Quantum Machine Learning Quotes

If you read about quantum machine-learning applications that solve some conventional machine-learning problem with a fantastic speedup, always be sure to check whether they return a quantum output. Quantum outputs, such as amplitude-encoded vectors, limit the usage of applications, and require additional specification of how to extract practical, useful results. ~ Mercedes Gimeno-Segovia

In Hilbert space, the classical states are just in one corner of the room, quantum attention functions are in the middle, and they are the matrix of cosmic functions that can collapse any other quantum wave function and transform the non-classical states into classical states in the Hilbert space. ~ Amit Ray

The beauty of quantum machine learning is that we do not need to depend on an algorithm like gradient descent or convex objective function. The objective function can be nonconvex or something else. ~ Amit Ray

Simulating the behavior of 100 billion neurons of human brain is not feasible by classical computer but quantum machine learning promises to fulfill that requirement. ~ Amit Ray

Quantum Machine Learning is defined as the branch of science and technology that is concerned with the application of quantum mechanical phenomena such as superposition, entanglement and tunneling for designing software and hardware to provide machines the ability to learn insights and patterns from data and the environment, and the ability to adapt automatically to changing situations with high precision, accuracy and speed. ~ Amit Ray

Six qudit virtual photon simulator is our first approach to develop the behavior of 100 billion neurons and to build the core quantum machine learning platform. ~ Amit Ray

Errors per qubit per quantum gate can be handled more efficiently by machine learning techniques. For quantum error correction deep learning algorithms provides greater promises. ~ Amit Ray

Quantum machine learning promises to discover the optimal network topologies and hyperparameters automatically without human intervention. ~ Amit Ray

The quantum attention function can reduce a wave instantaneously to a tiny local region. The wave function evolves naturally, without an observer, from a mix of states into a single, well-defined state. To measure we introduced a matrix of extra non-linear mathematical components known as attention function, which rapidly promotes one state at the expense of others, in a stochastic way. ~ Amit Ray

Just a dozen of high quality qudits will be sufficient to simulate the state of 100 billion neurons of human brain for quantum machine learning. ~ Amit Ray

There's a cellular automaton called TVC. After Turing, von Neumann and Chiang. Chiang's version was N-dimensional. That leaves plenty of room for data within easy reach. In two dimensions, the original von Neumann machine had to reach further and further - and wait longer and longer - for each successive bit of data. In a six-dimensional TVC automaton, you can have a three-dimensional grid of computers, which keeps on growing indefinitely - each with its own three-dimensional memory, which can also grow without bound.

And when the simulated TVC universe being run on the physical computer is suddenly shut down, the best explanation for what I've witnessed will be a continuation of that universe - an extension made out of dust. Maria could almost see it: a vast lattice of computers, a seed of order in a sea of random noise, extending itself from moment to moment by sheer force of internal logic, "accreting" the necessary building blocks from the chaos of non-space-time by the very act of defining space and time. ~ Greg Egan

Google released the basic algorithms for a program called TensorFlow for public consumption by the open-source community. TensorFlow is a set of algorithms that enable fast computers to do "deep learning" with big data sets to perform tasks better than a human brain. "By January 2016 we had a course online on how to use the TensorFlow open-source platform to write deep learning algorithms to teach a machine to do anything - copyediting, flying a plane, or legal discovery from documents," explained Thrun. ~ Thomas L. Friedman

The universe is a soul making machine, and part of that process is learning, maturing, and growing through difficult and challenging and painful experiences. The point of our lives in this world isn't comfort, but training and preparation for eternity. ~ Lee Strobel

During this same period of his life Bohm also continued to refine his alternative approach to quantum physics. As he looked more carefully into the meaning of the quantum potential he discovered it had a number of features that implied an even more radical departure from orthodox thinking. One was the importance of wholeness. Classical science had always viewed the state of a system as a whole as merely the result of the interaction of its parts. However, the quantum potential stood this view on its ear and indicated that the behavior of the parts was actually organized by the whole. This not only took Bohr's assertion that subatomic particles are not independent "things, " but are part of an indivisible system one step further, but even suggested that wholeness was in some ways the more primary reality. It also explained how electrons in plasmas (and other specialized states such as superconductivity) could behave like interconnected wholes. As Bohm states, such "electrons are not scattered because, through the action of the quantum potential, the whole system is undergoing a co-ordinated movement more like a ballet dance than like a crowd of unorganized people. " Once again he notes that "such quantum wholeness of activity is closer to the organized unity of functioning of the parts of a living being than it is to the kind of unity that is obtained by putting together the parts of a machine. "6 An even more surprising feature of the quantum potential was its implications fo ~ Michael Talbot

