## Dunder Data Resources

Learn for free with these detailed tutorials on the Python data science ecosystem

#### Learn Data Science using Python Now!

Get access to the following free classes:

- Python Installation
- Intro to Jupyter Notebooks
- Intro to Pandas
- Programming Challenges

You'll also get an invite to our private Slack workspace!

## Pandas

## Data Visualization

## Machine Learning

## Dunder Data Challenges

These challenges test your knowledge of python, data science, and machine learning. Attempt each one on your own before taking a look at the solution.

- Challenge #1 - Optimize Custom Grouping Function
- Challenge #2 - Explain the 1,000x Speed Difference when taking the Mean
- Challenge #3 - Multiple Custom Grouping Aggregations -
- Challenge #3 - Naive Solution
- Challenge #3 - Optimal Solution
- Challenge #4 - Finding the Date of the Largest Percentage Stock Price Drop
- Challenge #4 - Solution
- Challenge #5 - Keeping Values Within the Interquartile Range
- Challenge #5 - Solution
- Challenge #6 - Recreate Tesla Cybertruck with Matplotlib
- Challenge #6 - Solution