Machine Learning Techniques for Renewable Energy Predictions
Expert-defined terms from the Professional Certificate in AI Applications for Renewable Energy course at Stanmore School of Business. Free to read, free to share, paired with a professional course.
Adaptive Boosting (AdaBoost) #
Adaptive Boosting (AdaBoost)
Autoencoder #
Autoencoder
Bayesian Optimization #
Bayesian Optimization
Boosted Decision Trees #
Boosted Decision Trees
Convolutional Neural Network (CNN) #
Convolutional Neural Network (CNN)
Cross‑Validation #
Cross‑Validation
Data Augmentation #
Data Augmentation
Decision Forest #
Decision Forest
Deep Learning #
Deep Learning
Ensemble Learning #
Ensemble Learning
Feature Engineering #
Feature Engineering
Gaussian Process Regression (GPR) #
Gaussian Process Regression (GPR)
Gradient Descent #
Gradient Descent
Hyperparameter Tuning #
Hyperparameter Tuning
Imbalanced Data Handling #
Imbalanced Data Handling
Instance‑Based Learning #
Instance‑Based Learning
Long Short‑Term Memory (LSTM) #
Long Short‑Term Memory (LSTM)
Model Interpretability #
Model Interpretability
Multivariate Time Series #
Multivariate Time Series
Neural Architecture Search (NAS) #
Neural Architecture Search (NAS)
Normalization #
Normalization
Outlier Detection #
Outlier Detection
Principal Component Analysis (PCA) #
Principal Component Analysis (PCA)
Probabilistic Forecasting #
Probabilistic Forecasting
Random Forest #
Random Forest
Reinforcement Learning (RL) #
Reinforcement Learning (RL)
Residual Neural Network (ResNet) #
Residual Neural Network (ResNet)
Scalable Machine Learning #
Scalable Machine Learning
Seasonal Decomposition #
Seasonal Decomposition
Support Vector Machine (SVM) #
Support Vector Machine (SVM)
Temporal Fusion Transformer (TFT) #
Temporal Fusion Transformer (TFT)
Time Series Cross‑Validation #
Time Series Cross‑Validation
Transfer Learning #
Transfer Learning
Uncertainty Quantification #
Uncertainty Quantification
Variable Selection #
Variable Selection
Wavelet Transform #
Wavelet Transform
XGBoost #
XGBoost
Yield Curve Modeling #
Yield Curve Modeling
Z‑Score Normalization #
Z‑Score Normalization