STAT 479: Machine Learning Lecture Notes

Content

Using Python 3

Introduction

About this Lecture

Python

Setup

Installing Python

Managing Environments

Installing and Updating packages

Running Python Code

Interpreter/REPL

IPython

Scripts (.py files)

Jupyter Notebooks

JupyterLab

Jupyter Notebooks and Homework Submissions

Relevant Python Topics

Basic Types

Operators

Strings

Data Structures

List

Dictionary

Set

Tuple 5

Conditionals

Iteration

Generators

Comprehensions

Functions

Classes

Command Line Arguments via Scripts

Reading and Writing files

Importing Libraries

Standard Library

GIL and Multiprocessing

Subprocesses

Exceptions

Debugging

Resources