From 8213b302e74f384c372d0f457099d61c22965f58 Mon Sep 17 00:00:00 2001 From: manuel helmerichs Date: Sun, 15 Oct 2023 14:47:18 +0200 Subject: [PATCH] added nutshells for regression & classification --- .../02-00-nutshell-regression.md | 15 +++++++++++++++ .../03-00-nutshell-classification.md | 15 +++++++++++++++ 2 files changed, 30 insertions(+) create mode 100644 content/chapters/02_supervised_regression/02-00-nutshell-regression.md create mode 100644 content/chapters/03_supervised_classification/03-00-nutshell-classification.md diff --git a/content/chapters/02_supervised_regression/02-00-nutshell-regression.md b/content/chapters/02_supervised_regression/02-00-nutshell-regression.md new file mode 100644 index 00000000..b66ae0eb --- /dev/null +++ b/content/chapters/02_supervised_regression/02-00-nutshell-regression.md @@ -0,0 +1,15 @@ +--- +title: "Chapter 02.00: Supervised Regression: In a Nutshell" +weight: 2000 +--- +In this nutshell chunk, we explore the fundamentals of supervised regression, where we teach machines to predict continuous outcomes based on input data. + + + +### Lecture video + +{{< video id="jGxycO-QkM4" >}} + +### Lecture slides + +{{< pdfjs file="https://github.com/slds-lmu/lecture_i2ml/blob/master/slides-pdf/slides-regression-nutshell.pdf" >}} diff --git a/content/chapters/03_supervised_classification/03-00-nutshell-classification.md b/content/chapters/03_supervised_classification/03-00-nutshell-classification.md new file mode 100644 index 00000000..6a8fef4a --- /dev/null +++ b/content/chapters/03_supervised_classification/03-00-nutshell-classification.md @@ -0,0 +1,15 @@ +--- +title: "Chapter 03.00: Supervised Classification: In a Nutshell" +weight: 3000 +--- +In this nutshell chunk, we delve into the basics of supervised classification, where we train machines to categorize input data into predefined labels. + + + +### Lecture video + +{{< video id="x8TG-Jrb_80" >}} + +### Lecture slides + +{{< pdfjs file="https://github.com/slds-lmu/lecture_i2ml/blob/master/slides-pdf/slides-classification-nutshell.pdf" >}}