Concrete Ideas

My more concrete ideas for blog posts.

Similarity Measures 4 Multi-Dimensional Data

Methods

• Linear - $\rho$V-Coefficient
• Distance: Energy Distance (Euclidean)
• Kernel: MMD
• Information: Variation of Information

Visualization

• Taylor Diagrams

Programming Concepts

• Sklearn Estimator - fit, score, DensityMixin
• XArray Data structures - spatial-temporal datasets
• Matplotlib Visualization - Taylor Diagram Figure from scratch

Data

• Climate Models - CMIP6
• Drought Indicators - ESDC

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Representing Uncertainty in Data w. GPs

Models

• Linearized GP
• MCMC GP
• Unscented GP
• Variational Inference

Programming Concepts

• Jax - functional, autograd, jit, vmap
• Numpyro - ppl
• Plotly Library

Data

• ARGO Floats (nD)
• GPP Data (1D)

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