Python 3: Deep Dive (Part 1 – F...

Description

Hello!

This is Part 1 of a series of courses intended to dive into the inner mechanics and more complicated aspects of Python 3.

This is not a beginner course!

If you’ve been coding Python for a week or a couple of months, you probably should keep writing Python for a bit more before tackling this series.

On the other hand, if you’ve been studying or programming in Python for a bit, and are now starting to ask yourself questions such as:

I wonder how this works?
is there another, more pythonic, way, of doing this?
what’s a closure? is that the same as a lambda?
I know how to use a decorator someone else wrote, but how does it work? How do I write my own?
why do some boolean expressions not return a boolean value? How can I use that to my advantage?
how does the import mechanism in Python work, and why am I getting side effects?
and similar types of question…

then this course is for you.

To get the most out of this course, you should be prepared to pause the coding videos, and attempt to write code before I do! Sit back during the concept/theory videos, but lean in for the code videos!

Please make sure you review the pre-requisites for this course (below) – although I give a brief refresh of basic concepts at the beginning of the course, those are concepts you should already be very comfortable with as you being this course.

In this course series, I will give you a much more fundamental and deeper understanding of the Python language and the standard library.

Python is called a “batteries-included” language for good reason – there is a ton of functionality in base Python that remains to be explored and studied.

So this course is not about explaining my favorite 3rd party libraries – it’s about Python, as a language, and the standard library.

In particular this course is based on the canonical CPython. You will also need Jupyter Notebooks to view the downloadable fully-annotated Python notebooks.

It’s about helping you explore Python and answer questions you are asking yourself as you develop more and more with the language.

In Python 3: Deep Dive (Part 1) we will take a much closer look at:

Variables – in particular that they are just symbols pointing to objects in memory (references)
Namespaces and scopes
Python’s numeric types
Python boolean type – there’s more to a simple or statement than you might think!
Run-time vs compile-time and how that affects function defaults, decorators, importing modules, etc
Functions in general (including lambdas)
Functional programming techniques (such as map, reduce, filter, zip, etc)
Closures
Decorators
Imports, modules and packages
Tuples as data structures
Named tuples

Course Prerequisites

This is an intermediate to advanced Python course.

To have the full benefit of this course you should be comfortable with the basic Python language including:

variables and simple types such as str , bool , int and float types
for and while loops
if…else… statements
using simple lists , tuples , dictionaries and sets
defining functions (using the def statement)
writing simple classes using the class keyword and the __init__ method, writing instance methods, creating basic properties using @property decorators
importing modules from the standard library (e.g. import math)

You should also:

have Python 3.6 (or higher) installed on your system
be able to write and run Python programs using either:
the command line, or
a favorite IDE (such as PyCharm),
have Jupyter Notebooks installed (which I use throughout this course so as to provide you fully annotated Python code samples)

Who this course is for:

Anyone with a basic understanding of Python that wants to take it to the next level and get a really deep understanding of the Python language and its data structures.
Anyone preparing for an in-depth Python technical interview.

Requirements

Basic introductory knowledge of Python programming (variables, conditional statements, loops, functions, lists, tuples, dictionaries, classes).
You will need Python 3.6 or above, and a development environment of your choice (command line, PyCharm, Jupyter, etc.)

Last Updated 12/2022

Files (654)

