ejboettcher / gemcityml-svd

Using SVD to predict from a time series. Tutorial of GemCityML

Home Page:https://ejboettcher.github.io/gemcityml-svd/svd_greenAI.html#/title-slide

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GemCity ML: Green AI

October, 19 2023

Evelyn J. Boettcher

Last year I gave a talk on how to use Tensorflow to predict when we will have another sunspot,from a tutorial from DeepLearning AI:

Deeplearning-AI worksheet on fitting Sun Spot data with timeseries

Raw data Prediction

This go around

Going to use a green algorithm: SVD.

Green AI are a group of classical algorithms that use information about the system to predict / classify. They have the following advantages:

  • Fast to train
  • Fast to run
  • Many cases probability is meaningful.
SVD Prediction

They fail at object detection in images, but there are many other use cases.

https://sthalles.github.io/svd-for-regression/

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Using SVD to predict from a time series. Tutorial of GemCityML

https://ejboettcher.github.io/gemcityml-svd/svd_greenAI.html#/title-slide


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