Teaching Data Science

Quick Setup

Create a virtualenv and install the requirements.

    virtualenv venv
    source venv/bin/activate
    pip install -r requirements.txt

Hands on:

• 01. Series, DataFrame and Reindex

• 02. Apply, Applymap, Lambda, Sorting and Classification

• 03. Indexing, Merge, Concatenate, and Combine

• 04. Aggregation

• 05. Matplotlib

• 06. Statistical Analysis

• 07. Data Normalization and Standardization

• 08. Data Cleaning

• 09. Practice - Titanic

• 10. Practice - IMDb

• 11. Practice - Consumers Complaints

• 12. Practice - Time Series Forecasting using Decision Tree and Gradient Boosting

Data Visualization:

• Why Visualize Data?

• Data visualization History

• Communicating Evidence

• Using Text and Tables

• Using Bar, Line, and Pizza

• Using Bubbles

• Communicating Evidence pt2

• Improving Visualization

• Improving Visualization pt2

• Using Colors

• Cheating With Graphics

• Why We Should Tell a Story With Charts