antoinecarme / pyaf

PyAF is an Open Source Python library for Automatic Time Series Forecasting built on top of popular pydata modules.
BSD 3-Clause "New" or "Revised" License
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Investigate Model Esthetics for PyAF #212

Closed antoinecarme closed 1 year ago

antoinecarme commented 2 years ago

SOTA : Investigate the existing definition attempts of what are the most expected features of a "nice" model.

Esthetics != explainability but the intersection is not empty.

Esthetics != Simplicity but the intersection is not empty.

Exercise : Take too very close models and try to get make a "pitch" for each one (mine is better ;)

Not sure this will lead to some product/value. A nice have.

antoinecarme commented 2 years ago

Esthetics vocabulary

https://dictionary.cambridge.org/fr/dictionnaire/anglais/esthetics

The methods used in these projects decompose shapes in order to explicitly communicate product esthetics and aid the development of interactive design tools.

In the social realm, value systems and esthetics were subject to the arbitrary considerations of the majority.

He identifies them as "life itself," or more particularly, as the various aspects of what he terms "social physiology": religion, morality, law, economics, linguistics, esthetics, and so forth.

It offers programs in cosmetology, nail technology, and esthetics.

These new values were extolled in the theories of utility, constructive sincerity, esthetics or harmony and social or moral value.

He also pursued studies in esthetics and philosophy.

He calls for a naturalistic anthropology, epistemology, scientific methodology, ethics and esthetics.

Gardening for average people evolved as a separate discipline, more concerned with esthetics and recreation, under the influence of the pleasure gardens of the wealthy.

In esthetics, falsity is ugly, and truth is beautiful.

He then studied esthetics and history of art but did not take final examinations.

Its mission is to grow, display, identify and study plants for education, research, conservation, esthetics, and for personal enjoyment and recreation.

Additional post graduate training is sometimes required when specializing in areas such as medical esthetics (working in a doctor's office).

After some investigation, it became clear that there was room in esthetics, also known as the professional (salon) skin care industry, for a magazine.

Beyond esthetics, the bio-filter will help clean and freshen the air in the building, and is expected to help reduce the school's air-conditioning bill.

He is the author of numerous monographs and coursebooks in philosophy, history of philosophy, esthetics, esthetics of art, esthetics of music, poetics, etc.

antoinecarme commented 1 year ago

Added a small tool to visualize the details of model selection as a video.

The video shows the evolution of prediction intervals of all involved ~3000 models sorted from the worst (highest MAPE) to the best (lowest MAPE).

https://raw.githubusercontent.com/antoinecarme/PyAF_Benchmarks/master/model_visualizer/Ozone_models.mp4

https://raw.githubusercontent.com/antoinecarme/PyAF_Benchmarks/master/model_visualizer/AirPassengers_models.mp4

antoinecarme commented 1 year ago

Closing.