Executive Development Programme in ML for Energy Resilience
-- ViewingNowThe Executive Development Programme in ML for Energy Resilience is a certificate course designed to equip learners with essential skills in machine learning (ML) and artificial intelligence (AI) for the energy sector. This course is critical for professionals seeking to drive innovation and efficiency in energy systems, as it provides in-depth knowledge of ML models, data analysis, and energy system optimization.
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⢠Fundamentals of Machine Learning: Introduction to ML algorithms, supervised and unsupervised learning, regression, classification, clustering
⢠Data Analysis for Energy Resilience: Data pre-processing, data visualization, statistical analysis, feature engineering
⢠Time Series Analysis: Time series forecasting, seasonality, trend, autocorrelation, moving averages
⢠Deep Learning for Energy: Neural networks, convolutional neural networks, recurrent neural networks, long short-term memory
⢠Natural Language Processing: Text pre-processing, sentiment analysis, topic modeling, named entity recognition
⢠Machine Learning Applications: Predictive maintenance, demand forecasting, anomaly detection, energy optimization
⢠Ethics in Machine Learning: Bias, fairness, transparency, privacy, data security
⢠Machine Learning Tools: Python, TensorFlow, Keras, Scikit-learn, PyTorch
⢠Deploying Machine Learning Models: Cloud computing, containerization, DevOps, MLOps
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