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"computation" Definitions
  1. an act or the process of calculating something

412 Sentences With "computation"

How to use computation in a sentence? Find typical usage patterns (collocations)/phrases/context for "computation" and check conjugation/comparative form for "computation". Mastering all the usages of "computation" from sentence examples published by news publications.

So we're seeing advances in computation, advances in access to computation as well, right?
The Digitalist vision calls for solving the problems computation brings with more computation, less error-prone human interference, a society on AI-guided autopilot.
"A sufficiently large and high-fidelity quantum computation should have some advantage [over a classical computation] even if it is not fully fault-tolerant," said Gambetta.
This makes sense for computations that depend on each other, where one computation has to wait for another to complete because it depends on the result of the earlier computation.
As with Maps, Apple is going to continue to build out its two-sided AI/ML teams that focus on general computation in the cloud and personalized, data-sensitive computation locally on device.
Current quantum computers are not yet capable of advanced computation.
Computers were just too slow and computation was too expensive.
We do not know whether a computation will yield consciousness.
" The program would focus on "neural computation and adaptive perception.
That's what the Google City is, substituting computation for politics.
It's a gigantic amount of computation that would be needed.
For everyone else, the computation will happen on Microsoft's own servers.
A multimillenium tale of computation days before North America's big event.
Computation accounts for 8 percent of power consumption of a chip.
Imagine that you're at the beginning of the comp, your computation.
This is the whole point of a GPU: massively parallel computation.
Is there too much computation in the world of language translation?
Within four years, quantum computation researchers had achieved a partial answer.
This section will have less computation and more real-world problems.
Researchers at IBM, for example, are developing schemes for figuring out mathematically how much error is likely to have been incurred in a computation and then extrapolating the output of a computation to the "zero noise" limit.
At first, computers were used in celestial mechanics purely for numerical computation.
This is just one example of how Lee unites craft and computation.
But after that, it costs users 5 cents per minute of computation.
"This subjective feeling of confidence relies on a statistical computation," said Kepecs.
AWS's chief use of machine learning is to forecast demand for computation.
Someone has to cover the cost of computation on a public blockchain.
What matters most is doing computation-heavy tasks as quickly as possible.
People now realize that we need the computation capability five years earlier.
The 2000Q isn't designed to be better at every form of computation.
Moore's law has allowed for powerful computation at a very small scale.
At least with light, you can apply computation to improve the image.
And miners are continuously becoming more efficient, doing more computation for less electricity.
In the laboratory, computation has found its way onto molars and into eyeballs.
That's because of the blockchain: doing all of that computation slows your transaction.
Klug's research group focused on theoretical and computation biomechanics, according to the university.
"Data, learning, memory, computation and hardwired goals make intelligence work," said Professor Klein.
The decisions are made at the Designation and Sentence Computation Center in Texas.
I just don't think it's necessary to believe there's something other than computation.
Turing defined a basic framework for thinking about computation before computers really existed.
Statistics result from some computation of data and are useful for summarizing data.
The more computation power you deploy, the better your chance of getting the reward.
To carry out a quantum computation, you need to keep all your qubits coherent.
Functioning analogously to switches and transistors, these gates are what represent the actual computation.
He calls it adult arithmetic, and it involves statistics, analytic thinking and rigorous computation.
Taylor and his disciples assumed it was all comprehensible in the language of computation.
" The next step is in scaling the system up, finding its "fundamental computation power.
In big data and computation, the social sciences saw a chance to grow up.
Gerrymandering used to be an art, but advanced computation has made it a science.
Any quantum computation has to be completed before decoherence kicks in and scrambles the qubits.
And their complex system of computation and rapidly firing lasers can see around that corner.
It's amazing to see this computation successfully happen on a device designed 2000 years ago.
So to jump ahead we'd in a sense have to do a more sophisticated computation.
It also outlines that the need for multiple cameras comes with a high computation cost.
Recently Lieberman has been teaching at the School for Poetic Computation and continuing to experiment.
Everyone living has spent the majority of their existence in the shadow of automated computation.
"DNA synthesis, like sequencing and computation, is foundational technology," the authors wrote in the paper.
Dr. K. Birgitta Whaley, Director of Quantum Information and Computation Center, University of California, Berkeley
I remember thinking to myself, you could go do computation theory or philosophy of mind.
I would prefer that music not seem an afterthought, or the result of algorithmic computation.
To make progress, we need another building block: simple, high-assurance hardware for secure computation.
"It takes huge amounts of energy and computation to run a single simulation," says Sanderson.
Earlier this year, Google presented a paper at the Conference on Human Computation and Crowdsourcing.
The same basic procedure would let you generate entangled particles for use in computation and cryptography.
I needed some theory which combined both computation and statistics to explain what the phenomenon was.
But with Night Sight, Google's expertise in computation photography gives it an edge in low light.
This computation in turn tells that individual coder what to think about the message in question.
This embrace of ground-level computation calls to mind machine intelligence more akin to times past.
For fail-safe operation or quick responsiveness, the computation can't all be done in the cloud.
The present is prime-time for parallel computation, so Intel's move makes all kinds of sense.
Like many fields, architecture has been affected by computation pretty dramatically in the past 20 years.
The most basic idea of logical computation and binary arithmetic goes back to Leibniz in 1705.
"IoT" devices, however, are defined by a variety of constraints: available power, connectivity/bandwidth, computation, cost.
Some people may think, these folks, surveillance capitalists think that we can substitute computation for democracy.
It wouldn't even really suffice as a graphics processor, where massively parallel computation is the norm.
Right now, just a handful of qubits can be strung together to perform a basic computation.
