Conocer los fundamentos de la interpretabilidad de modelos
Aplicar librerías para la interpretabilidad de modelos como: SHAP, Partial Dependence Plot y Permutation importance
Desarrollar modelos interpretables de Random Forest, LightGBM, etc
Este proyecto es un curso práctico y efectivo para aprender a generar modelos de Machine Learning interpretables. Se explican en profundidad diferentes técnicas de interpretabilidad de modelos como: SHAP, Partial Dependence Plot, Permutation importance, etc que nos permitirá entender el porqué de las predicciones. Gracias a esto, aprenderás a entrenar modelos Glassbox que puedas entender el porqué de sus decisiones.
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Introducción a la interpretabilidad de modelos en Machine Learning
Desarrollo del modelo de Machine Learning
Importancia de las variables: Permutation Importance
Efecto de las variables: Partial Dependence Plots
Entendiendo las predicciones individuales: SHAP
SHAP con LightGBM
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
What will I get if I purchase a Guided Project?
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Are Guided Projects available on desktop and mobile?
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.
Who are the instructors for Guided Projects?
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.
Can I download the work from my Guided Project after I complete it?
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.
What is the refund policy?
Is financial aid available?
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Can I audit a Guided Project and watch the video portion for free?
Auditing is not available for Guided Projects.
How much experience do I need to do this Guided Project?
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.
Can I complete this Guided Project right through my web browser, instead of installing special software?
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What is the learning experience like with Guided Projects?
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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