From a6b31c668580659f10598ba88599809d75aa5176 Mon Sep 17 00:00:00 2001 From: unknown Date: Wed, 1 May 2024 02:38:11 +0800 Subject: [PATCH] resolve --- open-machine-learning-jupyter-book/_toc.yml | 1 - ...tting-started-with-ensemble-learning.ipynb | 19 +++++++++++++++++-- .../ensemble-learning/stacking.ipynb | 18 ------------------ 3 files changed, 17 insertions(+), 21 deletions(-) delete mode 100644 open-machine-learning-jupyter-book/ml-advanced/ensemble-learning/stacking.ipynb diff --git a/open-machine-learning-jupyter-book/_toc.yml b/open-machine-learning-jupyter-book/_toc.yml index c21841461..d00995ef7 100644 --- a/open-machine-learning-jupyter-book/_toc.yml +++ b/open-machine-learning-jupyter-book/_toc.yml @@ -80,7 +80,6 @@ parts: sections: - file: ml-advanced/ensemble-learning/bagging - file: ml-advanced/ensemble-learning/random-forest - - file: ml-advanced/ensemble-learning/stacking - file: ml-advanced/ensemble-learning/feature-importance - file: ml-advanced/gradient-boosting/introduction-to-gradient-boosting.ipynb sections: diff --git a/open-machine-learning-jupyter-book/ml-advanced/ensemble-learning/getting-started-with-ensemble-learning.ipynb b/open-machine-learning-jupyter-book/ml-advanced/ensemble-learning/getting-started-with-ensemble-learning.ipynb index aff0f3d31..8da218274 100644 --- a/open-machine-learning-jupyter-book/ml-advanced/ensemble-learning/getting-started-with-ensemble-learning.ipynb +++ b/open-machine-learning-jupyter-book/ml-advanced/ensemble-learning/getting-started-with-ensemble-learning.ipynb @@ -88,11 +88,26 @@ "\n", "\n", "$~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~$ — Page 2, Ensemble Machine Learning, 2012.\n", - "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "5ab68564", + "metadata": {}, + "source": [ "Let's look at another example of ensembles: an observation known as [Wisdom of the crowd](https://en.wikipedia.org/wiki/Wisdom_of_the_crowd). In 1906, [Francis Galton](https://en.wikipedia.org/wiki/Francis_Galton) visited a country fair in Plymouth where he saw a contest being held for farmers. 800 participants tried to estimate the weight of a slaughtered bull. The real weight of the bull was 1198 pounds. Although none of the farmers could guess the exact weight of the animal, the average of their predictions was 1197 pounds.\n", "\n", "\n", - "A similar idea for error reduction was adopted in the field of Ensemble Learning." + "A similar idea for error reduction was also adopted in the field of Ensemble Learning which is called voting." + ] + }, + { + "cell_type": "markdown", + "id": "065ec775", + "metadata": {}, + "source": [ + "The video below will show you what is Ensemble Learning and introduce several methods of Ensemble Learning. " ] }, { diff --git a/open-machine-learning-jupyter-book/ml-advanced/ensemble-learning/stacking.ipynb b/open-machine-learning-jupyter-book/ml-advanced/ensemble-learning/stacking.ipynb deleted file mode 100644 index 3f401ebd8..000000000 --- a/open-machine-learning-jupyter-book/ml-advanced/ensemble-learning/stacking.ipynb +++ /dev/null @@ -1,18 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Stacking" - ] - } - ], - "metadata": { - "language_info": { - "name": "python" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}