Advanced Certificate in Machine Learning for Power: Smarter Systems
-- ViewingNowThe Advanced Certificate in Machine Learning for Power: Smarter Systems is a comprehensive course designed to equip learners with essential skills in machine learning and artificial intelligence. This certificate course is crucial in today's data-driven world, where businesses rely heavily on data analysis and predictive modeling to make informed decisions.
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โข Advanced Machine Learning Algorithms:
Covariance Matrix Adaptation Evolution Strategies (CMA-ES),
Particle Swarm Optimization (PSO),
Genetic Algorithms (GA),
Deep Learning (DL)
โข Machine Learning for Power Systems:
Fault Detection,
State Estimation,
Load Forecasting,
Optimal Power Flow (OPF),
Unit Commitment (UC)
โข Feature Engineering and Selection:
Principal Component Analysis (PCA),
Linear Discriminant Analysis (LDA),
Feature Scaling,
Recursive Feature Elimination (RFE)
โข Time Series Analysis:
Autoregressive Integrated Moving Average (ARIMA),
Seasonal ARIMA (SARIMA),
Vector Autoregression (VAR),
Long Short-Term Memory (LSTM)
โข Deep Reinforcement Learning:
Q-Learning,
Deep Q Networks (DQN),
Policy Gradients,
Proximal Policy Optimization (PPO)
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