Introduction to Datasets
Definition of a Dataset
Types of Datasets
Importance in Machine Learning
Data Collection Methods
Surveys and Questionnaires
Web Scraping Techniques
Public Datasets Sources
Data Preparation
Data Cleaning Techniques
Data Normalization
Feature Selection Methods
Data Exploration
Descriptive Statistics
Data Visualization Tools
Practical Applications
Real-world Examples
Hands-on Projects
Dataset Ethics
Data Privacy Issues
Bias in Datasets
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