Python Complete Python Django Data Science and ML Guide | 0829C920317D64EAC53FAEE90FE0F9808C1F9802

Python Complete Python Django Data Science and ML Guide

Name	Python – Complete Python, Django, Data Science and ML Guide	DOWNLOAD Copy Link
Total Size	13.9 GB
Total Files	692
Last Seen	2025-03-06 00:35
Hash	0829C920317D64EAC53FAEE90FE0F9808C1F9802

/63-modules/10-packages/my_package/
__init__.py	0.0 KB
module_one.py	0.0 KB
module_two.py	0.0 KB
/84-django/courses/api/
__init__.py	0.0 KB
admin.py	0.1 KB
apps.py	0.1 KB
authentication.py	0.3 KB
models.py	1.0 KB
tests.py	0.1 KB
urls.py	0.6 KB
views.py	0.1 KB
/84-django/courses/api/migrations/
__init__.py	0.0 KB
/84-django/courses/base/
__init__.py	0.0 KB
asgi.py	0.4 KB
settings.py	3.3 KB
urls.py	0.2 KB
wsgi.py	0.4 KB
/84-django/courses/shop/
__init__.py	0.0 KB
admin.py	0.6 KB
apps.py	0.1 KB
models.py	0.6 KB
tests.py	0.1 KB
urls.py	0.2 KB
views.py	0.6 KB
/84-django/courses/shop/migrations/
__init__.py	0.0 KB
0001_initial.py	1.2 KB
0002_alter_category_title.py	0.4 KB
0003_course_created_at.py	0.4 KB
/Chapter 90 Machine Learning Model for Real Data/
012. Summary of Airline Passenger Satisfaction Project.mp4	126.6 MB
001. Loading CSV File with Airline Passenger Satisfaction Data.mp4	50.8 MB
002. Analyzing DataFrame with Passenger Satisfaction Data.mp4	26.7 MB
003. Filling Null Values with Mean Value.mp4	33.7 MB
004. Creating Diagrams for Passenger Data Analysis.mp4	54.1 MB
005. Manually Encoding Non-Numeric Values in DataFrame.mp4	45.6 MB
006. Encoding Non-Numeric Values Using LabelEncoder.mp4	34.5 MB
007. Creating Additional Diagrams After Data Cleaning and Encoding.mp4	96.7 MB
008. Filtering DataFrame with Passenger Data.mp4	23.8 MB
009. Using DecisionTreeClassifier for Model Creation.mp4	27.0 MB
010. Measuring Model Accuracy with DecisionTreeClassifier.mp4	56.1 MB
011. Using Other Classifiers for Model Creation.mp4	61.0 MB
/Chapter 3 Basics Concepts in Python/
001. Key Concept in Python.mp4	12.6 MB
002. Main Data Types in Python.mp4	20.5 MB
003. Practice - Working with Main Data Types.mp4	22.2 MB
/Chapter 4 Introduction to Functions and Built-in Functions in python/
001. Built-in Functions.mp4	54.6 MB
002. Practice - Defining and Using Functions.mp4	33.8 MB
003. Practice - Using the Return Statement in Functions.mp4	35.9 MB
004. Practice - Exploring Built-in Functions.mp4	21.6 MB
005. Practice - Using the built-in dir() Function.mp4	37.7 MB
006. Practice - Gathering User Input with the built-in input() Function.mp4	27.1 MB
/Chapter 5 Code formatting and PEP8/
001. Code Indentations.mp4	15.9 MB
002. Practice - Working with Indentations.mp4	19.1 MB
003. Following PEP 8 Guidelines.mp4	37.1 MB
004. Enabling Auto-Formatting in PyCharm.mp4	15.3 MB
/Chapter 6 Comments/
001. Comments.mp4	11.5 MB
002. Practice - Adding Comments to Your Code.mp4	10.5 MB
/Chapter 7 Expressions and Instructions/
001. Understanding Expressions.mp4	14.6 MB
002. Understanding Statements.mp4	14.7 MB
003. Practice - Using Expressions.mp4	19.2 MB
004. Practice - Using Statements.mp4	9.6 MB
/Chapter 8 Variables/
001. Variables.mp4	52.9 MB
002. Practice - Defining and Using Variables.mp4	17.0 MB
/Chapter 9 Data Types and structures/
001. Understanding Dynamic Typing.mp4	28.9 MB
002. Types and Data Structures Overview.mp4	17.2 MB
003. Variables and Objects.mp4	24.1 MB
004. Practice - Using the built-in id() Function.mp4	13.9 MB
