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GEMSEO 3.0.2+7.g4a17048.dirty
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User guide
Make GEMSEO easy to use
Main concepts
Optimization
Multidisciplinary design optimization
Machine learning
Introduction
API
Unsupervised learning for unlabeled data
Supervised learning for input-output data
Measure the quality of a machine learning algorithm
Calibrate a machine learning algorithm
Transform data to improve the ML algorithm quality
Surrogate models
Scalable models
Algorithm options
Machine learning
¶
Introduction
Machine learning algorithm baseclass
Development
API
Machine learning API
Development
Unsupervised learning for unlabeled data
Unsupervised learning
Clustering
Supervised learning for input-output data
Supervised learning
Classification
Regression
Measure the quality of a machine learning algorithm
Quality measure
Error measure
Mean squared error measure
R2 error measure
Development
Calibrate a machine learning algorithm
Calibration of a machine learning algorithm
Transform data to improve the ML algorithm quality
Data transformer
Data transformer pipeline
Data scaler
Min-max data scaler
Standard data scaler
Dimension reduction
Principal component dimension reduction algorithm
Development