From b02d5662d8ed24fc4127def432db79c83d125db3 Mon Sep 17 00:00:00 2001
From: Ravindranath Sawane
 <65583665+ravindranath-sawane@users.noreply.github.com>
Date: Wed, 18 Aug 2021 19:25:08 +0530
Subject: [PATCH 1/2] notebook.ipynb

the dataset is of Diabetes
---
 2-Regression/1-Tools/solution/notebook.ipynb | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/2-Regression/1-Tools/solution/notebook.ipynb b/2-Regression/1-Tools/solution/notebook.ipynb
index e7d80492..4f582f76 100644
--- a/2-Regression/1-Tools/solution/notebook.ipynb
+++ b/2-Regression/1-Tools/solution/notebook.ipynb
@@ -28,7 +28,7 @@
  "cells": [
   {
    "source": [
-    "## Linear Regression for North American Pumpkins - Lesson 1"
+    "## Linear Regression for Diabetes dataset - Lesson 1"
    ],
    "cell_type": "markdown",
    "metadata": {}
@@ -191,4 +191,4 @@
    "source": []
   }
  ]
-}
\ No newline at end of file
+}

From f8bf32890ef154d9da8778750c84f8f0637b34ef Mon Sep 17 00:00:00 2001
From: Ravindranath Sawane
 <65583665+ravindranath-sawane@users.noreply.github.com>
Date: Fri, 20 Aug 2021 19:24:18 +0530
Subject: [PATCH 2/2] Update README.md

Given More Clarity about Natural Language Processing In Introduction
---
 6-NLP/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/6-NLP/README.md b/6-NLP/README.md
index d875929e..d7dfab09 100644
--- a/6-NLP/README.md
+++ b/6-NLP/README.md
@@ -1,6 +1,6 @@
 # Getting started with natural language processing
 
-Natural language processing, NLP, is a subfield of artificial intelligence. The whole field is directed at helping machines understand and process the human language. This can then be used to perform tasks like spell check or machine translation.
+Natural language processing (NLP) is the ability of a computer program to understand human language as it is spoken and written -- referred to as natural language. It is a component of artificial intelligence (AI). NLP has existed for more than 50 years and has roots in the field of linguistics. The whole field is directed at helping machines understand and process the human language. This can then be used to perform tasks like spell check or machine translation. It has a variety of real-world applications in a number of fields, including medical research, search engines and business intelligence.
 
 ## Regional topic: European languages and literature and romantic hotels of Europe ❤️