python_tutorial

“Python – Beyond the Basics deepens and broadens your knowledge of Python, a dynamic language popular for web development, big data, science, and scripting.”

“Python – Beyond the Basics builds directly on the foundations laid in our introductory Python course, Python Fundamentals. Python is a great dynamic language for web development, big data, science, and scripting. In this course we add breadth and depth to your Python skills, exploring the topics you'll need to create robust and readable applications of any size. On completing this course, you'll be familiar with the majority of Python techniques and constructs used in Python programs. Crucially, we'll also advise you on when – and when not – to use the different tools available in Python to best effect, to maximize the quality of your code, your productivity, and the joy inherent in coding in Python.”

Fair Use Source: https://app.pluralsight.com/library/courses/python-beyond-basics/description

Course authors: Author: Robert Smallshire and Austin Bingham
Course Level: Intermediate
Course Duration: 7h 22m
Course Released: July 18, 2014

Course Table of contents

This course is part of: Python Path

Prerequisites

5m 42s

Organizing Larger Programs

Organizing Larger Python Programs - 30m 7s

Python Packages - 2m 28s

Python Imports from sys.path - 3m 35s

Python Implementing Packages - 3m 38s

Python Subpackages - 1m 26s

Example: A Full Program - 1m 49s

Python Relative Imports - 2m 47s

Python Controlling Imports with __all__ - 1m 25s

Python Namespace Packages - 3m 20s

Python Executable Directories - 3m 15s

Python Recommended Layout - 1m 16s

Python Duck Tails: Python Modules Are Singletons - 1m 22s

Summary - 3m 40s

Beyond Basic Functions

Beyond Basic Python Functions - 32m 28s

Python Function Review - 2m 30s

Python Callable Instances - 4m 42s

Python Classes Are Callable - 2m 21s

Python Conditional Expressions - 1m 1s

Python Lambdas - 4m 54s

Python Detecting Callable Objects - 1m 5s

Python Extended Formal Argument Syntax - 6m 53s

Python Extended Call Syntax - 2m 26s

Python Forwarding Arguments - 54s

Python Duck Tail: Python Transposing Tables - 2m 31s

Summary - 3m 5s

Closures and Decorators

Python Closures and Decorators - 36m 57s

Python Local Functions - 5m 4s

Python Returning Functions From Functions - 1m 5s

Python Closures and Nested Scopes - 1m 51s

Python Function Factories - 1m 30s

Python Nonlocal Keyword - 5m 50s

Python Function Decorators - 2m 6s

Python Decorator Example - 2m 54s

Python What Can Be a Decorator? - 2m 15s

Python Instances as Decorators - 2m 8s

Python Multiple Decorators - 2m 0s

Python Decorating Methods - 49s

Python functools.wraps() - 4m 24s

Python Duck Tails: Python Validating Arguments - 2m 17s

Summary - 2m 38s

Properties and Class Methods

Python Properties and Class Methods - 40m 47s

Python Class Attributes - 6m 2s

Python Static Methods - 1m 49s

Python Class Methods - 5m 27s

Python Static Methods with Inheritance - 3m 39s

Python Class Methods with Inheritance - 4m 1s

Python Properties - 7m 26s

Python Properties and Inheritance - 7m 26s

Python Duck Tail: Python Template Method Pattern - 3m 3s

Summary - 1m 48s

Strings and Representations

Python Strings and Representations - 18m 45s

Python Two String Representations - 1m 30s

Python repr() - 2m 52s

Python str() - 59s

Python When Are the Representations Used? - 1m 51s

Python Interaction with format() - 2m 26s

Python reprlib - 2m 30s

Python asciii(), Python ord(), and Python chr() - 1m 43s

Python Duck Tail: Python Bigger Isn't Always Better - 2m 10s

Summary - 2m 41s

Numeric and Scalar Types

Python Numeric and Scalar Types - 1h 2m 15s

Python Reviewing int and float - 5m 42s

Python Decimal Module and the Python Decimal Type - 10m 31s

Python Rational Numbers with the Python Fraction Type - 3m 6s

Python Complex Type and the Python cmath Module - 5m 46s

Python Built-In Numeric Functions - Python abs() and Python round() - 2m 54s

Python Number Base Conversions - 1m 43s

Python datetime Module and Python date Type - 5m 21s

The time Type Clip Watched

2m 0s The datetime Type Clip Watched

3m 35s Durations with the timedelta Type Clip Watched

1m 14s Arithmetic with datetime Clip Watched

54s Time Zones Clip Watched

2m 54s Duck Tail: Floating Point vs. Rational Numbers Clip Watched