It took a lot of bioinformatics computation and experimentation to locate the best spots to attack.
"We are doing the exact same thing that we did during the computation process," he said.
One strategy is to separate the security mechanisms from other functions, like data storage and computation.
According to his LinkedIn page, Griffith received a PhD in computation and neural systems in 2014.
Google last year launched its Tensorflow chips, which have been designed specifically to aid AI computation.
You have to have a lot of computation to be able to process all this information.
It will do all it can to reduce the total amount of computation a cell must perform.
Excel isn't just about creating tables and doing basic computation; it's so much more complex than that.
But, even with the best data, computation systems meant to "predict" risk or likelihood are very tricky.
The system one's studying is effectively doing a computation to work out what its behavior will be.
All this computation is expensive though, and so the game only runs at 25 frames per second.
DeepBlue won through the brute strength and speed of computation, but AlphaGo's style appeared artistic, almost human.
Batching is a technique where data and weights are loaded into the processor for several computation cycles.
All the machine learning, computation and data processing takes place on the device itself – not the cloud.
Instead, gas will always be pegged to the actual cost of computation, and paid out in ether.
The essence of TPUs is the ability to squeeze heavy and highly sophisticated computation into less silicon.
However, in the realm of communication (rather than computation), the benefits of a quantum approach are certifiable.
The reason chip cards take so long is because they require a lot more computation and communication.
Stanford University and UC Berkeley became part of knowledge creation in geography, chemical weapons, surveillance, and computation.
But research has confirmed what many people share with me anecdotally: Tying speed with computation debilitates learners.
"I've been fascinating by the history of computation for a long time," Bridle tells The Creators Project.
"People steal power for growing marijuana, so people can steal computation power for direct currency," they said.
Wouters emphasizes that the pre-computation are just preparatory steps that don't slow down the attack itself.
An empirical computation engine is an artificial system capable of recursively and intelligently searching a solution space.
Unfortunately, the growth in computation power is not keeping pace with our demands as Moore's Law slows.
"I don't think anybody envisions a reduction in the growth of our appetite for computation," Sartor says.
Compute, especially in the hardware-accelerated parallel computation, that's been very powerful for the advancement of neural networks.
Quanta Magazine spoke with Valiant about his efforts to dissolve the distinctions between biology, computation, evolution and learning.
The scale of the data used in cancer discovery means computation has a huge role in supporting research.
Google also uses the computation power of TPUs every time someone enters a query into its search engine.
These new applications are challenging the industry to deliver much more computation capability at an improved affordability level.
"The larger the grid, the longer it takes to run the computation — so it's a tradeoff," Brennan says.
This necessitates the use of analytics solutions that can scale to the huge storage, memory and computation requirements.
As with classical computer science, quantum computation and even genetics, it is based on the role of information.
Anki isn't storing any voice or video information in its cloud; all the computation on Vector happens locally.
To make the classical computation even more challenging, the team proposed sampling from a circuit chosen at random.
And the company's original product, Mathematica, remains one of the most highly regarded programs for mathematics and computation.
We use different mathematical and cryptographic methods to enable efficient verification of the correctness of the computation results.
Best: Satya Nadella talked about "Conversations as a Platform"Microsoft thinks the future of computation will involve bots.
Currently, such resources are mostly being provided by cloud service providers, where the computation and storage capacity exists.
Computation is an essential technology, but the AI way of thinking about it can be murky and dysfunctional.
This uses the same formula as above for n, so I just built it into my computation code.
Ticker: NTNXMarket cap: $6.1 billionClosing price: $35.14Company description: Nutanix provides cloud-based storage and computation solutions to companies.
I think this is the future of smartphone photography: A lot of computation making up for obvious optical limitations.
" The implication, he said, is that "natural selection has been hugely concerned with minimizing the thermodynamic cost of computation.
The reward for the block computation is listed at 50 BTC, which at today's price is worth roughly $670,000.
In February Mr Musk said that he thought "meaningful" interfaces between the brain and computation were five years away.
Supplying this demand for more computation is especially challenging — the Moore's Law pace of semiconductor advancements has slowed down.
After a bit of math, that comes out to a maximum computation rate of 1.78 trillion instructions per second.
Before we get to biology, I wanted to talk a little bit about your interest in architecture and computation.
That possibility might allow monkeys to match their own actions to what they observed with relatively little mental computation.
Most of us can't afford a million-dollar-a-year electric bill, so that level of computation was inaccessible.
Because all of the computation happens on Joule itself, the glasses can perform real-time analysis of a scene.
The free calculator factors in tree lights and ornaments and provides users with step-by-step computation and visualization.
This isn't the first time Google is doing a type of artificial intelligence computation locally on a mobile device.
In terms of urbanism, it started with research about server farms, urban edgelands, and networked computation at earth scale.
Fifty billion is a large gap, even for computation that advances at something like the pace of Moore's law.
The idea of distributed computation was an old one; concepts like "cloud computing" and "big data" predated Google's rise.
To overcome this, the researchers relied on heavy computation and statistics, designing custom software that could infer missing DNA.
One points to a "Precision Eclipse Computation" page designed by mathematician and computer scientist Stephen Wolfram of Wolfram Research.
Zine-makers working at the intersection of art and technology showcase their projects at the School for Poetic Computation.
Looking at the role of computation and the digital landscape of today from a wider perspective I think the greatest issue is people not reflecting on/being aware of how much of their daily input of information (that eventually turn into decisions, actions, cultural preferences/values) is a product of binary computation.
And often it is an easy computation; it's just that no one had thought of looking at it this way.