People worry that computers will get too smart and take over the world, but the real problem is that they're too stupid and they've already taken over the world. ~ Pedro Domingos

Sadhana You can experiment: arrange the best possible meal for yourself, get angry with something, curse the whole world, and then eat it. You will see that day how food behaves within you. At the next meal, approach your food with the reverence that the life-making material deserves and eat it. You will now see how it will behave within you. (Of course, if you're sensible, you'll ignore the first and only do the second!) Most people can bring down the quantum of food they are eating to a third and be much more energetic and not lose weight. It is just a question of how much receptivity you have created within yourself. Accordingly your body receives. If you can do the same amount of work, maintain all the bodily processes, with thirty percent of the food that you eat, that definitely means you are running a much more efficient machine. ~ Sadhguru

What is the point of being educated, of learning to read and write, if you are just going to carry on like a machine? But that is what your parents want, and it is what the world wants. The world does not want you to think, it does not want you to be free to find out, because then you would be a dangerous citizen, you would not fit into the established pattern. A free human being can never feel that he belongs to any particular country, class, or type of thinking. Freedom means freedom at every level, right through, and to think only along a particular line is not freedom. ~ Jiddu Krishnamurti

The greater the uncertainty, the bigger the gap between what you can measure and what matters, the more you should watch out for overfitting - that is, the more you should prefer simplicity ~ Tom Griffiths

But faith betrays sometimes. Faith has fluidity.
Faith evolves like her machine-learning-models, self-correcting from previous experiences. ~ Misba

I'm gonna take all my sadness, frustration, anger and energy and channel it into becoming the best possible student.

I am going to become a learning machine...

Go ahead, go to all your parties. Go ahead and go home to your families and friends every weekend. You are probably smarter than me. But it doesn't matter. While you are goofing around, I'm gonna be studying, and I'm gonna catch you. ~ Peter Rogers

Twisting space-time into knots requires energy on a scale that will not be available within the next several centuries or even millenia-if ever. Even if all the nations of the world were to band together to build a machine that could probe hyperspace, they would ultimately fail. And, as Guth points out, the temperatures necessary to create a baby universe in the laboratory is 1,000 trillion trillion degrees, far in excess of anything available to us. In fact, that temperature is much greater than anything found in the interior of a star. So, although it is possible that Einstein's laws and the laws of quantum theory might allow for time travel, this is not within the capabilities of earthlings like us, who can barely escape the feeble gravitational field of our own planet. While we can marvel at the implications of wormhole research, realizing its potential is strictly reserved for advanced extraterrestrial civilizations. ~ Michio Kaku

Aim for simplicity in Data Science. Real creativity won't make things more complex. Instead, it will simplify them. ~ Damian Duffy Mingle

An unborn child in its mother's womb feels warmth and motion, sees light and dark through the thick red filter of its mother's own body. Its brain begins to process these sensations before it even finishes developing, an insatiable learning machine that is already defining the world months before it understands, on any conscious level, that the world exists. ~ Dan Wells

Our search for the Master Algorithm is complicated, but also enlivened, by the rival schools of thought that exist within machine learning. The main ones are the symbolists, connectionists, evolutionaries, Bayesians, and analogizers. Each tribe has a set of core beliefs, and a particular problem that it cares most about. It has found a solution to that problem, based on ideas from its allied fields of science, and it has a master algorithm that embodies it. ~ Pedro Domingos

A learning machine is any device whose actions are influenced by past experience. ~ Nils John Nilsson

Computers are programmed, so are the humans, but the computers can't act outside their programming, whereas the humans can. ~ Abhijit Naskar

We perceive things differently. For you receiving Jesus means shouting from the hill praises to the Lord. For me, it is a deep and intimate mystical experience. For you living by the Word of God means having leveled and measured life, not smoking, not drinking, and obeying to His Biblical commands as strict as possible. For me, living by the Word of God means trying to find my true path and destiny. Learning who I am, why I am here and what God wants am, why I am here and what God wants me to do. To find that out, sometimes I have to dig deep into those magical and occult books, which you dismiss so easily."
"The only book you need Michael is the Holy Bible. Everything is written in there. All the answers you are searching for. But you have to read with your heart, not your mind. All those other books will just confuse you and blur your mind."
"I disagree. I can't believe I am hearing this from the Pastor of the church in the twenty -first century. Are you sure you didn't fly in with some time machine from the inquisition age. ~ Stevan V. Nikolic

