Machine Learning para series temporales con ARIMA, SARIMA...

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In this Guided Project, you will:

Conocer los fundamentos de las series temporales

Entrenar diferentes modelos estadísticos de series temporales como AR, MA, ARMA, ARIMA, SARIMA

Predecir datos futuros en base a series de tiempo

2 horas
Intermediate
No download needed
Split-screen video
Spanish
Desktop only

Proyecto aplicado y práctico para aprender a entrenar modelos de Machine Learning como: AR, MA, ARMA, ARIMA, autoARIMA, SARIMA y autoSARIMA para predecir series temporales con Python.

Skills you will develop

  • ARMA

  • Machine Learning

  • Autoregressive Integrated Moving Average (ARIMA)

  • Time Series

  • SARIMA

Learn step-by-step

In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:

  1. Introducción a las series temporales

  2. Tipos de datos de series temporales

  3. Preprocesamiento y análisis de series temporales

  4. Ejercicio aplicado. Preprocesamiento y análisis

  5. Técnicas para transformar series en estacionarias

  6. Modelo de autoregresión (AR) y métricas de evaluación

  7. Ejercicio aplicado. Modelo AR

  8. Modelo de media móvil (MA) y media móvil autorregresiva (ARMA)

  9. Ejercicio aplicado MA y ARMA

  10. Modelo de ARIMA y autoARIMA

  11. Modelo de SARIMA y auto SARIMA

  12. Ejercicio aplicado. ARIMA y SARIMA

How Guided Projects work

Your workspace is a cloud desktop right in your browser, no download required

In a split-screen video, your instructor guides you step-by-step

Frequently asked questions

By purchasing a Guided Project, you'll get everything you need to complete the Guided Project including access to a cloud desktop workspace through your web browser that contains the files and software you need to get started, plus step-by-step video instruction from a subject matter expert.

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At the top of the page, you can press on the experience level for this Guided Project to view any knowledge prerequisites. For every level of Guided Project, your instructor will walk you through step-by-step.

Yes, everything you need to complete your Guided Project will be available in a cloud desktop that is available in your browser.

You'll learn by doing through completing tasks in a split-screen environment directly in your browser. On the left side of the screen, you'll complete the task in your workspace. On the right side of the screen, you'll watch an instructor walk you through the project, step-by-step.

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