1-Introduction
Strong Data Science Libraries : The SciPy Ecosystem
- pandas : Python Data Analysis Library
- matplotlib : 2D Plotting Library
Provides excellent basis to move into Machine Learning, Text Mining and Network Analysis
David Donoho 50 Years of Data Science
- Data Exploration and Preparation
- Data Representation and Transformation
- Computing with Data
- Data Modelling
- Data Visualization and Presentation
- Science about Data Science
Python Knowledge
Python Knowledge
- Lists, Dictionaries, Tuples
- Strings
- Files
- Datetime
- Functional Approach - Map, Lambda
- Numpy
Pandas Toolkit
Pandas Toolkit
This toolkit brings functionality in R to Python world
Provides the data structure for thinking about data in tabular form.
Advanced Querying and manipulation with Pandas
Advanced Querying and manipulation with Pandas
Basic Statistical Analysis with numpy and scipy
Basic Statistical Analysis with numpy and scipy