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Objetivos

01

What’s a Rich Text element?

The rich text element allows you to create and format headings, paragraphs, blockquotes, images, and video all in one place instead of having to add and format them individually. Just double-click and easily create content.

Static and dynamic content editing

A rich text element can be used with static or dynamic content. For static content, just drop it into any page and begin editing. For dynamic content, add a rich text field to any collection and then connect a rich text element to that field in the settings panel. Voila!

How to customize formatting for each rich text

Headings, paragraphs, blockquotes, figures, images, and figure captions can all be styled after a class is added to the rich text element using the "When inside of" nested selector system.

02

What’s a Rich Text element?

The rich text element allows you to create and format headings, paragraphs, blockquotes, images, and video all in one place instead of having to add and format them individually. Just double-click and easily create content.

Static and dynamic content editing

A rich text element can be used with static or dynamic content. For static content, just drop it into any page and begin editing. For dynamic content, add a rich text field to any collection and then connect a rich text element to that field in the settings panel. Voila!

How to customize formatting for each rich text

Headings, paragraphs, blockquotes, figures, images, and figure captions can all be styled after a class is added to the rich text element using the "When inside of" nested selector system.

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Perfil de Estudiante

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Temario

What’s a Rich Text element?

The rich text element allows you to create and format headings, paragraphs, blockquotes, images, and video all in one place instead of having to add and format them individually. Just double-click and easily create content.

Static and dynamic content editing

A rich text element can be used with static or dynamic content. For static content, just drop it into any page and begin editing. For dynamic content, add a rich text field to any collection and then connect a rich text element to that field in the settings panel. Voila!

How to customize formatting for each rich text

Headings, paragraphs, blockquotes, figures, images, and figure captions can all be styled after a class is added to the rich text element using the "When inside of" nested selector system.

Evaluación y proyectos

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Bourbaki Finanzas

Aplicaciones de la reguralización en Machine Learning

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Temario

Regresiones lineales y su regularización

  • Repaso Espacios de Probabilidad y Variables Aleatorias
  • Definición formal de sobre-ajuste
  • Método de Gauss para mínimos cuadrados: caso inyectivo
  • Repaso de inversión de matrices y cálculo diferencialSoluciones exactas y analíticas (método del gradiente)
  • Cualidades estadísticas del método de Gauss
  • Test estadísticos e intervalos de confianzaCaso no inyectivo y regularización de Ridge (norma L2)
  • Regularización de Lasso y comparación (norma L1)
  • Repaso de distribuciones continuas y Teorema Límite Central
  • Interpretación Bayesiana Ridge (Normal) y Lasso (Laplace)Regresiones robustas (OPCIONAL)

Redes neuronales y su regularización

  • Algoritmo del Perceptrón clásico
  • Justificación teórica del Perceptrón en el caso lineal
  • Solución analítica (on-line) del Perceptrón
  • Regularización del Perceptrón y SVMRedes neuronales en general
  • Regularización en general para redes neuronales

Árboles de decisión y su regularización

  • Clasificación no lineal
  • Definición formal de los árboles de decisión
  • El concepto de entropía
  • Álgoritmos de aprendizaje
  • Regularización para árboles de decisión​

EstabilidadEstabilidad y regularización

  • Estabilidad en regresiones logísticas
  • Estabilidad en boosting
  • Estabilidad en máquinas de soporte vectorial

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