationally intensive and energy-intensive process.
Right now, you could say I am computationally rich and alive.
His solution is at once computationally clever and forehead-slappingly simple.
What the two species are doing could be computationally quite different.
Encrypting a whole genome is a much more computationally expensive process.
Unfortunately, training is still too computationally intensive to be preformed on smartphones.
Google's HDR+ is like a computationally-enhanced version of the typical HDR process.
That makes things more computationally tractable, but it's a bit of a fudge.
It's both computationally distributed and fast, requirements for any real-world traffic management system.
Stars evolve in wildly different ways and are computationally demanding to model and predict.
This is their utility in otherwise computationally prohibitive tasks like text and speech recognition.
And actually we multi-threaded the mapper, because it's the most expensive part [i.e. computationally].
Each process along a tract is computationally manipulated and sent on to the next tract.
Their potential to be turned into a therapy can largely be analyzed computationally, Skovronsky said.
Programmatically, computationally, that will make you feel 'Okay, let me only engage in certain discussions.
King also makes the point that the Duplex system is (at least for now) computationally costly.
But the other extrapolation is in bringing more of psychology into the realm of the computationally understandable.
These individual shots are then computationally fused together to create an incredibly high-resolution 52 [megapixel] photograph.
Honor uses the main 255-megapixel Sony sensor to produce computationally improved 63-megapixel stills by default.
It's inadvisable — both computationally and in terms of public relations — to have different models for different groups.
Traditionally, though, it was always very computationally intensive, though the results tend to look far more realistic.
This PET-based method is, "objective and computationally simple and provides easily interpretable results," the authors write.
The problem with these older methods — particularly the physics-based simulation — is that they're incredibly computationally intensive.
The problem with combining dozens of satellite captures of the entire earth is that it's incredibly computationally intensive.
And it's this cost—computationally and in terms of actual dollars—that have researchers hedging on DeepVariant's utility.
FishTaco computationally connects to two to assess what bacteria are doing what do which part of your body.
Computationally intensive stitching software is then used to combine those numerous streams into a single holistic VR video.
It is not as computationally easy as shows like Bones or NCIS can make it out to be.
And it took another mathematician in 2017, Michaël Rao, to computationally verify that no other such pentagons could work.
Building 0003D models of the world is computationally demanding, and quickly drains even the Phab 2 Pro's beefy battery.
Then they distilled those down to a set of master characteristics and figured out how to reproduce them computationally.
Recent breakthroughs in deep learning, a computationally heavy form of artificial intelligence, are particularly important from a technological perspective.
It could crack a public key encryption, which are not NP-hard but are computationally extremely difficult, in microseconds.
Second is a computationally cheap neural network that uses way more signals than the simple topical similarity mentioned above.
Independent researchers can investigate trends computationally, but Facebook, Twitter and Google are doing more and more to restrict access.
"I think one of the downsides of crypto is that it, computationally, it is like quite energy intensive," Musk said.
The huge number of these trans-Neptunian objects (TNOs) makes it computationally intensive to model the evolution of their orbits.
Training an artificial intelligence agent to do something like navigate a complex 3D world is computationally expensive and time-consuming.
Each Neon avatar is "computationally generated" and will hold conversations with users while displaying "emotions and intelligence," says the company.
It's a very computationally and resource-intensive set of services that we provide, and we need to build that out.
A game with three players or more would be too computationally intensive, and require a totally different strategy and algorithmic approach.
"Typically, computationally-assisted painting methods are restricted to the computer," said Wojciech Jarosz, an assistant professor of computer science at Dartmouth.
After meeting Charles Babbage in her late teens, Lovelace collaborated with him on the Analytical Engine, a computationally universal mechanical computer.
And in Smooth and/or Striated, Stearns created two panels of computationally designed, woven fabric on wood stretchers, presented with neon.
That victory required highly computationally-efficient AI rather than just brute force, something Google thinks could help it move speech recognition offline.
Earlier attempts to computationally predict whether a sentence has spoilers in it haven't fare so well; one paper by Chiang et al.
