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Quantization Quotes

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"Things are quantized in quantum mechanics. They come in discrete integer quantities."
"Energy can only exist in the form of certain discrete packets called quanta."
"We intentionally inject noise into our quantization process to provide the illusion of a gradient."
"Making midi notes sound more human, because when we start to quantize notes, it starts sounding a little machine-like."
"Quantization means you can think of it like putting things in time and music really revolves around timing."
"I certainly hope that we will finally see evidence that gravity is actually quantized."
"Quantization aims to use integer numbers to represent parameters in neural networks while maintaining accuracy."
"Symmetric quantization maps a symmetric input range into a symmetric output range, preserving zero mapping."
"Dynamic quantization calculates alpha and beta on the fly for each input to quantize the input matrix."
"Calibration is used to map the quantized output back to the original floating point numbers by collecting statistics about the output."
"The goal of quantization is to reduce the number of bits required to represent each parameter and also to speed up the computation."
"Post training quantization means that we have a pre-trained model that we want to quantize."
"The goal of introducing these operations is just to introduce some quantization error so that the loss function can get ready to counter the effects of quantization."
"With a molecule I can speed up or slow down the spin by giving it energy or removing energy and now it's quantized I can you know increase it to from two to three to four to five I can't go in between."
"We're pushing on all these fronts at once, quantization is a really important tool in the toolkit."
"Energy is not contiguous; it's quantized."
"We calculate our DCT coefficients, we quantize them to remove the high frequency ones, and then we huffman encoding to compress that into a manageable small stream that we put into our JPEG file."
"There's something about quantization that we don't understand."
"During the quantization, the sampled voltage might still be affected a little bit by the input signal."
"When you play with the tuning, it quantizes it to the closest note."
"Quantization is a purely geometrical phenomenon and it has to do with why there are distinct energy levels because there are distinct sheets in a Riemann surface."
"In quantum mechanics, angular momentum comes quantized in units of h-bar."
"Quantum particles can only have specific energies."
"The field can be quantized with a great economy in the formalism."
"The number of electrons on it will be an integer number, and therefore charge will necessarily be quantized."
"Each band has a Chern number which tells me just how much will that band contribute to the quantum Hall effect if it's filled with electrons."
"What we're seeing here is a quantum phenomenon known as quantization."
"A particle therefore can only have specific energies; it cannot be anything in between."
"The energy can only take a set of discrete or quantized values."
"Leads to quantization. That's it. That's the ticket."
"The energy eigenvalues of the bound states of the hydrogen atom are quantized."
"The green quantized waveform looks very similar and it's a good estimation of the original signal."
"Peak to average power ratio for any signals is important especially when you're quantizing."
"Quantization... has turned out to be one of the most important factors of machine learning hardware and machine learning frameworks at all."
"The most easy-to-use technique is dynamic range quantization, which doesn't require any data."
"Quantization aware training is a training time technique for improving the accuracy of quantized models."
"Now we want to quantize this infinite number of freedoms, and now this becomes quantum field theory."
"With the hybrid quantization, there's a number of benefits."
"You cannot move continuously in quantum physics; things always move in units of H-bar, quantized units."
"It might be advantageous from the point of view of parameter quantization to implement a system as a Cascade or parallel combination of first or second order sections."
"The semi-classical quantization is incredibly important and it's useful either as an exact or an approximate result for all one-dimensional problems."
"If you try to quantize the system, you find something really beautiful."
"Energy is quantized, and if you treat energy as coming in set discrete amounts, then mathematically you could actually get this shape."
"The movement of an electron is quantized."
"The electron energy is quantized and can only exist in these very specific amounts, and cannot exist between them."
"The reason why ladder operators are so useful in quantum harmonic oscillators is that the energy eigenvalues are quantized."
"The core religion of math is that it has to be quantized; you have to be able to count it."
"The energy eigenvalues of the quantum harmonic oscillator are quantized."
"Milliken... always found that it was a multiple of 1.6 times 10 to the minus 19 coulombs."