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  2. List of datasets for machine-learning research - Wikipedia

    https://en.wikipedia.org/wiki/List_of_datasets_for...

    Datasets are an integral part of the field of machine learning. Major advances in this field can result from advances in learning algorithms (such as deep learning ), computer hardware , and, less-intuitively, the availability of high-quality training datasets. [ 1 ]

  3. Cryptogenic organizing pneumonia - Wikipedia

    https://en.wikipedia.org/wiki/Cryptogenic_organizing...

    CT scan showing cryptogenic organizing pneumonia (biopsy-proven) The reversed halo sign is seen in about 20% of individuals with COP. [18] The chest x-ray is distinctive with features that appear similar to an extensive pneumonia, with both lungs showing widespread white patches.

  4. Kaggle - Wikipedia

    https://en.wikipedia.org/wiki/Kaggle

    Kaggle is a data science competition platform and online community for data scientists and machine learning practitioners under Google LLC.Kaggle enables users to find and publish datasets, explore and build models in a web-based data science environment, work with other data scientists and machine learning engineers, and enter competitions to solve data science challenges.

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

    https://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]

  6. Leakage (machine learning) - Wikipedia

    https://en.wikipedia.org/wiki/Leakage_(machine_learning)

    Hence the model partially memorized the patients instead of learning to recognize pneumonia in chest x-rays. [ 3 ] [ 4 ] ) A 2023 review found data leakage to be "a widespread failure mode in machine-learning (ML)-based science", having affected at least 294 academic publications across 17 disciplines, and causing a potential reproducibility ...

  7. CIFAR-10 - Wikipedia

    https://en.wikipedia.org/wiki/CIFAR-10

    The CIFAR-10 dataset (Canadian Institute For Advanced Research) is a collection of images that are commonly used to train machine learning and computer vision algorithms. It is one of the most widely used datasets for machine learning research.

  8. 8-Year-Old Beagle Spending First Christmas with New Family ...

    https://www.aol.com/8-month-old-beagle-spending...

    One happy beagle is bundling up and spending a warm and cozy Christmas with his new family this holiday season. Meet Copper, an 8-year-old beagle who was recently adopted by PETA staffers ...

  9. Community-acquired pneumonia - Wikipedia

    https://en.wikipedia.org/wiki/Community-acquired_pneumonia

    This inhibits lung function, causing dyspnea, fever, chest pains and cough. CAP, the most common type of pneumonia, is a leading cause of illness and death worldwide [citation needed]. Its causes include bacteria, viruses, fungi and parasites. [1] CAP is diagnosed by assessing symptoms, performing a physical examination, by x-ray or by sputum ...

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