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  2. Precision and recall - Wikipedia

    en.wikipedia.org/wiki/Precision_and_recall

    In a classification task, the precision for a class is the number of true positives (i.e. the number of items correctly labelled as belonging to the positive class) divided by the total number of elements labelled as belonging to the positive class (i.e. the sum of true positives and false positives, which are items incorrectly labelled as belonging to the class).

  3. 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]

  4. National Commission for Academic Accreditation and Evaluation

    en.wikipedia.org/wiki/National_Commission_for...

    The NCAAA provides services for individuals, government entities, and private entities. [1] The services include programmatic accreditation, i.e., a recognition by the NCAAA that an academic program has met the organization's quality assurance and academic accreditation standards.

  5. Evaluation of binary classifiers - Wikipedia

    en.wikipedia.org/wiki/Evaluation_of_binary...

    Instead, measures such as the phi coefficient, Matthews correlation coefficient, informedness or Cohen's kappa may be preferable to assess the performance of a binary classifier. [10] [11] As a correlation coefficient, the Matthews correlation coefficient is the geometric mean of the regression coefficients of the problem and its dual.

  6. Education and Training Evaluation Commission - Wikipedia

    en.wikipedia.org/wiki/Education_and_Training...

    The Education and Training Evaluation Commission (ETEC) (Arabic: هيئة تقويم التعليم والتدريب), formerly known as the Education Evaluation Authority, [1] is a government organization responsible for planning, evaluation, assessment, and accreditation of educational and training systems in Saudi Arabia in coordination with the Ministry of Education.

  7. Active learning (machine learning) - Wikipedia

    en.wikipedia.org/wiki/Active_learning_(machine...

    The candidate instances are those for which the prediction is most ambiguous. Instances are drawn from the entire data pool and assigned a confidence score, a measurement of how well the learner "understands" the data. The system then selects the instances for which it is the least confident and queries the teacher for the labels.

  8. Education in Saudi Arabia - Wikipedia

    en.wikipedia.org/wiki/Education_in_Saudi_Arabia

    The Saudi education system has been criticised. One observation was, "The country needs educated young Saudis with marketable skills and a capacity for innovation and entrepreneurship. That's not generally what Saudi Arabia's educational system delivers, steeped as it is in rote learning and religious instruction." [105] [106]

  9. Educational technology in Saudi Arabia - Wikipedia

    en.wikipedia.org/wiki/Educational_technology_in...

    In 2010, the list of distance education in higher education institutions in the Kingdom of Saudi Arabia was officially published and ratified. [ 22 ] In 2011, The King Abdullah Ibn Abdul-Aziz Al Saud, the Premier and the Chairman of Higher Education Council, has approved the council's decision on the establishment of Saudi Electronic University .