Classify Spam Emails with Natural Language Processing (NLP): A Python Coding Tutorial
This video shows you how to classify spam emails using Natural Language Processing (NLP) techniques. Written instructions and example code are available on the Science Buddies website: https://www.sciencebuddies.org/scienc...
0:00 Introduction
0:27 Setting Up the Project Environment
0:56 Google Colab Tutorial
1:22 Importing Libraries
1:52 Load Data into Pandas DataFrame
2:17 Preprocessing
2:18 Tokenize a Test Message
6:26 Find Most Common Tokens in Non-Spam Emails
7:05 FInd Most Common Tokens in Spam Emails
8:10 Decide Which Tokens to Count
11:10 Split to Train and Test
13:10 Convert Text Data into Numerical Data
14:27 Train and Evaluate Model
15:31 How to Improve Your Model
15:43 Outro
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