"Repairers" Natural Recordings by Native Speakers
People or businesses that repair things, especially machinery or electronics.
To give a surface a new coat of paint, typically to restore its original appearance or to change its color.
Past tense of the verb "repair": made something whole or fixed something that was broken or damaged.
A person or company that repairs something, especially machinery or a vehicle.<br><br>Examples: car repairer, electronic repairer, plumber's repairer.
The word "repairing" means to fix or mend something that is broken or damaged, often to restore it to its original condition or make it functional again. It can also refer to the act of correcting or fixes faults or errors in something, such as a machine, a building, or a system, or words or text.
A person whose job is to fix and maintain buildings, machines, and other equipment, often at a repair shop or on a site visit.
Repairmen refer to people whose occupation is to repair or fix things, often in a trade context such as plumbers, electricians, carpenters, mechanics, and the like. The term is also often used as a singular noun, referring to a specific individual who offers repair services.
"Repairs" refers to the act of fixing or repairing something that is broken, damaged, or worn out. It can also refer to the act of mending or restoring something to its original condition or to a good working order.
The word "repand" is an archaic or poetic word that means "curved inward" or "enclosed". It is a rare and somewhat obscure term that was more commonly used in the past.
Reparameterisation is a statistical technique used to constraining a number line containing parameters of a statistical model so that they don't cover the whole of its range. The main goal is to ensure stability during the test time of a model. Reparameterisation can take the form of max, min, exp, log, or identity functions over certain conditions, for example, Softplus, for (log) reference probability models and absolute value functions for weights of prior distributions
Reparameterization is a statistical technique used to transform a complex parameterization of a statistical model into a simpler one, while maintaining the same probability of observing the observed data. It is a mathematical process used to make a model more interpretable, computationally efficient, or easier to work with.<br><br>In particular, reparameterization is often used in Bayesian inference to re-express the parameters of a model in a way that facilitates the computation of the posterior distribution. This can be useful when the original parameterization involves complex functions or non-standard distributions, which can make it difficult to sample from or compute the posterior distribution.<br><br>For example, in Bayesian linear regression, the model parameters are often parameterized in terms of the regression coefficients and the variance of the error term. However, this parameterization can lead to difficulties in computing the posterior distribution. By reparameterizing the model in terms of the posterior mean and variance of the regression coefficients, it becomes easier to sample from the posterior distribution and perform inference.<br><br>Reparameterization can also be used to improve the stability and accuracy of parameter estimation by reducing the impact of collinearity between parameters. By transforming the parameters into a new, uncoupled space, reparameterization can help to reduce the time it takes for the algorithm to converge to the optimal solution.<br><br>Reparameterization is an essential tool in many statistical and machine learning applications, including neural networks, hidden Markov models, and transport problem. It allows researchers and practitioners to transform complex problems into more manageable ones, making it possible to develop more robust and efficient algorithms for statistical inference.
The word "reparation" refers to the act of making or providing something to replace or repair something that has been damaged, spoiled, or incomplete. It can also refer to the payment or compensation made to someone for harm, injury, or loss suffered.<br><br>In a broader sense, reparation can also mean the process of making amends or repairing a relationship or a situation that has been damaged or strained.<br><br>Example: The company made reparation for the damages caused by the fire by rebuilding the office building.<br><br>The word 'reparation' can also be used to describe measures taken to rectify a historical injustice. <br><br>Example: The government apologized and made reparation to the indigenous population for the historical injustices they suffered.