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An African flavour to Data Preprocessing Recipes

1. An overview of Data Science tools

Chapter 1: The Data Science Ecosystem
Chapter 2: Getting started with Jupyter and Colab
Chapter 3: Introduction to Python for Data Science

2. Dealing with tabular data

Chapter 1: Working with Series and DataFrames
Chapter 2: Data Reading Methods
Chapter 3: Introducing Features and Observations
Chapter 4: Handling Text Data
Chapter 5: Grouping the Data
Chapter 6: Basic Data Explorations
Chapter 7: Data Organization Methods
Chapter 8: Customizing Functions

3. Dealing with Time Series

Chapter 1: Working with Time Data
Chapter 2: Basic Data Manipulation on Time Series
Chapter 3: Advanced Manipulation on Time Series
Chapter 4: Framing Time Series

4. Dealing with Image data

Chapter 1: Introduction to Image Data
Chapter 2: Basic Image Pre-processing operations
Chapter 3: Advanced Image Pre-processing operations
Chapter 4: Feature Extraction from Images
Chapter 5: Preparing Image Data for Model Training

5. Dealing with Text data

Chapter 1: Introduction to Text Data
Chapter 2: Text Mining Operations
Chapter 3: Feature Extraction from Text Data
Chapter 4: Word Embeddings

Repository
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Index

By Rockefeller

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