Tools for Data Science

This repo contains the exercises and examples for learning the main tools that python offers to learn and practice Data Science. Most of them are either Jupyter Notebooks (.ipynb) or Python scripts (.py).

Content

1. Python's Standard Library Processing

   • Exercises: ATP Tournament Stats

2. Sorting and Lambda Functions

3. Matplotlib Basics

   • Exrcises: Broadway Plays

4. Matplotlib Layers and Figure Management

5. Matplotlib Plot Types

   • Exercises: Titanic Infographic

   

6. Pandas Series

7. Pandas Dataframes

8. Dataframe Operations

   • Project: Tomato Plagues

   

9. Pandas Sorting

10. Data Cleaning

    • Exercises: Data Filtering

11. Pandas Hierarchy Indices

12. Pandas Joining

    • Project: Uber Express