We'd take CAT scan data and rebuild the volume computationally, and use the Pixar Image Computer to do that and display it.
But they tend to be computationally complex, and quite a bit less elegant than the clean Euclidean geometries of Hering-derived spaces.
Yet I am cautiously optimistic, mainly on the basis of the many other computationally difficult features that Apple showed off on Monday.
They use a computationally expensive process called consensus to ensure everyone agrees on a common state of affairs, without anyone taking advantage.
DCNs didn't scale well, requiring a lot of bandwidth, and the proofs needed for mixnets were too computationally expensive to keep latency low.
If you computationally simulate a population evolving neutrally, then methods for estimating demography will work; but introduce linked selection, and those methods fail.
"The algorithms to perform this kind of image filtering are computationally expensive in terms of time and energy," report author Jeffrey Knockel said.
The next phase of the landing was still more computationally demanding, and during that phase the computer would crash even without Aldrin's input.
DeepMind first unveiled WaveNet a year ago, but it was "too computationally intensive to work in consumer products," according to the blog post.
It's computationally intensive, meaning most speech recognition systems have to send data over the internet, and the result is dictation that's slow and unreliable.
The big problem is that computer modeling of hypersonics is really hard when the individual elements start becoming recursive and, therefore, computationally very demanding.
As the number of qubits in a quantum computer passes this threshold, it becomes computationally intractable for even classical supercomputers to use the protocol.
With most cryptocurrencies, such as Bitcoin, new tokens must be mined by solving computationally expensive hashing problems, a concept known as proof of work.
Encryption and verification of blockchain transactions are computationally intensive operations and require considerable horsepower to carry out, which is lacking in many IoT devices.
And there's this database called GenBank that houses all of the genetic data that exists on the planet and that matching is computationally intense.
Watch them demo here: A2A Pharmaceuticals: A2A Pharmaceuticals designs computationally pre-optimized small molecule therapeutics for the treatment of cancer and antibiotic resistant bacterial infections.
The researchers hypothesize that the increase in zapping behavior by the more-advanced AI was simply because the act of zapping itself is computationally challenging.
But as the board size is scaled up and more queens are added, this method becomes computationally expensive, requiring longer amounts of time to solve.
"For starters, this can be used for fashion design, to create synthetic fur for garments, or accessories with computationally controllable geometry," cites the PhD student.
While the hair will ultimately be rendered in glorious high-definition and with detailed physics, it's too computationally expensive to do that while composing the scene.
The thing is that taking the data from one camera and using it to enhance the data from another is — you guessed it — extremely computationally intensive.
JH: That's a big piece of it because they're incredibly computationally intensive tasks, right, and that was one of the stumbling blocks we had to overcome.
Because such software is computationally demanding, it makes sense to pay for someone else to run programs on huge servers rather than buying one's own hardware.
Now we have Edge TPUs, tiny chips that are specifically meant to do the prediction part of AI, which is less computationally intensive than training models.
Planning a trip through a vast web of stations and lines is a computationally complex task that quickly explodes as more lines and more stations are added.
That would slow things down computationally (and the prototype is not, in any case, that rapid; it takes 48 seconds to produce an image from the data).
But it proved to be difficult computationally, as well, requiring lots of number crunching to interpret a single new image in the style of, say, Claude Monet.
Later simulations folded in more quantum effects but still sidestepped the actual equations required to describe multiple quantum bodies interacting, which are too computationally difficult to solve.
When we're doing this to a whole bunch of equations all at once, as in the case of machine learning, the task becomes very, very computationally expensive.
It&aposs computationally expensive to include a mass for each of the thousands of TNOs, so most simulations leave them massless, which negates how they interact gravitationally.
The Neon project is — or as the company would say, "Neons are" — realistic human avatars that are computationally generated and can interact with you in real time.
The fine-tuning required to perfect an algorithm, by for example searching through different neural network architectures to find the best one, can be especially computationally intensive.
