Textbook/Notes

Containerization is a modern answer for how to package up simple applications, such as a web serving making a model available. This video explores the basics of building images and running containers.

In this short video we’ll talk about serialization and deserialization of python objects to save them to disk, to talk with other languages, and to send data over the internet.

In functional programming, functions are the first class objects. In addition, data is usually taken to be immutable. In this video we explore the consequences of these ideas.

How do we incorporate changes to a repository when multiple team members are working on the repository at once?

We present one way to write a pip-installable python package, refactoring code written in the previous video.

A brief introduction to the command line editor vim and compare with VS Code, a full IDE.

We will create a simple web app using two popular python web frameworks: flask and FastAPI, putting to use the knowledge from the previous couple videos

We talk about vectorization using numpy and pandas and introduce processes and threads while discussing the differences between I/O bounded and compute bounded processes.

This video will focus on object oriented programming, we’ll talk about the Liskov substitution principle, and then talk about some drawbacks to using an object oriented programming style.

In this video we’re going to talk about type hints, which is a way to help you and your teammates know what objects a function should be returning and what types of objects a function requires.

Taking to heart the truism that each line of code will be read more often than it is written, we explore python style as commonly used in the greater python community

We'll talk about configuring your shell, file ownership and permissions, how to talk to other computers, and other useful command line tools.

In this video I’m going to give an introduction to the HTTP protocol and REST endpoints, starting us on the path toward exposing a model over the internet

Akul Dewan gives a lecture introducing core concepts in data structures and algorithms

How do we enable short lived branches while maintaining code quality? Continuous integration tools can help

We talk about refactoring code to by DRY, the scope of functions, and unit testing some (but not all!) of them

How to setup a python environment with an emphasis on communicating what the environment is across a team

We’ll be talking about the different shells that allow you to interact with your computer, navigating the filesystem, and basic ways to manipulate files.