The power of this approach lies in its efficiency—it requires less computation than continuously recreating every moment in time.
When a coder receives a message, they use the message in concert with their internal state to run a computation.
This allows us to learn features from the input data which are most relevant for control, making computation very efficient.
"The focus on quantum computation in China came after quantum communication, and so is later in bearing fruit," he said.
We are seeing the need for computation to move out the edge of networks and move closer to the user.
However, to prevent ill-behaved contracts with infinite loops from running forever, every Ethereum transaction computation must be paid for.
Python, which is often used in machine learning, data science and science computation, and cloud infrastructure also is in demand.
CALCULATING machines that run on quantum bits (known as qubits, for short) are, by some accounts, the future of computation.
And by shrinking circuit size, the team notes it has been able to supercharge parallelism while reducing power per computation.
The battery problem: Computing can be a tradeoff between the computation to be made and the energy that it requires.
There, too, it's necessary to get information about quantum bits without destroying the coherence on which the quantum computation relies.
What makes it better than, say, a range sensor (which would catch any obstacle with no computation needed) is unclear.
Yet, despite this revolutionary development, Daubechies said, relatively little effort had been made to refine our methods of data computation.
The former created an algorithmically generated image, and the latter distinguished if it was done by hand or by computation.
Instead, new knowledge, technologies and sophisticated real-world products will be invented by smart robotic platforms called empirical computation engines.
Its graphics chips — a growth area, because such processors are commonly used for artificial intelligence computation — have sold well, too.
Error-correction algorithms could solve these problems, but would increase the computation time and shouldn't be expected in the near term.
So in effect it's a mixture of the traditional algebraic approach from the 1700s and 1800s, together with modern numerical computation.
She joined the new Analysis and Computation Division, a racially and gender-integrated group on the cutting edge of electronic computing.
"Along with Machine Learning and Internet of Things, Improbable's distributed computation technology represents a critical next frontier in computing," he said.
It's a reckoning, or computation, on what mattered to society in any given year — and sometimes even signal where it's headed.
CNBC notes that Amazon's proprietary request server, Sable, which provides "computation and storage services," was the primary cause of the breakdown.
This whole notion of cloud computing and the ability to have as much computation power as you needed is very powerful.
" IOTA's Sønstebø further elaborates on Byrne's point and says that distributed ledgers "shine in renting out computation in the fog, i.e.
Conversing in his limited Italian was what inspired designer and artist Jonas Eltes to create his latest installation, Lost in Computation.
If backpropagation would have had the visibility as it has today, we might be 10 years ahead now (computation power aside).
Next-generation technology, however, will introduce more efficient chip architectures designed expressly for deep neural network computation rather than graphics processing.
Unlike film, even the most basic digital camera requires computation to turn the light hitting the sensor into a usable image.
Mythic (my firm Lux is an investor) is performing the multiply and accumulates inside of embedded flash memory using analog computation.
Together, they direct the "Culture After Computation" project, which uses data to study culture and art before and after the Internet. 
I believe there's a lot of love and compassion that is not explainable in terms of neural networks and computation algorithms.
" According to the chip maker, the collaboration will see Google deploy its "advanced neural computation engine on Movidius' low-power platform.
Machine learning workloads tend to be massive, both in terms of the computation that's needed and the data that drives it.
Researchers have demonstrated a new type of computation based on "magic dust" that has the potential to upend the supercomputing future.
While these algorithms also use data, math and computation, they are a fountain of bias and slants — of a new kind.
After teaching at Vassar for several years, she joined the Navy Reserve, which led to a position at Harvard's Computation Laboratory.
SSNs were created in 85033 to keep track of the earnings history of U.S. workers for Social Security benefit computation purposes.
It's also part of the computation group's job to asses the likely damage from such an impact, no matter how unlikely.
Less than two seconds of computation yields the fob's cryptographic key, allowing them to steal the associated car without a trace.
It also soon led to Project MAC, an M.I.T. computation center for which Dr. Fano was the founding director in 1963.
Each quantum computation starts and ends with a string of ones and zeros — classical bits — at the top of this assembly.
It found that they exhibited slower mental function, decreased memory, and poorer reasoning and computation abilities compared with nonallergic test subjects.
Being able to do things with much less data and with much less computation is going to be interesting and important.
Here's the way I would put it: In most plausible theories of the universe, the universe is a kind of computation.
Petitions are allowed, which require 3 voters in each precinct; have 5 days to file after the county completes its computation.
It would take about a month for observation and another 15 days for computation and declaration of data, the Surveyor General added.
And the reason shows that there is a deep connection between thermodynamics and the processing of information—or in other words, computation.
Looked at this way, life can be considered as a computation that aims to optimize the storage and use of meaningful information.
Quantum communication might allow you to perform calculations on the quantum cloud without the quantum computer knowing what computation it has done.
Statistical analysis has become ascendant: an unfortunate state of affairs, because too often, there is an inverse relationship between computation and meaningfulness.
Lightmatter is a startup that is looking to change the way all that computation is done — and not in a small way.
These will be the crowning glory of the quantum theory of computation, a field founded on a 1985 paper by Dr Deutsch.
We built our own libraries for fast, deep neural net computation on a variety of affordable processors, Qualcomm, Intel and the like.
The origin of the utilitarian social calculus and its foundational account of thinking as a form of computation is social contract theory.
Hawking was one of the loudest to extol the severe dangers that may lie ahead for our desire to create smarter computation.
Like cryptocurrency mining—which in many cases requires running GPUs 24 hours a day—this heavy computation requires a lot of energy.
