Python-Data-Science.md

Python Data Science Labs

This will be our data science python labs

Jupyter Notebooks

The labs here are jupyter notebooks. To start them,

Type in the following:

  jupyter notebook

Labs

1. Notebooks
   • Learning Notebooks
2. Language Basics
   • Types
   • Conditionals
   • Loops
   • Functions
3. NumPy
   • Numpy Intro
4. Stats
   • Stats Basics
   • Linear Regression
   • Logistic Regression
5. Pandas
   • Pandas Intro
   • Pandas Exploration
6. Visualization
   • Visualization Intro
   • Plot Cars
   • Heat Map
   • ggplot
7. Exploration
   • Data Cleanup
   • Explore House Sales
   • Visualize House Sales
   • Explore Prosper
   • Explore Walmart
8. ML with Scikit-Learn
   • Scikit-Learn Intro
   • Scikit Learn Linear Regression
   • Scikit Learn Clustering Mtcars Dataset
   • Scikit Learn Clustering NYC Flights Dataset
   • Scikit Learn Classification NYC Flights Dataset
9. Recommendations
   • Recommendations Movielens
   • Recommendations Audioscrobble

Related Modules

• Python Language
• Python Text
• Python Machine Learning