As one Google Translate engineer put it, "when you go from 10,000 training examples to 10 billion training examples, it all starts to work. Data trumps everything. ~ Garry Kasparov

One of the key algorithms of compassionate artificial intelligence is Mother-Infant Inter-brain Synchrony algorithm, which mimics the brain-to-brain synchrony of gaze, facial expressions, touch and heart rhythms of mother and child. ~ Amit Ray

machine learning algorithms are modeled in many ways on human minds, ~ Brett Lantz

Bill arrives with a grin about something. Sure, he's got some jets for my machine and knows right were they are. I'll have to wait a second though. He's got to close a deal out in back on some Harley parts. I go with him out in a shed in back and see he is selling a whole Harley machine in used parts, except for the frame, which the customer already has. He is selling them all for $125. Not a bad price at all.
Coming back I comment, "He'll know something about motorcycles before he gets those together."
Bill laughs. "And that's the best way to learn, too. ~ Robert M. Pirsig

I'm learning so many different ways to be quiet. There's how I stand in the lawn, that's one way. There's also how I stand in the field across from the street, that's another way because I'm farther from people and therefore more likely to be alone. There's how I don't answer the phone, and how I sometimes like to lie down on the floor in the kitchen and pretend I'm not home when people knock. There's daytime silent where I stare, and a nighttime silent when I do things. There's shower silent and bath silent and California silent and Kentucky silent and car silent and then there's the silence that comes back, a million times bigger than me, sneaks into my bones and wails and wails and wails until I can't be quiet anymore. That's how this machine works. ~ Ada Limon

The genius of America's endless war machine is that, learning from the unpleasantness of the Vietnam war protests, it has rendered the costs of war largely invisible. ~ Glenn Greenwald

Another Kilgore Trout book there in the window was about a man who built a time machine so he could go back and see Jesus. It worked, and he saw Jesus when Jesus was only twelve years old. Jesus was learning the carpentry trade from his father.
Two Roman soldiers came into the shop with a mechanical drawing on papyrus of a device they wanted built by sunrise the next morning. It was a cross to be used in the execution of a rabble-rouser.
Jesus and his father built it. They were glad to have the work. And the rabble-rouser was executed on it. So it goes. ~ Kurt Vonnegut

Computer vision and machine learning have really started to take off, but for most people, the whole idea of what is a computer seeing when it's looking at an image is relatively obscure. ~ Mike Krieger

In quantum physics, the study of material at the subatomic level, you get down to the tiniest levels. When they take these subatomic particles, put them in particle accelerators and collide them, quantum physicists discover there's nothing there. There's no one home - no ghost in the machine. ~ Wayne Dyer

Artificial intelligence will not destroy this planet, irresponsible human intelligence will. ~ Abhijit Naskar

The only limit to AI is human imagination. ~ Chris Duffey

Artificial Intelligence is not just learning patterns from data, but understanding human emotions and its evolution from its depth and not just fulfilling the surface level human requirements, but sensitivity towards human pain, happiness, mistakes, sufferings and well-being of the society are the parts of the evolving new AI systems. ~ Amit Ray

machine learning is the general field that studies how complex mechanisms can be created without a designer. ~ Leslie Valiant

In the late twentieth century democracies usually outperformed dictatorships because democracies were better at data-processing. Democracy diffuses the power to process information and make decisions among many people and institutions, whereas dictatorship concentrates information and power in one place. Given twentieth-century technology, it was inefficient to concentrate too much information and power in one place. Nobody had the ability to process all the information fast enough and make the right decisions. This is part of the reason why the Soviet Union made far worse decisions than the United States, and why the Soviet economy lagged far behind the American economy.

"However, soon AI might swing the pendulum in the opposite direction. AI makes it possible to process enormous amounts of information centrally. Indeed, AI might make centralised systems far more efficient than diffused systems, because machine learning works better the more information it can analyse. If you concentrate all the information relating to a billion people in one database, disregarding all privacy concerns, you can train much better algorithms than if you respect individual privacy and have in your database only partial information on a million people. For example, if an authoritarian government orders all its citizens to have their DNA scanned and to share all their medical data with some central authority, it would gain an immense advantage in genetics and medical research over soci ~ Yuval Noah Harari

Neither Man, nor machine can replace its creator. ~ Tapan Ghosh

I am learning slowly to bring my crazy pinball-machine mind back to this place ... ~ Anne Lamott