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Data science applied to Astrophysical problems
andrea.tramacere@unige.ch
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Python knowledge
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object oriented programming
Cython/C wrapping and code optimization
numpy/scipy
pandas
scikit learn
scikit image
object serialization
packaging and distributing
versioning (git)
documentation with sphinx
jupyter notebooks
Nessun argomento
Required
Statistics and Machine Learning - Unsupervised learning
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Kernel Density Estimation
Cython/C wrapping and code optimization
Principal component Analysis
Clustering
Nessun argomento
Required
Statistics and Machine Learning - Supervised learning
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Ensemble methods (classification/regression)
Forests of randomized trees
AdaBoost
Gradient Tree Boosting
Linear and Quadratic Discriminant Analysis
Cross-validation
hyper-parameters tuning
regularization
validation curves
feature extraction
scaling/dim. reduction/sampling
Nessun argomento
Required
MonteCarlo methods
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sampling of distribution/bootstrap
Monte Carlo Markov chain
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