IBM also opened the IBM Quantum Computation Center in New York in September, where clients can explore practical applications for the technology.
That enables quantum computers to achieve "a tremendous speedup in the parallel-ness of computation," said Kam Moler, Stanford professor of physics.
Again, this is a highly simplified computation that has not yet accounted for any likely shift in demand based on eventual production.
It can determine how a crime was committed and even predict what could happen in a certain place by using computation models.
Let us remember, though, that the essence of computation needn't be restricted to a silicon substrate or to any metaphysically privileged medium.
His theoretical work on a "Universal Machine" created the backbone for much of what we now take for granted in electronic computation.
Since 2018 he has served as assistant director for correctional programs, overseeing security and emergency planning and sentence computation, among other duties.
Those require three voters from each precinct, and they have five days after the county completes its computation to file the petition.
The new machine will be part of IBM's new Quantum Computation Center in New York State, which the company also announced today.
According to traditional cognitive science, 'thinking' is a process of symbol manipulation or neural computation, which gets carried out by the brain.
I'm talking about the phenomenon known as Bitcoin, a monetary system based on computation, complex algorithms and — let's face it — communal delusion.
TechCrunch's own Devin Coldewey writes a candid essay on the transition from improving photography through hardware like lenses to improving photos through computation.
Miners have certainly become more efficient since then, performing much more computation for less power, and there are many more transactions per day.
They prepared the qubits into initial states, performed a computation by applying a specially crafted radio-frequency pulse, and measured the final states.
More complex ones might take far more computation to attack, he says, especially if machine learning interfaces learn to hide their confidence values.
Quantum computers instead use qubits, or quantum bits, that equal some probability of both zero and one simultaneously while the computation is occurring.
Ultimately, I claimed, our time will be remembered by the rise of computation and its effects, not who sits in the White House.
Instead of AI devices doing their computation remotely via an internet connection, they're increasingly handling things locally, with algorithms working directly on-device.
Quantum supremacy refers to when a quantum computer is able to perform a computation that a traditional computer couldn't complete within its lifetime.
These artists are providing insights into how people can more rationally engage the potential of computation as well as skeptically interrogate its failings.
Markets that allow users to exchange goods and services that are fungible will commoditize things like storage, computation, internet connectivity, bandwidth, energy, etc.
Other problems could emerge if Mr Son's plans succeed and Arm IP becomes an essential component for the vast majority of computation everywhere.
"Imagine if we can build machine intelligence that grows the way a human does," adds professor of Cognitive Science and Computation, Josh Tenenbaum.
The advantage of using Placemeter's own sensor is that the computation happens right in the camera and the actual image isn't stored anywhere.
Meanwhile, dense urban environments filled with pedestrians, unusual traffic patterns, and construction increase the amount of computation that needs to occur nearly instantaneously.
It offers a computing platform with a plethora of chip offerings for deep learning that take advantage of GPUs' massive parallel computation abilities.
Limitations: Some researchers argue that applying computation to psychiatry and neuroscience broadly presents challenges, particularly with data and conclusions being inexact and inconsistent.
These constraints include computation and storage limitations, as well as the use of stripped-down versions of known operating systems such as Linux.
It is just a higher level of computation, one that computers can still aspire to or something unique to brain-matter-based thought?
Such quantum "supremacy" has been hard to establish in the purely computational realm, but many important problems hinge on more than just computation.
Using Google's magical computation photography algorithms, the 3a and 3a XL 12.3-megapixel rear cameras produced shots similar to the Pixel 3's.
"I don't think the 'minimal path' is the best question because I don't think that's the computation an adversary would do," Stark wrote.
That's because it requires lots and lots of computation to be successful, and our computers simply weren't powerful enough to get good results.
First, because of the sheer volume of data that is being generated everyday; secondly more computation power is available due to cloud computing.
"In 1999, when ' The Matrix ' came out, the ideas were there, but the computation was very slow," Deepak Pathak, a Ph.D. candidate, said.
Geometry is easy to oversimplify and generalize, especially when it comes to computation, but in our GPS-enabled world, simplifications have big consequences.
Its major technology is spread spectrum, which harnesses lots of computation and clever radio engineering for use in the various functions of smartphones.
They'd develop core skills, such as logic and reasoning, verbal and written communication, and mathematics, with an emphasis on computation, probability and statistics.
The New York Tech Zine Fair took place on December 1, 2018 at the School for Poetic Computation (155 Bank St, West Village). 
Such solutions mean that, to construct a genuine "logical qubit" on which computation with error correction can be performed, you need many physical qubits.
But by the mid-26s there were also experiments in using them for algebraic computation, and particularly to automate the generation of series expansions.
In programming, we usually give the variable a value before we do the computation, which then uses the variable value to yield a solution.
I helped make this open-source tool, I helped make the School for Poetic Computation [a school that approaches writing code like creative writing].
Those limitations put a damper on the amount of computation you can perform on those machines, but they still allow for some practical work.
Computation is well-established in the field of architecture, but I think there are a lot of new chapters that are starting to emerge.
It is nothing short of an article of faith, since we have no empirical evidence that computation, whatever it is, leads to conscious experience.
They send off your request to a server farm somewhere which does the actual computation, and then sends the results right back to you.
To build something you don't want to throw on the ground, you need to balance data, learning, memory, computation and some semblance of goals.
Processors do this too, in a much more complex and regimented way, of course, using spare cycles to speculatively execute various lines of computation.
Above all, the researchers call for the US government to invest in new materials and computing devices that could improve computation and storage efficiency.
"If you want to do very high-level computation, as seems to be required for life, you do not need biochemistry," Pérez-Mercader said.