"No tsunami warning system I know of can handle multiple shocks or landslides as it is just too physically and computationally complicated for current technology," he concluded.
Parlitz suspects that deep learning, while being more complicated and computationally intensive than reservoir computing, will also work well for tackling chaos, as will other machine-learning algorithms.
The natural objection to this is that processing 10 frames to find out what a person is doing is more expensive, computationally speaking, than processing a single frame.
But it's also a computationally demanding process: since each pixel must be scrutinized with care, analyzing hours of HD video was best left to the supercomputers at home.
Instead, it seems to be a fundamental truth: physical dexterity is computationally harder than playing Go. That humans do not grasp this is a side-effect of evolution.
It's not just to avoid awkward missteps in our everyday conversations online, though: computationally determining the tone and meaning of a given message is important for many things.
While these algorithms have seen some successes, they can be more computationally intensive than other approaches such as "deep learning," which has exploded in popularity in recent years.
While most translation apps still work when they are offline, they can't use the sophisticated — and computationally intense — machine learning algorithms in the cloud that typically power them.
Two-legged robots that walk are getting better at it, but the act of balancing is computationally intensive, resulting in robots like Boston Dynamics' ATLAS costing millions of dollars.
"Because the number of possible action sequences grows exponentially with each additional step in the planning horizon, this approach is computationally intractable in many natural environments," the paper notes.
Most interestingly, perhaps, was when a more computationally-powerful agent was introduced into the mix, it tended to zap the other player regardless of how many apples there were.
So, decentralized things which are less efficient computationally will be harder– sorry, they're harder to do computation on, but eventually maybe you have the compute resources to do that.
But once the network has learned how to produce plausible cloudlike behavior, it can replace the computationally intensive laws of nature in the global model, at least in theory.
Machine learning could help improve efficiency in transportation, for example, or make climate modeling more accurate because conventional models are very computationally intensive and that limits the spatial resolution.
It's computationally difficult to use AI to find violence in video, in particular, said Sarah T. Roberts, an assistant professor at UCLA who researches content moderation and social media.
Stamos called the task "computationally heavy" but said that doing it has allowed the company to alert tens of millions of users that they were using bad or insecure passwords.
However, Doppler Labs says users can expect the same three-to-four hour battery life that Here Active offered, since Here One will often be performing more computationally intense tasks.
Together with his student Ge Zhang and number theorist Matthew de-Courcy-Ireland, Torquato computationally represented the primes as a one-dimensional string of atoms and scattered light off them.
I worry that we are just as uncomprehending of what we are looking at in the world; I don't know what the consequences are of our computationally augmented conceptual primitivity.
Ultimately, we must consider whether A.I. will magnify and perpetuate existing injustice, or will we enter a new era of computationally augmented humans working amicably beside self-driven A.I. partners?
The team will then computationally stitch together each cross section to create a densely packed three-dimensional map that charts millions of neural wires on their intricate path through the cortex.
With Smooth and/or Striated's two panels of computationally-designed, woven fabric on wood stretchers with neon, Stearns explores the digital age's foundation in binary states: off (0) and on (1).
Kristen Fortney, the company's thirty-four-year-old C.E.O., told me that she had also begun testing computationally designed drugs to find an unexpected substance that would powerfully affect those markers.
Knight mentioned, as an example, the "computationally intensive" problem of protein folding—a biochemical process thought to cause diseases like Alzheimers when it goes wrong— which quantum startups are already working on.
"The more complex the game, the better the challenge," says Juliani, though he adds that retro games are still very useful for training new types of behavior because they're less computationally intensive.
Musk and other entrepreneurs like him are building business models around their assumptions about the human brain: that it has an operating system, and its language of signals can be represented computationally.
This approach to classification is also significantly less computationally expensive than a segmentation-based approach because it allows us to use smaller neural nets and produce outputs with a smaller memory footprint.
What we wind up doing to solve for the unknown weights is multiplying matrices, and, if we're building a neural network, we might being doing a lot of these computationally expensive operations.
