Series Temporales con Pycaret y Python

Offered By
In this Guided Project, you will:

Entrenar diferentes modelos como Xgboost, Catboost o random forest para predecir series temporales

Predecir datos futuros en base a series de tiempo

Entrenar modelos avanzados de Machine Learning para series temporales

2 horas
No download needed
Split-screen video
Desktop only

En este proyecto aplicado y práctico aprenderás a entrenar modelos capaces de predecir series temporales. Para ello utilizaremos la librería de Pycaret con Python y entrenaremos modelos como: XGBoost, Catboost o Random forest. También aprenderemos a generar modelos más avanzados con lñas diferentes técnicas de ensamblado de modelos. Al finalizar este curso habrás aprendido a entrenar tus propios modelos y a aplicarlos en tus propios proyectos.

Skills you will develop

  • Time Series

  • Machine Learning

  • Xgboost

  • PyCaret

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. Clases de modelos de series de tiempo

  3. Fundamentos de Pycaret

  4. Series temporales univariantes. Pre-procesamiento

  5. Ejercicio aplicado. Pre-procesamiento de datos

  6. Series temporales univariantes. Entrenamiento del modelo

  7. Ejercicio aplicado. Entrenamiento de un modelo para predecir series de tiempo

  8. Series temporales univariantes. Evaluación del modelo

  9. Ejercicio aplicado. Evaluación del modelo

  10. Series temporales univariantes. Modelos avanzados

  11. Series temporales múltiples. Pre-procesamiento

  12. Ejercicio aplicado. Series temporales múltiples

  13. Series temporales múltiples. Entrenamiento y evaluación del modelo

  14. Ejercicio aplicado. Series temporales múltiples. Parte II

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.

Because your workspace contains a cloud desktop that is sized for a laptop or desktop computer, Guided Projects are not available on your mobile device.

Guided Project instructors are subject matter experts who have experience in the skill, tool or domain of their project and are passionate about sharing their knowledge to impact millions of learners around the world.

You can download and keep any of your created files from the Guided Project. To do so, you can use the “File Browser” feature while you are accessing your cloud desktop.

Guided Projects are not eligible for refunds. See our full refund policy.

Financial aid is not available for Guided Projects.

Auditing is not available for Guided Projects.

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.