Deep computation is transforming how we live and work, and how we make human progress in areas like space, agriculture, manufacturing, transportation and retail.
But in this generic gesture of opposition, the opportunity to vivify the specific, material connection between planetary-scale computation and racial capitalism is foregone.
In a sense, it's a quintessential piece of science: take many observations, then synthesize a theory from them, or a least a scheme for computation.
The latter continues to blur the line between Apple's operating systems, with computation power rivaling — and in some cases outperforming — some of its MacOS models.
"We believe the computation algorithm is already ready for LIDAR systems," said Matthew O'Toole, co-lead author of the paper (with lab leader Gordon Wetzstein).
Certainly, the level of computation that Facebook is doing and all the services that we're building is really intense to do in a distributed way.
Matthew Panzarino (TechCrunch): We had like 30 years of CPU-forward thinking and in the last few years, GPU computation has become much more central.
This has been a big factor in phone companies' adoption of AI chips, as on-device computation has a number of advantages over cloud computing.
Then, at the 2003 conference, Geoffrey Hinton, a British polymath, and a cabal of AI researchers founded the Neural Computation & Adaptive Perception (NCAP) working group.
After a long hiatus, he returned in 2003 to set up a CIFAR group dedicated to neural networks, called Neural Computation and Adaptive Perception (NCAP).
She had just solved a major problem in quantum computation, the study of computers that derive their power from the strange laws of quantum physics.
He introduced her to the question of finding a protocol for verifying a quantum computation, and the problem "really fired up her imagination," Vazirani said.
"Our analysis wouldn't have been possible without free access to satellite data and Google Earth Engine [Google cloud] for computation," Joshi told me via email.
For example, tokens built on Ethereum like REP and GNT power a decentralized prediction market and a peer-to-peer market for renting computation, respectively.
The nascent "social credit" system, which ranks citizens on an point scale for ideological conformity, already draws heavily on facial recognition and like computation tools.
Either it's commodity hardware used – inefficiently – for complex computation or specifically designed, expensive boards that can be used to bring in Bitcoin and little else.
This is in contrast to the more typical single instruction, multiple data (SIMD) variety of parallel computation, as would be expected in a graphics processor.
Google today announced the launch of version 0.8 of TensorFlow, its open source library for doing the hard computation work that makes machine learning possible.
Her husband had only understood her dissertation work to be some arcane combination of chemistry and computation; he did not believe climate change was real.
"A continuous cycle of testing and revising biologically inspired models of neural computation is the key to developing insightful theories of the brain," he said.
"If the computation is moved to isolated hardware, the private key's security depends only on the logic of a comparatively simple hardware block," Kocher writes.
The price of computation today is roughly one hundred-millionth what it was in the 251.2s, when the first microprocessors became commercially available (see chart).
David Benjamin, founding principal of the Living, a New York City design studio at the intersection of biology, sustainability and computation, will offer a response.
The glitch caused results of a common chemistry computation to vary depending on the operating system used, causing discrepancies among Mac, Windows, and Linux systems.
And it was there that I heard about a new field where you used computation and genetics research to look back in time — evolutionary genomics.
Perhaps the safest way to describe quantum computing is to say that quantum mechanics somehow creates a "resource" for computation that is unavailable to classical devices.
JC: I think there's this idea of machine intelligence that I think is a better term, though, because it's actually in that case driven by computation.
At the beginning of a computation, one laser is used to increase the energy of the qubits (the ions) until they've reached a desired quantum state.
It all comes down to training neural networks on large mounds of data and transforming that all into a workable algorithm — and that takes computation power.
"This process of mapping the geometry is a sort of computation, in which distances are gauged by transmitting and processing information," he wrote in his paper.
This moves the computation to the edge of the network to avoid the latency that a round trip between the device and the cloud would incur.
But, as Google has shown, those physical limitations don't constrain the possibilities of what can be done with the smart application of machine learning and computation.
One thing we've been focused on in my studio is using computation and creativity to generate possibilities that might not have occurred to a human alone.
Computers today still don't have as much power for computation as the human brain, and we haven't yet explored all the possible techniques for training them.
She applied to graduate school at Berkeley, explaining in her application that she was interested in all aspects of theoretical computer science — except for quantum computation.
We plan to incorporate such techniques into our smart contract platform to further provide privacy and protect the computation output from leaking sensitive information about inputs.
The energy of computation has to come out somewhere, and the combination of heat and rare earth traces is, ultimately, undeniable: a forensics of the machine.
In the late '70s and '80s, the arrival of personal computers like the Commodore 64 gave rise to the first generation of kids fluent in computation.
What's more, they said in a recent paper, they were able to do it "500 times cheaper, both in energy and computation cost" over existing methods.
The best way we have for explaining how it's possible for a machine to do all this is to say it's a machine that does computation.
"To be able to do all the computation you need for a fully automated vehicle, you can almost never have too much processing power," he said.
Because the untimely releases were mostly caused by sentence computation errors, the OIG called on the bureau to implement additional sentence calculation processing or auditing strategies.
But work at New York University shows that by 2035, 6G will usher in the ability to send wireless signals at the rate of human computation.
"The capacity at the edge, that ubiquity is going to be transformative in how we think about computation in any business process of ours," he said.
When playing virtual reality games, the unconscious computation in our brains is forced to work much harder, because it's not familiar with this strange virtual reality environment.
Likewise, it is not obvious that quantum physics could ever be harnessed for computation, since the distinctive effects of quantum physics are so well hidden from us.
But, like a cockroach, RHex can get over rough terrain very easily without worrying about where its feet fall, and that means fewer sensors and less computation.