005. Practice - Exploring Core Data Classes (str, int, bool, list, dict).mp4	19.0 MB
006. Practice - Using the built-in isinstance() Function.mp4	12.0 MB
/Chapter 10 Strings/
001. Strings.mp4	42.4 MB
002. Practice - String Manipulation.mp4	44.5 MB
003. Practice - String Methods.mp4	47.0 MB
/Chapter 11 String Concatenation/
001. String Concatenation.mp4	14.7 MB
002. Practice - Concatenating Strings using the + Operator.mp4	14.4 MB
003. Practice - Using f-strings for String Formatting.mp4	10.1 MB
004. Practice - Alternative String Formatting Methods.mp4	20.2 MB
/Chapter 12 Numeric Types/
001. Integers.mp4	19.0 MB
002. Practice - Integers Manipulation.mp4	24.4 MB
003. Float Numbers.mp4	20.5 MB
004. Practice - Floating-Point Numbers Manipulation.mp4	11.6 MB
005. Working with Complex Numbers.mp4	7.6 MB
/Chapter 13 Boolean Values/
001. Boolean Values.mp4	18.2 MB
002. Practice - Working with Boolean Values.mp4	30.2 MB
003. Type Conversion.mp4	45.4 MB
/Chapter 14 Magic Methods/
001. Magic Methods.mp4	8.9 MB
002. Practice - Utilizing Magic Attributes and Methods.mp4	39.3 MB
/Chapter 15 Lists/
001. Lists.mp4	37.9 MB
002. List Methods.mp4	38.7 MB
003. Practice - Working with Lists.mp4	36.1 MB
004. Copying Lists.mp4	37.2 MB
005. Practice - Copying Lists.mp4	19.5 MB
006. TASK - Working with Lists.mp4	6.4 MB
/Chapter 16 Dictionaries/
001. Dictionaries.mp4	39.8 MB
002. Practice - Manipulating Dictionaries.mp4	24.5 MB
003. Practice - Dictionary Methods.mp4	20.7 MB
004. Other Operations with Dictionaries.mp4	52.0 MB
005. Practice - Using the get() Method for Dictionaries.mp4	8.6 MB
006. Practice - Converting Other Types to a Dictionary.mp4	8.9 MB
007. TASK - Working with Dictionaries.mp4	6.1 MB
/Chapter 17 Tuples/
001. Tuples.mp4	62.9 MB
002. Practice - Tuples Manipulation.mp4	35.4 MB
/Chapter 18 Sets/
001. Sets.mp4	32.5 MB
002. Practice - Working with Sets.mp4	27.6 MB
003. Understanding Set Theory.mp4	27.5 MB
004. Set Methods.mp4	48.1 MB
005. Practice - Usage of the Set Methods.mp4	44.0 MB
006. Practice - Calculating Symmetric Difference of Sets.mp4	11.8 MB
007. TASK - Working with Sets.mp4	5.6 MB
/Chapter 19 Ranges/
001. Ranges.mp4	28.8 MB
002. Practice - Range Manipulation.mp4	13.3 MB
003. Practice - Range Methods and Attributes.mp4	27.7 MB
/Chapter 20 Working with Sequences/
001. Built-in Functions for Sequences.mp4	12.6 MB
002. Built-in zip() Function.mp4	17.5 MB
003. Practice - Working with zip Objects.mp4	30.3 MB
004. Practice - Converting a zip Object to a Dictionary.mp4	13.3 MB
005. Comparison of Different Sequences.mp4	39.7 MB
/Chapter 21 Modifying Objects in Python/
001. Understanding Immutable Objects in Python.mp4	28.6 MB
002. Understanding Mutable Objects in Python.mp4	39.2 MB
003. Strategies to Prevent Object Mutation.mp4	35.7 MB
004. Practice - Creating Deep Copies of Objects.mp4	37.7 MB
/Chapter 22 Functions/
001. Functions.mp4	32.3 MB
002. Calling Functions. Arguments vs Parameters.mp4	18.0 MB
003. Shortest Function in Python.mp4	13.4 MB
/Chapter 23 Function Arguments/
001. Mutable and Immutable Arguments in Function Calls.mp4	38.9 MB
002. Practice - Using Mutable and Immutable Objects as Function Arguments.mp4	49.2 MB
003. Practice - Mandatory and Optional Positional Arguments.mp4	11.9 MB
004. TASK - Functions Manipulation.mp4	6.4 MB
005. Function Arguments.mp4	37.3 MB
/Chapter 24 Args and kwargs in Functions/
