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  1. Advanced Feature Selection in Machine Learning for Weather

    Feature selection is an essential step in the data preprocessing phase of machine learning that involves selecting a subset of relevant features (variables) from a larger set. In weather …

  2. Feature Vectors in Machine Learning: What You Need to Know

    Mar 29, 2024 · By providing computers with a systematic way to describe and analyze data, feature vectors empower machines to uncover hidden patterns and make informed decisions …

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  3. Dec 15, 2016 · Neural networks seem to be the popular machine learn-ing model choice for weather forecasting because of the ability to capture the non-linear dependencies of past …

  4. Temperature prediction plays a crucial role in various domains, and machine learning has emerged as a powerful tool for achieving accurate predictions.

  5. GMD - Machine learning for numerical weather and climate …

    Nov 14, 2023 · Machine learning (ML) is increasing in popularity in the field of weather and climate modelling. Applications range from improved solvers and preconditioners, to …

  6. Forecasting of Meteorological Weather Time Series Through a Feature

    Aug 22, 2019 · Reported results exhibit that MLP and LSTM models using the proposed feature vector, they show promising results for univariate forecasting. We tested our method on a real …

  7. An artificial intelligence-based limited area model for ... - Nature

    May 15, 2025 · Artificial intelligence-based models for global weather forecasting have advanced rapidly, but research on high-resolution data-driven limited area models remains scarce. Here …

  8. Revolutionizing Weather Forecasting with Graph Neural Networks

    Jan 3, 2025 · Traditional numerical weather prediction (NWP) methods are being outpaced by cutting-edge AI models like GraphCast by Google Deepmind, offering faster and more reliable …

  9. Weather Forecasting Using Machine Learning Techniques - SSRN

    May 7, 2019 · This paper explores three machine learning models for weather prediction namely Support Vector Machine (SVM), Artificial Neural Network (ANN) and a Time Series based …

  10. Support Vector Machine Weather Prediction Technology Based

    Based on the above analysis, a new weather prediction model based on the improved quantum genetic algorithm (IQGA) [22] and support vector machines (SVMs) [23 – 25] is proposed to …

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