What I'm doing
Following the advice of doing short blogposts, let’s give it ago.
Currently I am:
- Helping to organise the Interactive AI CDT Spring Research Conference.
- Preparing for two conferences in April: Climate Informatics 2023 in Cambridge and EGU 23 in Vienna.
- Improving my diffusion-model-based hi-res climate model emulator.
Organising IAI CDT Spring Research Conference
Organising this has been both fun (we get to choose some of the stuff that happens) and frustrating (when a speaker we ask isn’t available on the dates; worrying the other CDT students think it’s all a waste of time). The main purpose of it is for students of the CDT to present our research to each other but we’ve got a couple of interesting speakers coming and hopefully we’ve have some fun too.
Conferences
Looking forward to finally getting to a conference in-person (Covid and caring responsibilities make this not so simple) but not really sure what to expect at a scientific conference and how to make it useful.
Improving my diffusion model
Bit overwhelmed by prioritising and getting through this (not exhaustive) list:
- Quantile Mapping
- Working out why my RAPSD plots are weird
- Evaluating the probalistic part of ML model
- Climate change signal response
- Communicating variability in QQ plots and bias (so variability in CPM and sample quantiles over all locations, CPM and sample means at each location)
- Puttingn together a paper
- Figuring what the hell will my thesis contain
- Better way to display samples
- Picking and fitting some decent baselines (GAN, deterministic UNet, GLMs that perhaps can’t do spatially coherent single samples)