Professional Certificate in ML for Power Generation
-- ViewingNowThe Professional Certificate in Machine Learning (ML) for Power Generation is a valuable course designed to equip learners with essential skills in ML, data analysis, and power system operations. This program is critical due to the increasing demand for ML experts in the power generation industry to optimize power system performance, reduce costs, and improve sustainability.
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โข Introduction to Machine Learning: Fundamentals of ML, types of ML, use cases in power generation.
โข Data Preparation for ML: Data preprocessing, feature selection, data splitting.
โข Supervised Learning Algorithms: Regression, decision trees, support vector machines.
โข Unsupervised Learning Algorithms: Clustering, dimensionality reduction, anomaly detection.
โข Deep Learning for Power Generation: Neural networks, convolutional neural networks, recurrent neural networks.
โข Model Evaluation and Optimization: Metrics, cross-validation, hyperparameter tuning.
โข Deploying ML Models in Production: Model deployment, scaling, monitoring.
โข Ethics and Bias in ML: Bias, fairness, privacy, transparency.
โข Machine Learning Applications for Power Generation: Predictive maintenance, demand forecasting, grid optimization.
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