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  2. Training, validation, and test data sets - Wikipedia

    en.wikipedia.org/wiki/Training,_validation,_and...

    A training data set is a data set of examples used during the learning process and is used to fit the parameters (e.g., weights) of, for example, a classifier. [9] [10]For classification tasks, a supervised learning algorithm looks at the training data set to determine, or learn, the optimal combinations of variables that will generate a good predictive model. [11]

  3. ImageNet - Wikipedia

    en.wikipedia.org/wiki/ImageNet

    The ImageNet project is a large visual database designed for use in visual object recognition software research. More than 14 million [1] [2] images have been hand-annotated by the project to indicate what objects are pictured and in at least one million of the images, bounding boxes are also provided. [3]

  4. Model collapse - Wikipedia

    en.wikipedia.org/wiki/Model_collapse

    Model collapse in generative models is reduced when data accumulates. Some researchers and commentators on model collapse warn that the phenomenon could fundamentally threaten future generative AI development: As AI-generated data is shared on the Internet, it will inevitably end up in future training datasets, which are often crawled from the Internet.

  5. Astronaut training - Wikipedia

    en.wikipedia.org/wiki/Astronaut_training

    The selection and training of astronauts are integrated processes to ensure the crew members are qualified for space missions. [6] The training is categorized into five objectives to train the astronauts on the general and specific aspects: basic training, advanced training, mission-specific training, onboard training, and proficiency maintenance training. [7]

  6. Employer Reference Number - Wikipedia

    en.wikipedia.org/wiki/Employer_Reference_Number

    An Employer Reference Number Number (ERN Number) or Employer PAYE Reference is a unique reference number issued in the United Kingdom by HMRC to an employer. [1] Every organisation operating a Pay As You Earn (PAYE) scheme is allocated an ERN, a unique set of letters and numbers used by HMRC (and others) to identify each employer, consisting of a three-digit HMRC office number and a reference ...

  7. Phoenix pay system - Wikipedia

    en.wikipedia.org/wiki/Phoenix_Pay_System

    The 2009 initial funding, the 2010 initiation, the 2016 implementation, and ongoing operation of what would become the Phoenix pay system, was overseen by a series of the Department of Public Services and Procurement Canada Ministers, spanning the tenure of former-Prime Minister Harper (February 6, 2006 – November 4, 2015) and Prime Minister Justin Trudeau (2015–).

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