Sankalp Gilda

Inverse transform for dimensionality reduction algos

1

#### Description Hello! Is there a way to inverse_transform any of the 'approximation' methods? I have a dataset of simple 20,0001D timeseries only 30 units long (i.e., [20,000 x 30])...

implementing tsfresh as a node in FEDOT

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`tsfresh` gives access to a whole range of features engineered specifically for time-series problems, and also has sensible feature selection algorithms built in. Is there a way to use tsfresh...

Extremely high standard deviation values with Normal distribution

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Hello, While using MLE error function and Normal distribution, with my y/label values in a sensible range from 0-10, for some samples I get extremely high standard deviation values (~1e10)....

Mixture Density Networks with ngboost

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Hey @alejandroschuler! Is it possible to create an MDN with ngboost? That is combine multiple distributions (in the most general case, from different families) to predict the output of interest?

Encoder-decoder architecture

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Hey Paul, Thanks for this repository! Could you help me understand how one would modify the code to function in an encoder decoder capacity, as referenced in the paper?

[ENH] install package via `uv` instead of `pip`

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**Is your feature request related to a problem? Please describe.** Installation via pip is slow **Describe the solution you'd like** Use uv instead

Hello! When I assess my CPU usage using `top`, I see only 1 CPU being used. Is it possible to enable or implement multiprocessing?