125 update roadmap

[astrogilda]

Pull Request Template

Description

Updated roadmap in README.md.
closes #125
Expanded roadmap at #144

Type of change

Please delete options that are not relevant.

• [ x] This change requires a documentation update

Checklist:

• [ x] My code follows the style guidelines of this project
• [ x] I have performed a self-review of my own code
• [ x] I have made corresponding changes to the documentation
• [x ] My changes generate no new warnings

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[fkiraly]

It seems like this PR accidentally contains commits from multiple PR. Accidental push?

Can you kindly untangle this?

[fkiraly]

Thanks, and for resolving the merge conflicts!

My suggestion would be to split this roadmap in two: a high-level, short part in the README, and an issue ("tsbootstrap roadmap 2024-2025" or similar) which the README links to.

E.g., high-level as follows

• performance and scaling - handling large datasets, distributed backend integration (dask, spark, ray), profiling/optimization
• tuning and autoML - adaptive block length, adaptive resampling, evaluation based parameter selection
• real-time and stream data - stream bootstraps, data update interface
• stage 2 sktime integration - evaluation module, datasets, benchmarks, sktime forecasters in bootstraps
• API and capability extension - panel/hierarchical data, exogenous data, update/stream, model state management
• scope extension (to be discussed) - time series augmentation, fully probabilistic models

Further details: [link to decompressed version]

[fkiraly]

Yes, that's nice - I also liked the longer version though, it had more detail.

I see you opened an issue, we could consider linking to it.

[astrogilda]

it's linked in the updated readme.py

[fkiraly]

you can follow a hash if it is in a markdown doc in the repo? I thought that worked only in issues and PR?

[astrogilda]

Just tried, I guess you can't. I'll put it here.

[fkiraly]

you could just add an ordinary link, like [name](URL)

[astrogilda]

sure. let's please approve it after this.