001. Practice - Using args to Gather Positional Arguments into a Tuple.mp4	27.1 MB
002. Keyword Arguments.mp4	32.8 MB
003. Practice - Working with Keyword Arguments.mp4	28.3 MB
004. Practice - Using kwargs to Merge Keyword Arguments in a Dictionary.mp4	34.3 MB
005. TASK - Manipulating Function Arguments.mp4	11.8 MB
006. Args and kwargs.mp4	26.6 MB
007. Practice - Gathering Positional Arguments into the args Tuple.mp4	19.4 MB
008. Practice - Gathering All Keyword Arguments into the kwargs Dictionary.mp4	44.5 MB
/Chapter 25 Default Function Parameters/
001. Default Function Parameters.mp4	32.0 MB
002. Practice - Using Default Function Parameters.mp4	50.6 MB
/Chapter 26 Docstrings/
001. Docstrings.mp4	22.1 MB
002. Practice - Writing and Using Docstrings.mp4	33.6 MB
003. Practice - Exploring Docstrings.mp4	40.5 MB
004. Practice - Adding Docstrings to Functions.mp4	30.7 MB
/Chapter 27 Callback Functions/
001. Callback Functions.mp4	35.2 MB
002. Rules for Working with Functions.mp4	12.7 MB
/Chapter 28 Global and local Variables/
001. Scopes.mp4	55.9 MB
002. The Global Keyword.mp4	14.1 MB
003. Practice - Global and Local Variables.mp4	30.0 MB
004. Practice - Using the Global Keyword.mp4	35.4 MB
/Chapter 29 Operators/
001. Operators.mp4	62.1 MB
002. Unary and Binary Operators.mp4	28.3 MB
003. Practice - Working with Prefix Unary Operators.mp4	13.8 MB
004. TASK - Operators.mp4	7.9 MB
/Chapter 30 Falsy and Truthy Values/
001. Falsy and Truthy Values.mp4	32.4 MB
002. Practice - Falsy and Truthy Values.mp4	33.7 MB
/Chapter 31 Logical and Comparison Operators/
001. Logical Operators.mp4	50.1 MB
002. Practice - Short-Circuit OR Operator.mp4	21.2 MB
003. Practice - Short-Circuit AND Operator.mp4	13.1 MB
004. Practice - Combining OR and AND Operators.mp4	7.7 MB
005. Practice - Examples with Logical Operators.mp4	17.8 MB
006. Practice - Comparison Operators.mp4	41.7 MB
007. The del Statement.mp4	13.0 MB
/Chapter 32 Lambda Functions/
001. Lambda Functions.mp4	25.4 MB
002. Practice - Returning Lambda Functions from Functions.mp4	15.3 MB
003. Practice - Sorting a List using Lambda Functions.mp4	38.6 MB
004. Practice - Filtering a List using Lambda Functions.mp4	21.4 MB
/Chapter 33 Error handling/
001. Error Handling.mp4	69.6 MB
002. Practice - Using Different Error Classes in the Try and Except.mp4	23.8 MB
003. Practice - Using Multiple Error Classes in one Except Block and Parent Exception Class.mp4	44.1 MB
004. Practice - Using Else and Finally Blocks.mp4	22.2 MB
005. Example - Handling File Not Found Errors.mp4	21.5 MB
006. Example - Handling Undefined Variable Errors.mp4	38.3 MB
007. Practice - Raising Custom Errors.mp4	36.7 MB
008. Practice - Handling Raised Errors using Try and Except.mp4	34.4 MB
009. Practice - Specifying Types for Function Parameters.mp4	8.1 MB
010. TASK - Proper Error Handling.mp4	8.5 MB
/Chapter 34 Sequence Unpacking/
001. Sequence Unpacking.mp4	80.6 MB
002. Practice - Unpacking Tuples.mp4	21.1 MB
003. Practice - Unpacking a List of Tuples.mp4	16.7 MB
004. Practice - Unpacking Remaining Elements.mp4	18.0 MB
005. Practice - Unpacking Selected Elements.mp4	9.6 MB
006. Practice - Unpacking a List into Positional Arguments.mp4	21.4 MB
007. Practice - Unpacking a Dictionary into Keyword Arguments.mp4	30.7 MB
008. Practice - Flexibility in Function Calls.mp4	22.5 MB
/Chapter 35 Unpacking Dictionary/
001. Dictionary Unpacking Operator .mp4	25.2 MB
