From b12bfbf6389484d415da8fbd6659e7a529e5febb Mon Sep 17 00:00:00 2001 From: Varun Ravi Varma Date: Mon, 1 Oct 2018 23:07:33 +0530 Subject: [PATCH] Update README.md Updated Preprocessing methods. --- README.md | 21 ++++++++++++++++++++- 1 file changed, 20 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 4cb7428..f81e375 100644 --- a/README.md +++ b/README.md @@ -12,4 +12,23 @@ Adding all repeated parts of examples and scripts for solving common machine lea #### Jupyter Notebooks * Exploratory Analysis * Preprocessing -* ML Training \ No newline at end of file +* ML Training + +#### Preprocessing methods: +- Dealing with missing values + - Replace with Mean Values + - Replace with Median Values + - Replace with Most Common Values + - Replace with Specific Value + - Drop records with Missing Values +- Encoding Features + - Target Features + - Multiclass Classification + - Binary + - Non Binary + - Multilabel Classification + - Dependent Features + - Encode Classes to Labels +- Scaling Features + - Scaling + - Normalisation