Modern GPUs tend to have a lot of on-board memory, so they can crunch numbers without having to shuttle data back and forth to the computer's main memory, a computationally expensive task.
This is why the Queen's Puzzle is considered "computationally expensive," where the total number of combination can reach horrendously big numbers (a 27x27 board, for example, offers 2.34 quadrillion possible solutions, or 234,2.343,000,000,000,000).
For a transaction to become official, other actors on the network, called miners, must perform computationally intensive procedures to place it in a new block, a process that takes on average 10 minutes.
When Google first unveiled WaveNet in 2016, it was far too computationally intensive to work outside of research environments, but it's since been slimmed down significantly, showing a clear pipeline from research to product.
That works, but as any computer scientist will tell you, creating an ersatz version of something in software is inevitably less precise and more computationally costly than simply making use of the thing itself.
Getting things computationally right for an immersive audioscape means calculating lots of different delays all at once, some of which might be just a few dozen samples long, but still long enough to matter.
Instead it is cited as a contemporary attempt to computationally dissect speech and assign a "toxicity score" — and that it appears to fail in a way indicative of bias against black American speech patterns.
The first 3 of 5 UK's EPSRC Principles of Robotics are meant to update those laws in a way that is not only computationally tractable, but would allow the most stability in our justice system.
With his latest show, Fragments, now on at bitforms gallery in New York City, Quayola returns yet again to the Laocoön sculpture with a series of computationally-replicated sculptures created to look like found archaeological fragments.
Now, instead of having to compare every OCRed article in an issue to every full text article in an issue, which could involve tens of thousands of computationally expensive comparisons, we need only compare a short list.
That's where Amazon and Microsoft are both fiercely competing with one each other to win over businesses that are increasingly looking to the cloud for hosting and computationally intensive tasks like training and operating artificial intelligence software.
AI tasks, because they are so computationally intensive, often need custom-designed chips for the devices themselves and even custom-designed servers for data centers where AI algorithms are often trained, developed, and deployed from the cloud.
"Beyond the technical invention, we hope people will be inspired by our vision of creating new materials with computationally controllable properties and behavior—and how this could change the way we design the physical world," he concludes.
Before putting the deep learning system into production recently, Twitter was using less computationally intensive machine learning methods such as decision trees and logistical regression, Twitter software engineers Nicolas Koumchatzky and Anton Andryeyev wrote in a blog post.
Modern machine learning programs are computationally intensive, but there is a push toward more efficient AI chip designs and algorithms, as well as the use of more efficient, specialized chips running on "edge" devices like smartphones and sensors.
"Our work shows that quantum circuits are computationally more powerful than classical ones of the same structure," Robert König, a complexity theorist at the Technical University of Munich and lead author of the paper, told me in an email.
The restoration of cooperative play to future Halo titles is particularly welcome news in today's gaming landscape, where companies tend to focus on offering better graphics at the expense of offering things like (the admittedly computationally demanding) split-screen play.
According to Qualcomm, with the 27, computational processing for things like computer vision-powered portrait modes, AR/VR functions, and more are integrated directly into the ISP, offering a significant speed boost and power reduction for computationally heavy photography tasks.
At the time of its first release, WaveNet was extremely computationally expensive, taking a full second to generate 0.02 seconds of sound — so a two-second clip like "turn right at Cedar street" would take nearly two minutes to generate.
Third is a computationally expensive version of the above, which does another pass on those 50 and cuts them in half, basically by looking closer and taking the time to include, perhaps, a thousand data points each rather than a hundred.
"It's a promising first step, but it isn't currently scalable to a very large number of samples because it's just too computationally expensive," says Daniel MacArthur, a Broad/Harvard human geneticist who has built one of the largest libraries of human DNA to date.
But instead of scrapping the model and starting from scratch computationally, he thought, well, if the phage which is so simple is still so complex that we can't understand how it works, then we should be able to build a simpler phage that is predictable.
