Knowledge map

Essentials

• Introduction to operating systems
• Command-line: an overview
• Command-line: parameters and options

Dev tools

•  Integrated Development Environment (IDE)
• PyCharm basics

Object-oriented programming

• Introduction to OOP

Machine Learning

• Intro to Machine Learning

Python

Simple programs

• Introduction to Python
• Overview of the basic program
• Multi-line programs
• Program execution
• Taking input
• Program with numbers
• Command-line arguments
• Argparse module

Code style

• PEP 8
• Comments
• Avoiding bad comments
• Naming variables

Data types and operations

• Basic data types and operations: Basic data types, Integer arithmetic, Type casting, Comparisons
• Strings: Quotes and multi-line strings, Escape sequences, String formatting, Basic string methods, Split and join, Search in a string
• Objects in Python: variables
• Boolean logic

Collections

• List
• Indexes
• Set
• Tuple
• Operations with list
• List comprehension
• Nested lists

Functions

• Invoking a function
• Declaring a function
• Scopes
• Arguments

Control flow statements

• If statement
• Else statement
• Elif statement
• While loop
• For loop
• Loop control statements

Modules and packages

• Load module

Errors and exceptions

• Errors

Math

• Math functions
• Random module

Built-in's

• Anu and all

Classes

• Class
• Class instances

Intro to Machine Learning https://hyperskill.org/learn/step/10403