[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/07 - Scopes, Closures and Decorators/002 Global and Local Scopes - Lecture.mp4662.26 MiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/11 - Extras/002 Additional-Resources.pdf1.04 MiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/08 - Tuples as Data Structures and Named Tuples/004 04-Named-Tuples.pdf575.46 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/11 - Extras/008 Command Line Arguments_en.srt79.48 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/01 - Introduction/002 Pre-Requisites.html1.65 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/01 - Introduction/003 Code Projects and Notebooks.html784 B
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/01 - Introduction/004 Course Slides.html160 B
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/09 - Modules, Packages and Namespaces/013 Structuring Packages - Part 1_en.srt53.85 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/04 - Numeric Types/011 Floats-Equality-Testing.zip2.12 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/02 - A Quick Refresher - Basics Review/001 Introduction_en.srt2.87 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/07 - Scopes, Closures and Decorators/002 02-Global-and-Local-Scopes.pdf807.32 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/01 - Introduction/001 Section-1-Intro.pdf783.56 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/06 - First-Class Functions/002 02-Docstrings-and-Annotations.pdf442.31 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/11 - Extras/005 Random Samples_en.srt11.37 KiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/04 - Numeric Types/014 Floats Rounding - Lecture.mp4487.63 MiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/02 - A Quick Refresher - Basics Review/003 Multi-Line-Statements-and-Strings.zip1.92 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/09 - Modules, Packages and Namespaces/015 14-Namespace-Packages.pdf375.37 KiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/08 - Tuples as Data Structures and Named Tuples/011 Named Tuples - Application - Alternative to Dictionaries.mp4432.91 MiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/02 - A Quick Refresher - Basics Review/006 Functions.zip2.5 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/05 - Function Parameters/007 07-Extended-Unpacking.pdf552.57 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/09 - Modules, Packages and Namespaces/010 09-What-are-Packages.pdf544.35 KiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/08 - Tuples as Data Structures and Named Tuples/001 Introduction_en.srt4.93 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/02 - A Quick Refresher - Basics Review/008 Break-Continue-and-Try-Statements.zip1.17 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/02 - A Quick Refresher - Basics Review/009 For-Loop.zip2.26 KiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/04 - Numeric Types/014 14-Floats-Rounding.pdf487.73 KiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/07 - Scopes, Closures and Decorators/006 Closures - Lecture.mp4430.95 MiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/04 - Numeric Types/030 30-Boolean-Boolean-Operators.pdf473.97 KiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/07 - Scopes, Closures and Decorators/018 Decorator Application (Decorating Classes)_en.srt69.4 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/03 - Variables and Memory/003 Notebook-Reference-Counting.zip1.3 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/07 - Scopes, Closures and Decorators/006 Closures - Lecture_en.srt60.88 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/09 - Modules, Packages and Namespaces/001 Introduction_en.srt4.49 KiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/07 - Scopes, Closures and Decorators/004 Nonlocal Scopes - Lecture.mp4424.67 MiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/03 - Variables and Memory/004 Notebook-Garbage-Collection.zip1.82 KiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/04 - Numeric Types/008 Floats Internal Representations - Lecture.mp4381.82 MiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/07 - Scopes, Closures and Decorators/020 Decorator Application (Dispatching) - Part 2_en.srt51.91 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/07 - Scopes, Closures and Decorators/012 Decorator Application (Timer)_en.srt51.9 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/04 - Numeric Types/024 Complex Numbers - Coding_en.srt20.76 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/03 - Variables and Memory/007 Notebook-Object-Mutability.zip1.68 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/05 - Function Parameters/014 14-Putting-it-all-together.pdf456.45 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/04 - Numeric Types/028 28-Boolean-Precedence-and-Short-Circuiting.pdf454.82 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/07 - Scopes, Closures and Decorators/015 15-Decorators-2.pdf441.79 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/05 - Function Parameters/005 05-Unpacking-Iterables.pdf440.51 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/07 - Scopes, Closures and Decorators/002 Global and Local Scopes - Lecture_en.srt51.86 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/03 - Variables and Memory/008 Notebook-Function-Arguments-and-Mutability.zip1.49 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/08 - Tuples as Data Structures and Named Tuples/005 Named Tuples - Coding_en.srt51.37 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/03 - Variables and Memory/009 Notebook-Shared-References-and-Mutability.zip1.49 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/10 - Python Updates/003 Python 3.8 3.7_en.srt49.12 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/07 - Scopes, Closures and Decorators/007 Closures - Coding_en.srt47.13 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/06 - First-Class Functions/018 The operator Module - Coding_en.srt46.83 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/03 - Variables and Memory/010 Notebook-Variable-Equality.zip1.63 KiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/07 - Scopes, Closures and Decorators/012 Decorator Application (Timer).mp4377.91 MiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/08 - Tuples as Data Structures and Named Tuples/011 Named Tuples - Application - Alternative to Dictionaries_en.srt44.68 KiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/08 - Tuples as Data Structures and Named Tuples/002 Tuples as Data Structures - Lecture.mp4365.76 MiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/07 - Scopes, Closures and Decorators/014 Decorator Application (Memoization)_en.srt43.94 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/05 - Function Parameters/008 Extended Unpacking - Coding_en.srt43.08 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/04 - Numeric Types/004 Integers Constructors and Bases - Lecture_en.srt42.64 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/03 - Variables and Memory/013 Notebook-Python-Optimizations-String-Interning.zip1.9 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/08 - Tuples as Data Structures and Named Tuples/004 Named Tuples - Lecture_en.srt41.99 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/06 - First-Class Functions/009 Function Introspection - Coding_en.srt41.5 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/08 - Tuples as Data Structures and Named Tuples/007 Named Tuples - Modifying and Extending - Coding_en.srt32.26 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/03 - Variables and Memory/014 Notebook-Python-Optimizations-Peephole.zip2.03 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/08 - Tuples as Data Structures and Named Tuples/002 02-Tuples.pdf430.41 KiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/09 - Modules, Packages and Namespaces/012 11-Why-Packages.pdf427.77 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/08 - Tuples as Data Structures and Named Tuples/008 08-Named-Tuples-DocStrings-and-Default-Values.pdf426.2 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/03 - Variables and Memory/014 14-Python-Optimizations-Peephole.pdf323.86 KiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/04 - Numeric Types/004 Integers Constructors and Bases - Lecture.mp4324.34 MiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/06 - First-Class Functions/016 Partial Functions - Coding_en.srt37.92 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/09 - Modules, Packages and Namespaces/006 Import Variants and Misconceptions - Coding_en.srt37.85 KiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/09 - Modules, Packages and Namespaces/002 What is a Module_en.srt36.71 KiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/11 - Extras/007 Don't Use args and kwargs Names Blindly.mp413.53 MiB
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[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/03 - Variables and Memory/001 Introduction.mp413.42 MiB
.pad/151597.29 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/04 - Numeric Types/009 Floats Internal Representations - Coding.mp413.35 MiB
.pad/152668.18 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/10 - Python Updates/004 Python 3.6 Highlights.mp412.81 MiB
.pad/1531.19 MiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/09 - Modules, Packages and Namespaces/016 Importing from Zip Archives.mp49.06 MiB
.pad/154961.25 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/02 - A Quick Refresher - Basics Review/001 Introduction.mp48.77 MiB
.pad/1551.23 MiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/09 - Modules, Packages and Namespaces/001 Introduction.mp48.12 MiB
.pad/1561.88 MiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/07 - Scopes, Closures and Decorators/001 Introduction.mp47.68 MiB
.pad/157324.06 KiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/06 - First-Class Functions/007 Challenge - Randomize an Iterable using Sorted!!.mp46.89 MiB
.pad/1581.11 MiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/10 - Python Updates/006 Python 3.6 - Underscores in Numeric Literals.mp46.61 MiB
.pad/1591.39 MiB
[TutsNode.org] - Python 3 Deep Dive (Part 1 - Functional)/05 - Function Parameters/001 Introduction.mp43.53 MiB

Python 3: Deep Dive (Part 1 – Functional)

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Python 3: Deep Dive (Part 1 &ndash; Functional)

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Python 3: Deep Dive (Part 1 – Functional)