But they have enough computational power on-board for something like this, where I want to study the interaction between multiple systems, I can buy something that is computationally advanced enough to execute the controls I need, but cheap enough for me to buy them in bulk.
ASICs. To oversimpify: (Almost) every cryptocurrency is secured by "miners" who prove they have solved computationally intensive problems, in order to show it would be impossible for anyone to have overwritten the consensus record of transactions unless they control more than half of the network's computing power.
This is not exactly uncommon for the content delivery networks (CDNs) that serve as the backbones of big websites; the simplest and least computationally expensive method of restricting unauthorized users from accessing the image or video in question is to make its URL very, very long.
Specifically, if you think you're more likely to be the target of a hack than usual and if you need to be able to push your processor to do computationally intensive things, you will have to make a choice between a higher level of security or a performance hit.
The ultimate goal would be to separate the most computationally intensive tasks from the iPhone's processor and graphics chip — much in the same way Apple uses distinct chips to power motion sensing across its device line and the chip that helps its AirPods more easily sync wirelessly with the iPhone.
" Northwestern University, 20, class of 2021 Website: Stack Overflow About: Computer programming question-and-answer forum "Usually, when I'm having difficulty understanding a programming concept, I can find a post on Stack Overflow that contains a simple implementation of that concept, as well as an explanation of what is happening computationally.
Aaronson has shown, partly in work published with Lijie Chen and partly in work yet to be published, that under certain plausible assumptions that such problems are computationally hard, no classical computer can generate such entropy in anywhere near the time it would take a quantum computer to randomly sample from a distribution.
After the first bets were placed, Pluribus calculated several possible next moves for each opponent, in a manner similar to how machines play chess and Go. The difference here, however, is that Pluribus was not tasked to calculate the entire game, as that would be "computationally prohibitive," as noted by the researchers.
Trump had benefited from a media environment that is now shaped by Facebook — and, more to the point, shaped by a single Facebook feature, the same one to which the company owes its remarkable ascent to social-media hegemony: the computationally determined list of updates you see every time you open the app.
SAN JOSE, CA – MAY 01: Facebook CEO Mark Zuckerberg (Photo by Justin Sullivan/Getty Images) SAN JOSE, CA – MAY 01: Facebook CEO Mark Zuckerberg (Photo by Justin Sullivan/Getty Images) Zuckerberg stressed that at Facebook's scale, moving to a less efficient distributed architecture would be extremely "computationally intense" though it might eventually be possible.
In brief vignettes such as this, the film visualizes the ocean of big data — the shorthand term for the "extremely large data sets that may be [and are] analysed computationally to reveal patterns, trends, and associations, especially relating to human behaviour and interactions," according to Oxford Dictionaries — through the use of human form and movement.
For example, Auburn University senior fellow and GDELT co-creator Kalev Leetaru told Gizmodo that he thought Facebook could improve its automated moderation with existing technology, but "the reason platforms are reluctant to deploy it comes down to several factors"—including the cost of running more "computationally expensive" systems and the money generated from extreme content.
While most inventions generated will be nonsensical, the cost to computationally create and publish millions of ideas is nearly zero – which allows for a higher probability of possible valid prior art...The particular Creative Commons license was chosen to prevent commercial use of the text along with restricting derivatives, since the point of the prior art is to be publicly published unmodified as it is to be a valid reference point.
To make the whole process easier and less computationally intensive, the research team has developed a way to take what is effectively a robot that can move in infinite possible dimensions and simplify it to a representative "low-dimensional" model that can accurately be used to optimize movement, based on environmental physics and the natural ways that soft objects shaped like any individual soft robot is actually most likely to bend in a giving setting.
Screenshot: NvidiaWTF is "ray tracing"Previously, ray tracing—which is often referred to as the "holy grail" of graphics—was so computationally intense that most games relied on less accurate statistical light models to create the shadows and reflections see in a graphics, but with RTX, Nvidia is making the ability to calculate calculate these complicated scenes way faster, and even quick enough for ray tracing to be used in real-time see in another recent teaser demo.

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