Latest Updates

Current Goals

Short term

• Add more methods into EnsembleKalmanProcesses.jl
• Improve robustness of CalibrateEmulateSample.jl
• Boost the vizualization packages
• Explore new examples with new users (currently from CliMA)
• Build example use-case library (from CliMA applications?)

Longer term

• Working with user model instability. (We could also do nothing here, I'm not a fan of modifying priors, but perhaps it needs to be done)
• Public Availability?
• Documentation goals (i recall this good talk in particular that Simon referenced a while back on Slack. We could get some flavour from here perhaps to break down the task - or learn from CliMA experience people have )

Latest Points of action (Assignee), 5 Mar

1. [VizCES] MCMC vizualizations in VizCES (Haakon)
2. [CES] Improve robustness to poorly-conditioned noise covariance with truncated SVD regularizer (Mike/Ollie)
3. [EKP] Adding Unscented Kalman inversion
4. [EKP] Adding Sparse Ensemble Kalman Inversion

Latest features / Developments from EKP (writing a good PR)

1. (PR #4) End-to-end example
2. (PR #3) codecov and bors setup
3. (PR #2) EKP created, tests and examples moved over

Latest features / Developments from CES (writing a good PR)

1. (PR #107) Buildkite pipeline to run current examples. Pipeline is run when bors is staging or trying, returns output and figures
2. (PR #106) Moved Calibration to EnsembleKalmanProcesses.jl, and added interface with it
3. (PR #104) Adds DataContainers for consistent dimensions, tagline "data are columns"
4. (PR #101) Adds example for Lorenz96 model, learning periodic forcing function
5. (PR #100) Adds EKP examples for Loss minimization