The PC that Pace used to find the prime number required six straight days of computation on a quad-core Intel i5-6600 CPU to verify it.
Precision agriculture, aided by lots of sensors and computation, lets farmers selectively apply small amounts of water, fertilizer, and pesticide where needed instead of blanketing entire fields.
Along with Nvidia and its expansion into more complex computation beyond gaming graphics, these three names are the leaders that set the direction of future processor development.
This 22-inch Dell G22 gaming laptop might be harder to get parental approval for, but if your field of study involves complex computation, you'll love it.
Importantly, the potential power of a quantum breakthrough will yield a potential exponential power law for applications such AI and cryptocurrency as computation times are dramatically diminished.
I think if you were doing fully decentralized Facebook, that would take massive computation, but I'm sure we could do fully decentralized authentication if we wanted to.
"The biggest problem for computation overall is that the devices generating data are not located close-by to the data centers that perform the analytics," he says.
He thinks the widely predicted "quantum supremacy" that eventually puts a quantum computation incontrovertibly ahead of a classical one will be momentous for scientists and laymen alike.
At the same time, quantum computation, and the quantum-mechanical theory from which it springs, are all subsumed in a newer idea that Dr Deutsch is pursuing.
A standard computer depends on the complete isolation of one bit from the next to prevent a computation from going awry or a document from getting corrupted.
Deeply embedded throughout Taylorism, the ends of productivity and efficiency are not only assumed to be paramount but also to be comprehensible in the language of computation.
Gil Kalai, a professor at Yale University, says that error correcting and noise suppression will never be good enough to allow any kind of useful quantum computation.
The value of gas is determined by the cost of computation for an action the network performs—basically, everything that dapps and smart contracts do cost gas.
At the beginning of the history of computation, it was the human who had to use the language of the machine; early programmers expressed themselves in binary.
"This is one of the things that makes PCs great: I can use local computation and the GPU to analyze every frame of a video," Pratley said.
It's a big shift, with more complexity and calculations or computation required in cloud for the types of experiences that we'll see coming to mobile and PCs.
This could conceivably apply to something like path-finding, or perhaps some load-time computation which might be especially useful for games which leverage randomly-generated content.
Today, the federal government spends about $28500 billion on research, split almost evenly between the life sciences (principally biomedicine) and the physical sciences, including engineering and computation.
Google notes that these preemptible GPUs should be a good fit for any fault-tolerant machine learning workloads and other computation-heavy workloads that run in batches.
Proponents say that such a machine would not suffer the computation errors that plague existing quantum machines—if only physicists could figure out how to build it.
The new attack requires computing two such tables, each of which takes weeks of computation—long enough that Wouters didn't bother to finish creating the second one.
That's the good news about advanced computation: You can use it to make electoral mischief, but you can also use it to detect and measure that mischief.
There's this huge amount of computation and nuance that goes into the image that you get, and it's definitely a fine line that we try to walk.
Unlike Cozmo, however, Vector doesn't require a constant smartphone connection — just Wi-Fi — which is part of why having a more advanced on-board computation system is important.
Which is ironic, given that we are more connected to information than we have ever been before, and the computation necessary to model problems has never been cheaper.
In-car screens which display information and entertainment will become more common, and require information processing; electric drivetrains require computation to manage battery levels and optimise their performance.
Additionally, computation is expensive and sometimes it's more efficient to use a reference table and estimate (interpolate) between missing values rather than compute for every input/output pair.
But computer scientists "don't have a very sophisticated understanding of, or ability to measure, actual computation time," said Henry Yuen, a computer scientist at the University of Toronto.
Only the results of the computation can be decrypted and viewed by all parties—meaning that you only get the results, not the data you didn't already own.
With generative design, we set up high-level objectives and constraints and let the computer (or infinitely scalable cloud computation) create design options that best fit their criteria.
Because the untimely releases were mostly caused by sentence computation errors, the OIG called on the bureau to implement additional sentence calculation processing or auditing strategies. http://bit.
Computation at the sensor, rather than in the cloud, massively reduces movement of data, and eases the complexity and cost of deploying connected devices in bandwidth-constrained areas.
But it reflects an intellectual pecking order — anything to do with kids is soft, it's women's work, it's at the opposite end of the pecking order from computation.
"We have the technology...to manipulate individual atoms or individual ions...so we can build a quantum...system where computation can grow and grow exponentially fast," he said.
Art and computation could be a portal to better understanding the universe at large—at least, that's what NASA and French artist Patrice Olivier Acardy are betting on.
Among the more pressing challenges (or even the most pressing challenge) in quantum computation and quantum information, generally, is increasing the amount of information that can be represented.
This quantum computation has very little structure, which makes it harder for the classical computer to keep up, but it also means the answer is not very informative.
How can historical radical images, no matter how rambunctious, have any impact considering what planetary-scale computation and the movement of people has done to regional geopolitical realities?
Computation is done by putting several coins tied together in the box at the same time and interacting them in a way such that those initial values combine mathematically.
Landauer's resolution of the conundrum of Maxwell's demon set an absolute lower limit on the amount of energy a finite-memory computation requires: namely, the energetic cost of forgetting.
If quantum mechanics seems to predict that you can harness an exponential number of amplitudes for computation, then so much the worse for our present understanding of quantum mechanics.
To all appearances, a 53-qubit device really was able to harness 9 quadrillion amplitudes for computation, surpassing (albeit for a special, useless task) all the supercomputers on earth.
As readers of this blog or my book, "World After Capital," know, I think privacy is a red herring that is leading us down a path toward controlled computation.
