Video Gallery

M00 Preliminaries

How To Upload Assessments

How to Use HW Notebooks

M01 Getting Started

Unix Demo

SSH for GitHub

Git and GitHub

M02 Introducing Python

Data and Code

Data Types and Structures

Data Types, Literals, and Variables

Operators and Expressions

Numbers

Strings

Data Structures

Aside on Immutables

M03 Python Control Structures

Control Structures

Iterables and Iterators

Comprehensions

Nested Comprehensions

M04 Python Functions

Functions

Importing

Lambda Functions

Recursive Functions

Scope

Function Groups

M05 Python NumPy

Timing

NumPy Design

NumPy Indexing

NumPy Operations

NumPy Functions

M06 Python Pandas

Introducing Pandas

Exploring Pandas

Diving Deeper Into Pandas

M07 Python Classes

Introducing Classes

From Functions To Classes

More About Classes

Understanding Class Attributes

Putting Your Class in a File

M08 Python Testing

Testing and Verification

Exception Handling

Unit Testing

M09 Python Modules

Modules and Packages

Namespaces and Paths

User-Created Packages

M10 Introducing R

Introducing R

R Data Types and Operators

R Data Structures

R Factors

R Data Frames

R Control Structures

R Functions

M11 R Tidyverse

The Tidyverse and Tibbles

Dplyr

M12 R Visualization

GGPlot and the Grammar of Graphics

Getting Started with GGPlot

R Markdown

Plotly and GGPlotly

GGPlot in Python

M13 Agile

Project Management

Agile

User Stories