Filtering Techniques of Light Curves Obtained from CoRoT and Kepler satellites

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Manipulating fits files

Read .fits data
Knowing and fixing the header
Algorithms
Preprocessing data

Filter

Frequency Domain Filtering Fundamentals
Nonlinear filter

Filtering processes

Reading data
Ideal Lowpass Filter - Traduzir
Gaussian Lowpass Filter
Butterworth Lowpass Filter
Bessel Lowpass Filter
Median Filter
Saving data
API

Simulation

Theoretical modeling
Simulation algorithm

Feature Engineering

Reading the data
Feature: Periodograms

Machine Learning

Machine Learning Data
SkTime
SkLearn
Decision Trees - 0.57
XGBoost - 0.585
Gaussian Mixture Models
Lazy Predict

Code Library

IMT-LightCurve Library

Filtering Techniques of Light Curves Obtained from CoRoT and Kepler satellites

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