002. Practice - Using the Dictionary Unpacking Operator.mp4	17.0 MB
003. Practice - Merging Two Dictionaries.mp4	18.4 MB
/Chapter 36 Conditional Statements/
001. Conditional Statements.mp4	36.4 MB
002. Practice - Working with Multiple if Statements.mp4	22.5 MB
003. The if-else Statement.mp4	9.2 MB
004. The if-elif Statement.mp4	52.0 MB
005. Practice - Combining if, elif, and else Statements.mp4	23.1 MB
006. Practice - Considering the Order of Conditions in if Statements.mp4	26.6 MB
007. Practice - Incorporating if Statements into Functions.mp4	26.3 MB
008. Practice - Using if and return Statements within Functions.mp4	33.7 MB
009. Example - Calculating School Grades using if and return in the Function.mp4	22.5 MB
010. TASK - Conditional Statements.mp4	12.4 MB
/Chapter 37 Ternary Operator/
001. Ternary Operator.mp4	39.5 MB
002. Practice - Utilizing the Ternary Operator.mp4	14.7 MB
003. Example - Calculating Discounts with the Ternary Operator.mp4	9.7 MB
004. Example - Data Manipulation using the Ternary Operator.mp4	10.4 MB
005. Example - Calculating School Grades using the Ternary Operator.mp4	16.3 MB
/Chapter 38 For-In loop/
001. Loops.mp4	25.5 MB
002. For-In Loop.mp4	68.0 MB
003. Practice - Iterating through Lists and Tuples using For-In Loops.mp4	12.9 MB
004. Practice - Iterating through Dictionaries using For-In Loops.mp4	25.0 MB
005. Practice - Iterating through Ranges, Strings, and Sets with For-In Loops.mp4	15.4 MB
006. TASKS - Working with For-In Loops.mp4	13.1 MB
/Chapter 39 While Loop/
001. While Loop.mp4	41.9 MB
002. Practice - Utilizing the While Loop.mp4	38.2 MB
003. Example - Making Selections with the While Loop.mp4	34.4 MB
004. Practice - Using break Statements in While and For-In Loops.mp4	26.3 MB
005. Practice - Using continue and break Statements in While Loops.mp4	23.0 MB
006. TASK - While Loop.mp4	5.4 MB
/Chapter 40 For-In Expression (Comprehension)/
001. For-In Expression.mp4	16.6 MB
002. List, Set, and Dictionary Comprehensions.mp4	73.4 MB
003. Practice - Using List Comprehension.mp4	9.1 MB
004. Practice - Using Dictionary Comprehension.mp4	10.0 MB
005. Practice - Utilizing Tuple Comprehension.mp4	8.6 MB
006. Practice - Converting Tuples to Lists.mp4	4.8 MB
007. Example - Constructing Dictionaries from Sequences.mp4	17.1 MB
008. Practice - Short For-In Loops with Conditional Statements.mp4	12.7 MB
009. Example - Converting Dictionary to Another Dictionary.mp4	12.2 MB
010. TASKS - Short For-In Loops.mp4	9.7 MB
011. Example - Chaining For-In Expressions.mp4	9.5 MB
/Chapter 41 Generators/
001. Generators in For-In Expressions.mp4	39.9 MB
002. Practice - Generators and Iteration over the Generator.mp4	41.6 MB
/Chapter 42 Decorator Functions/
001. Introduction to Decorator Functions.mp4	32.1 MB
002. Example - Verifying User Permissions with Decorator Functions.mp4	31.8 MB
003. Example - Logging using Decorator Functions.mp4	47.2 MB
004. Example - Validating Arguments with Decorator Functions.mp4	23.0 MB
/Chapter 43 Classes and Objects/
001. Classes and Objects.mp4	39.1 MB
002. Practice - Understanding Classes and Class Instances.mp4	40.6 MB
003. Practice - Adding Instance Attributes through Dot Notation.mp4	30.7 MB
004. Adding Instance Attributes using the ..init.. Method.mp4	59.6 MB
005. Practice - Incorporating Own Instance Attributes with the ..init.. Method.mp4	51.9 MB
