Western (genre)The Western is a genre of fiction set in the American frontier between the California Gold Rush of 1849 and the closing of the frontier in 1890, and commonly associated with folk tales of the Western United States, particularly the Southwestern United States, as well as Northern Mexico and Western Canada. The frontier was commonly referred to as the "Old West" or the "Wild West" and depicted in Western media as a sparsely populated hostile region patrolled by cowboys, outlaws, sheriffs, and numerous other stock "gunslinger" characters.
Research data archivingResearch data archiving is the long-term storage of scholarly research data, including the natural sciences, social sciences, and life sciences. The various academic journals have differing policies regarding how much of their data and methods researchers are required to store in a public archive, and what is actually archived varies widely between different disciplines. Similarly, the major grant-giving institutions have varying attitudes towards public archival of data.
Data PreprocessingData preprocessing can refer to manipulation or dropping of data before it is used in order to ensure or enhance performance, and is an important step in the data mining process. The phrase "garbage in, garbage out" is particularly applicable to data mining and machine learning projects. Data collection methods are often loosely controlled, resulting in out-of-range values, impossible data combinations, and missing values, amongst other issues. Analyzing data that has not been carefully screened for such problems can produce misleading results.
Music genreA music genre is a conventional category that identifies some pieces of music as belonging to a shared tradition or set of conventions. It is to be distinguished from musical form and musical style, although in practice these terms are sometimes used interchangeably. Music can be divided into genres in varying ways, such as popular music and art music, or religious music and secular music. The artistic nature of music means that these classifications are often subjective and controversial, and some genres may overlap.
Kazakh languageKazakh or Qazaq (Latin: qazaqşa or qazaq tılı, Cyrillic: қазақша or қазақ тілі, Arabic Script: قازاقشا or قازاق ٴتىلى, qɑzɑqˈʃɑ, qɑˈzɑq tɪˈlɪ) is a Turkic language of the Kipchak branch spoken in Central Asia by Kazakhs. It is closely related to Nogai, Kyrgyz and Karakalpak. It is the official language of Kazakhstan and a significant minority language in the Ili Kazakh Autonomous Prefecture in Xinjiang, north-western China and in the Bayan-Ölgii Province of western Mongolia.
Hybrid genreA hybrid genre is a literary or film genre that blends themes and elements from two or more different genres. Works in hybrid genres are also referred to as cross-genre, multi-genre, mixed genre, or fusion genre. The Dictionary of Media and Communication describes hybrid genre as "the combination of two or more genres", which may combine elements of more than one genre and/or which may "cut across categories such as fact and fiction". Some such sub-genres have acquired their own specialised names, such as comedy drama, romantic comedy ("rom-com"), horror Western, and docudrama.
KazakhsThe Kazakhs (also spelled Qazaqs; Kazakh: қазақ, qazaq, qɑˈzɑq, қазақтар, qazaqtar, qɑzɑqˈtɑr) are a Turkic people native to Central Asia and Eastern Europe, mainly Kazakhstan, but also parts of northern Uzbekistan and the border regions of Russia, as well as northwestern China (specifically Ili Kazakh Autonomous Prefecture) and western Mongolia (Bayan-Ölgii Province).The Kazakhs arose from the merging of the medieval Turkic and Mongol tribes.
Pattern recognitionPattern recognition is the automated recognition of patterns and regularities in data. While similar, pattern recognition (PR) is not to be confused with pattern machines (PM) which may possess (PR) capabilities but their primary function is to distinguish and create emergent pattern. PR has applications in statistical data analysis, signal processing, , information retrieval, bioinformatics, data compression, computer graphics and machine learning.
Self-supervised learningSelf-supervised learning (SSL) is a paradigm in machine learning for processing data of lower quality, rather than improving ultimate outcomes. Self-supervised learning more closely imitates the way humans learn to classify objects. The typical SSL method is based on an artificial neural network or other model such as a decision list. The model learns in two steps. First, the task is solved based on an auxiliary or pretext classification task using pseudo-labels which help to initialize the model parameters.
Data transformation (computing)In computing, data transformation is the process of converting data from one format or structure into another format or structure. It is a fundamental aspect of most data integration and data management tasks such as data wrangling, data warehousing, data integration and application integration. Data transformation can be simple or complex based on the required changes to the data between the source (initial) data and the target (final) data. Data transformation is typically performed via a mixture of manual and automated steps.
