Edit: But first I would invent a way to fit a year's worth of time into a single day.
Feels worth the investment if you can manage it in 3 days.
A bit of a thought experiment.
You are trapped on a desert island relaxing at an all-inclusive resort when you're struck with the sudden inspiration to solve a problem. The resort also doubles as an AWS data/computing center, so guests have free access to nearly limitless computational power (CPUs, GPUs, you name it). Coincidentally, there is also the world's largest science/bioinformatics/computing conference happening at the resort at the same time, and all the attendees are bored stiff of sitting through 5 straight days of seminars while overindulging during the evenings.
So a veritable legion of whatever experts you need are on hand to help you in whatever capacity is needed. In fact, you've made good friends with them over the past week lounging around the pool discussing and planning solutions to your most pressing problems.
You've got 3 days left at the resort - what are you building or solving with your new friends? Software to deal with pain points in your day to day work? A critical gap in your field of interest? A risky new method to enable some type of analysis?
Bonus points for the more detail you can provide about the problem, potential approaches, etc.
I would build tools that are helpful for wet lab scientist to deal with their pain points in their day to day work. Most times they don't know how we can help them, and we can be most helpful with some minor work. Some tools that would be helpful:
I would build a platformed aimed at extracting models from distributed datasets without requiring data or metadata to be transferred over the platform; i.e., it operates local data and local compute, and only communicates API commands, parameter updates, or bulk statistics (which can be suitably perturbed to protect privacy). A user could:
Basically: Data silos definitely exist; but you don't have to de-silo all the data to benefit from "all" of it -- just enable the results of pre-specified privacy-preserving (in a zero-knowledge sense) computations to be shared. Throw in a tit-for-tat mechanism (the more you share, the more computations you can run) and you might have a way to encourage a weird sort of cooperation.
Edit: But first I would invent a way to fit a year's worth of time into a single day.
Edit: But first I would invent a way to fit a year's worth of time into a single day.
Feels worth the investment if you can manage it in 3 days.
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I had this happen some time ago, except for unlimited computational power. Went to swim with sea turtles, and I'd still do the same even with limitless resources.
The sea turtles near this resort are incidentally infamous for biting off digits of unsuspecting tourists. True menaces.
Probably a bit late here adding this idea, but if such extensive resources were to be available, it would probably make sense to put them to use to investigate just how "correct" the annotations of all the sequences available on NCBI and other repositories actually are.