Reproducibility

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Concepts

Repeatability: Same team, same experimental setup

Replicability: different team, same experimental setup

Reproducibility: different team, different experimental set up

Source: Association for Computing Machinery (2016)

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Blog Posts

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Personal Code

Kernel Model Zoo

• Regression
• Kernel Ridge Regression
• Derivatives
• RBF Kernel
• ARD Kernel
• Linear
• Polynomial
• ArcTangent
• Kernels
• Random Fourier Features
• randomized Nystrom Approximation
• Dependence Estimation
• HSIC, Kernel Alignment
• randomized HSIC

Gaussian Process Model Zoo

• Exact GP
• Sparse GP
• Uncertain Inputs
• Linearized
• Extended
• Unscented
• Moment-Matching GP
• Variational Inference
• Sensitivity Analysis

RBIG 2.0

• pyRBIG
• RBIG Flows
• ITE Tools

ESDC Tools

• Xarray Tutorial
• Dask Tutorial

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Package Contribution

EmuKit