Pippin Barr, Assistant Professor in the Department of Design and Computation Arts at Concordia University in Montréal, has released a game that I'm sure you're all going to enjoy.
Like, for example, this ASMR-style video made inside IBM's new Q computation center — a research lab where the company is hard at work on its quantum computing hardware.
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.
"We're moving towards a new paradigm for computation," quantum information scientist Michele Mosca, who's based at the Institute for Quantum Computing at the University of Waterloo, recently told me.
In their design, four qubits are used for the actual computation, while the single remaining qubit is used to move information within the computer and to output the result.
The FT reports that Huawei's stake in the company will give it access to OSI's portfolio of companies, which includes companies in artificial intelligence, computation, energy, defence, and health.
The resulting models were compared with ones generated by more traditional means, and generally they appear to be as good or better, while requiring far less computation to create.
I think the creativity issue is really core to people's difficulty grappling with AI. Many of us want to believe there's more to the human mind than "just" computation.
Legrady, who received a Creative Capital award in 20023 for his more recent work involving computation and photography, recently shared some of these photographs on the Creative Capital blog.
In modern times, Kelly's 2002 article, a survey of Matrix-like, variously murky scientific theories of "universal computation," appears to be one of the first that uses the term.
Moving computation to the edge has enabled Envision to cut down data analysis time from 10 minutes to mere seconds, providing them with actionable insights and significant business benefits.
You can't talk to any of these in the sense like I would talk to you or any other person because they don't have that computation ability behind them.
Summary of Financial Statement Adjustments - Fitch adjusts for leases capitalised applying a capitalisation factor of 8.0x to arrive at a debt-equivalent figure for the computation of leverage metrics.
Related: A Smell-Based Dating Service Lets Your Scent Do the Talking Student–Robot Conferences at The School for Poetic Computation A Synthetic Biologist's Beautiful Palette of Bacteria Art
"I'm sure we'll see improved experimental demonstrations of [error correction], but I think it will be quite a while before we see it used for a real computation," he said.
The encrypted information was then uploaded into the cloud, and the researchers used a secure, multi-party computation to analyze it, revealing only the genetic information important to the investigation.
California Institute of Technology professor John Preskill, who originally created the term "quantum supremacy," says that while what Google did was an achievement, the computation itself has little practical value.
The US military hopes to use the Majorana particles as qubits in topological quantum computers, a theoretical type of machine that uses quasiparticles for computation and is robust against decoherence.
CNNs, by comparison, look at difference aspects of data simultaneously — a style of computation that is much better suited to the GPU hardware used to train most contemporary neural networks.
And for machines to be able to do that was very, very difficult because you knew a lot of computation, a lot of data, and a lot of label data.
Golem, which recently raised $8.6 million in Initial Coin Offering (ICO), has created a peer-to-peer computation sharing platform on the Ethereum blockchain, which it dubs 'Airbnb for computers.
Although chipmakers continually improve the efficiency of computation relative to power, bitcoin's automatic reset means that as long as there is money to be made, miners will consume more power.
Restricted Cash - we exclude cash from segregated accounts and funds that are required to be held by the regulator (GBP149m as of FYE15) from our computation of readily available cash.
Summary of Financial Statement Adjustments - Fitch adjusts for leases capitalised by applying a capitalisation factor of 2000x to arrive at a debt-equivalent figure for the computation of leverage metrics.
"We showed for the first time that it's possible to actually do all this computation and sensing using insects in lieu of drones," explained Gollakota in a UW news release.
That is, we can readily trim away all of the GUI trappings of image editing software and get right down to bare computation—editing images via bare code, that is.
"These systems have many thousands of nodes, and the nodes have hundreds of cores, and the cores have thousands of computation units, so there's like, billion-way concurrency," Stevens explained.
In a forthcoming paper to be published in October in Neural Computation, a peer-reviewed journal of the MIT Press, she lays out potential medical evidence for Cuban microwave strikes.
To perform a computation with many such qubits, they must all be sustained in interdependent superpositions of states—a "quantum-coherent" state, in which the qubits are said to be entangled.
Because Lighthouse is both a product and service (computation in the cloud is expensive), the same product is being sold for three different prices with different amounts of pre-paid service.
Another promising approach iDash has supported is something called fully homomorphic encryption, which allows users to run any computation they want on totally encrypted data without losing years of computing time.
Thankfully, those protesters were smart enough to realize that a peaceful demonstration is the best way to advertise the potential for instability to those who have yet to do the computation.
Singularitarians retort that the laws of physics define a limit to how much computation you can cram into a given amount of matter, and that humans are nowhere near that limit.
Correction (November 16th 2017): The original version of this story suggested that Sebastian Thrun and Jeff Hawkins were members of the Neural Computation and Adaptive Perception group, which studied neural networks.
One thing it would mean is that we would have accepted, even if only tacitly, the contention that management of human labor is a problem comprehensible in the language of computation.
While macro tech advancements can greatly advance applied AI, the algorithm is not totally held hostage to current limits of computation; reinforcement through training also can improve the algorithm's response time.
In the late 20153s, Grace Hopper worked at the Harvard Computation Lab as part of the Navy Reserve, programming the Mark 1 computer that brought speed and accuracy to military initiatives.
New deep learning-powered features like facial recognition in your photos and conversational suggestions in your messages were showed, but Apple stressed that all the computation was happening on your device.
This alone reduced word error rates drastically, and did so with relatively little change to the original model, meaning there's less need for heavy computation when adjusting to a new voice.
There are, of course, major challenges in doing this, from hardware limitations (CPU, RAM, battery… ) to software limitations (the OS can kill you anytime, right in the middle of a computation).