12m 46s Summary Clip Watched

3m 41s

Iterables and Iteration

29m 45s

Multi-Input Comprehensions Clip Watched

4m 18s Nested Comprehensions Clip Watched

1m 39s The map() Function Clip Watched

3m 27s Multiple Input Sequences Clip Watched

1m 46s map() Versus Comprehensions Clip Watched

41s The filter() Function Clip Watched

1m 58s The functools.reduce() Function Clip Watched

2m 43s Combining map() and reduce() Clip Watched

1m 37s The Iteration Protocols Clip Watched

2m 24s Putting the Protocols Together Clip Watched

58s Alternative Iterable Protocol Clip Watched

58s Extended iter() Format Clip Watched

1m 47s Duck Tail: Iterator for Streamed Sensor Data Clip Watched

1m 46s Summary Clip Watched

3m 36s

Inheritance and Subtype Polymorphism

36m 50s

Inheritance Overview Clip Watched

3m 50s A Realistic Example: SortedList Clip Watched

1m 44s The Built-In isinstance() Function Clip Watched

2m 34s The Built-In issubclass() Function Clip Watched

1m 7s Multiple Inheritance Clip Watched

2m 44s Details of Multiple Inheritance Clip Watched

1m 17s Method Resolution Order Clip Watched

3m 45s How Is Method Resolution Order Calculated? Clip Watched

1m 44s The Built-In super() Function Clip Watched

1m 57s Class-Bound Super Proxies Clip Watched

2m 32s Instance-Bound Super Proxies Clip Watched

1m 50s Calling super() Without Arguments Clip Watched

1m 16s SortedIntList Explained Clip Watched

1m 39s The Object Class Clip Watched

2m 10s Duck Tail: Inheritance for Implementation Sharing Clip Watched

1m 28s Summary Clip Watched

5m 6s

Implementing Collections

52m 48s

Collection Protocol Overview Clip Watched

1m 19s Collection Construction Clip Watched

5m 18s The Container Protocol Clip Watched

2m 18s The Sized Protocol Clip Watched

2m 26s The Iterable Protocol Clip Watched

2m 40s The Sequence Protocol: Indexing Clip Watched

2m 36s The Sequence Protocol: Slicing Clip Watched

3m 21s Comprehensible Test Results With __repr__() Clip Watched

1m 37s Implementing Equality and Inequality Clip Watched

4m 30s The Sequence Protocol: Reversing Clip Watched

1m 10s The Sequence Protocol: index() Clip Watched

2m 2s The Sequence Protocol: count() Clip Watched

43s Improving Performance from O(N) to O(log n) Clip Watched

4m 22s Refactoring to Avoid Don't Repeat Yourself (DRY) Clip Watched

2m 0s Checking Protocol Implementations Clip Watched

3m 3s The Sequence Protocol: Concatenation and Repetition Clip Watched

3m 55s The Set Protocol Clip Watched

5m 30s Duck Tail: Making a Mutable Set Clip Watched

1m 4s Summary Clip Watched

2m 48s

Exceptions and Errors

37m 48s

Always Specify an Exception Type Clip Watched

4m 1s The Standard Exception Hierarchy Clip Watched

4m 34s Exception Payloads Clip Watched

3m 56s Defining New Exceptions Clip Watched

3m 20s Chaining Exceptions Clip Watched

4m 27s Traceback Objects Clip Watched

2m 37s Assertions: Internal Invariants Clip Watched

3m 43s Assertions: Class Invariants Clip Watched

1m 21s Assertions: Performance Clip Watched

1m 38s Duck Tail: Preconditions and Postconditions Clip Watched

6m 4s Summary Clip Watched

2m 4s

Defining Context Managers

29m 15s

What Is a Context Manager? Clip Watched

2m 45s The Context Manager Protocol Clip Watched

2m 10s A First Context Manager Example Clip Watched

2m 47s __enter__() Clip Watched

1m 11s __exit__() Clip Watched

1m 43s __exit__() and Exception Propagation Clip Watched

2m 16s The with-statement Expansion Clip Watched

58s contextlib.contextmanager Clip Watched

4m 41s Multiple Context Managers Clip Watched

2m 46s Don't Pass a List! Clip Watched

1m 16s Duck Tail: Context Managers for Transactions Clip Watched

2m 56s Summary Clip Watched

3m 41s Introspection Module Watched

29m 8s

Object Types in Depth Clip Watched

3m 5s Introspecting Objects Clip Watched

5m 7s Introspecting Scopes Clip Watched

2m 59s The Python Standard Library Inspect Module Clip Watched

4m 25s Duck Tail: An Object Introspection Tool Clip Watched

11m 35s Summary Clip Watched

1m 55s

Fair Use Source: https://app.pluralsight.com/library/courses/python-beyond-basics/table-of-contents

Table of Contents

Python Tutorial

Python File Handling

Python NumPy

Python Machine Learning

Python MySQL

Python MongoDB

Python Reference

Python Module Reference

Python How To

Python - Beyond the Basics