"This is mostly because we don't consciously perceive a magnetic field like we consciously see and hear things," says Connie Wang, a graduate student in computation and neural systems at CalTech.
But if you have to do the same thing as you store or retrieve megabyte after megabyte of data, for instance with images or video, that extra computation adds up quick.
There, it found that LinkedIn was also applying its social graph-building algorithms to build networks — to suggest professional networks for users, or "undertaking pre-computation," as the DPC describes it.
It is true that much of what the brain does is nonconscious computation, but neuroscientists suspect that our working memory and attentional systems are part of the neural basis of consciousness.
It captured that state of mind with just a couple seconds of computation — rather more efficient than the writing method I used, which was to get drunk on cheap red wine.
Since then, the proof has been validated and simplified, but there are still parts of it that entail brute-force computation, of the kind employed by AlphaZero's chess-playing computer ancestors.
She also holds a Ph.D. in design computation from M.I.T. and was recently honored with the National Design Award in recognition of her contribution to the world of design and architecture.
Unfortunately, photorealistic 3D environments use a lot of computation compared to simpler virtual ones, meaning that researchers are limited to a handful of simultaneous instances, slowing learning to a comparative crawl.
"While we were finally able to obtain compliance with your inappropriate preconditions, the delay deprived the campaign of the right to have counsel present during the computation reporting process," Gallagher wrote.
Deep learning, on the other hand, takes in massive training data and more computation power and delivers the horsepower to extract features from unstructured data sets and learn without human intervention.
Improvements in electric energy storage and the exponential growth of computation power and data storage, he argued, had enabled robots to learn and make decisions informed by the experiences of other robots.
Computing power was at the heart of the "precision" bombing campaigns in Vietnam throughout the 1960s, and significant campus protests were focused on stopping newly founded computation centers from conducting their work.
If you use over a million minutes you will be charged — computation is expensive, so it wouldn't make sense to allow someone to troll the company with a 50 terabyte audio file.
The equations of quantum theory certainly show that it will work: that, at least for some classes of computation such as factorization or database searches, there is tremendous speedup of the calculation.
Taeyoon's Occu-bot, endlessly raising its protest sign up and down, is a kind of kinetic sculpture testifying to the dysfunctional nature of computation as a whole, a topic not much discussed.
It's called evolutionary computation, or genetic algorithms, and it sets up machines to do certain tasks; when one is successful through trial and error, it's combined with other machines that are successful.
But the beauty of the developments and computation and modeling and simulation allows us to do a lot of that in a virtual environment as opposed to a real physical environment, right?
The peer-to-peer nature of the blockchain and distributed ledgers will also help move computation closer to where the data is being generated, and avoid bottleneck round-trips to cloud servers.
In DSLRs, autofocus accuracy and flexibility are marquee features, so this early use case made sense; but outside a few gimmicks, these "serious" cameras generally deployed computation in a fairly vanilla way.
Each qubit in a processor is capable of introducing error into a computation, which makes it hard to strike a balance between low error-rates and the 'power' of a quantum processor.
But we've learned a lesson from the thickening layer of computation in our lives, turning every toaster and toothbrush into a "smart" device: be careful what you wish for in networked intelligence.
Now, after years of work, cryptographers and data scientists at Google have come up with a technique to enable this "multiparty computation" without exposing information to anyone who didn't already have it.
There's a universe where the Google Home could have been built on Android — that would allow it to do more computation locally and also change the equation for third party app developers.
First, you need a tool that can support sharing the details of computation in a given study, and then you need to foster a culture that rewards researchers for actually using it.
This extremely computation-intensive task stitches together the video feeds of multiple cameras into a single video signal that can be viewed on VR headsets, either locally or remotely via the cloud.
Rhee said Edge TPUs might be "disruptive for the cloud competition," because some computation can now take place at the device level rather than all of it being sent to data centers.
Electronic computation was still something of a novelty at NASA, and Mr. Glenn was unsettled by the use of a soulless mass of metal to divine something on which his life depended.
One nice feature of Delaunay's computation was that it was in a sense entirely algebraic: everything was done symbolically, and only at the very end were actual numerical values of parameters substituted in.
I like to think of this as the façade of computation: we're all so desperate to believe in the magic of the algorithm that we bend over backward to make it seem real.
The Libratus-Bridges collaboration is fueled by tremendous computing power (Bridges has access to 15 million core hours of computation and 2.5 petabytes of data) and the wondrous, adaptive powers of machine learning.
Its computation photography technique, called Phusion, works especially well for sharpening detail in shots taken on hazy days or when elements in the scene have been over-exposed, according to MD Christopher Cytera.
It finds the lowest point in the vast landscape of solutions, which corresponds to the best possible outcome—although it does not attempt to fully correct for any errors, inevitable in quantum computation.
Another study on election bots from Oxford University's Project on Computation Propaganda released earlier this week found that pro-Trump bots were generating seven times as many tweets as the pro-Clinton bots.
He's also listed in the paper as an inventor on four patents, all tied to neural networks processors and computation, which you can think of as computing systems designed to mimic the brain.
Artist Tega Brain, who teaches at New York's School for Poetic Computation, and Sam Lavigne, an editor and researcher at New York University, created Smell Dating, which they describe as an art project.
To optimize processor usage, a system arranges instructions—atomic machine-level units of computation that are at the bottom of all software—in queues intended to minimize the number of wasted processor cycles.
Much the way human athletes are regulated for substances, racing officials now limit the amount of computation cars can use, including wind tunnel simulations between races, so it pays to move data quickly.

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