/Chapter 44 Instance and Class method/
001. Instance vs Class Methods.mp4	59.1 MB
002. Practice - Inheriting Methods by the Instances.mp4	47.0 MB
003. Static Class Methods.mp4	18.4 MB
004. Practice - Utilizing Static Methods in Classes.mp4	47.8 MB
005. Class Attributes.mp4	11.0 MB
006. Practice - Working with Class Attributes.mp4	37.5 MB
/Chapter 45 Magic Methods in Classes/
001. Magic Methods in Classes.mp4	29.3 MB
002. Practice - Utilizing Magic Methods in Classes.mp4	39.0 MB
/Chapter 46 Classes Extension/
001. Inheritance from Other Classes.mp4	26.6 MB
002. Practice - Extending Classes.mp4	46.0 MB
/Chapter 47 Classes in Practice/
001. Example - Creating Forum, User, and Post Classes.mp4	29.5 MB
002. Example - Creating Instances of the Forum, User, and Post Classes.mp4	38.6 MB
003. Example - Methods for Finding Users by Username and Email.mp4	35.2 MB
004. Example - Method for Finding All Posts by a Specific User.mp4	42.4 MB
005. Example - Retrieving User Posts by Email.mp4	23.9 MB
006. Example - Adding Parameter Types.mp4	14.8 MB
007. Example - Wrapping up the Forum, Users, and Posts Example.mp4	21.3 MB
/Chapter 48 Key Principles in Object-Oriented Programming (OOP)/
001. Encapsulation in Object-Oriented Programming (OOP).mp4	13.9 MB
002. Inheritance in Object-Oriented Programming (OOP).mp4	22.7 MB
003. Polymorphism in Object-Oriented Programming (OOP).mp4	36.7 MB
004. Abstraction in Object-Oriented Programming (OOP).mp4	21.4 MB
/Chapter 49 Modules/
001. Modules.mp4	49.2 MB
002. Practice - Importing Entire Custom Modules.mp4	24.1 MB
003. Practice - Selective Imports from Other Modules.mp4	18.2 MB
004. Practice - Importing between Different Modules.mp4	22.8 MB
005. Practice - Modules in Subfolders.mp4	16.5 MB
/Chapter 50 Built-in Modules/
001. Built-in Modules.mp4	29.0 MB
002. Practice - Importing from Built-in Modules.mp4	7.8 MB
/Chapter 51 What is __name__ and __main__/
001. Practice - name and main .mp4	36.6 MB
002. Example - Executing Functions only when Module is run Directly.mp4	22.6 MB
003. Practice - Packages in Python.mp4	23.8 MB
/Chapter 52 JavaScript Object Notation (JSON)/
001. JavaScript Object Notation (JSON).mp4	66.0 MB
002. Practice - Converting Python Objects to JSON.mp4	35.4 MB
003. Practice - Converting from JSON to Python Objects.mp4	47.1 MB
004. Practice - Formatting Dictionaries using JSON.mp4	12.2 MB
005. TASKS - JSON.mp4	9.2 MB
/Chapter 53 Working with Files/
001. Working with Files.mp4	59.0 MB
002. Working with Files and Directories using the os Module.mp4	54.3 MB
003. Removing Files and Directories using the os Module.mp4	19.2 MB
004. Summary of Directory and File Operations using the os Module.mp4	22.0 MB
005. Working with Files and Directories using the Path Class.mp4	51.4 MB
006. Iterating over Directories and Removing Files using the Path Class.mp4	49.0 MB
007. Reading and Writing Files.mp4	28.2 MB
008. Writing and Reading Files using the built-in open Function.mp4	24.5 MB
009. Using the with Statement.mp4	33.9 MB
010. Removing Files using unlink.mp4	14.8 MB
011. TASK - Files.mp4	4.7 MB
/Chapter 54 Working with zip archives/
001. Built-in zipfile Module and Creating Zip Archives.mp4	37.1 MB
002. Reading from the Zip Archive.mp4	45.3 MB
/Chapter 55 Working with CSV Files/
001. Working with CSV Files.mp4	36.4 MB
002. Iterating over Each Row in the CSV File.mp4	37.4 MB
/Chapter 56 Working with Dates and Times/
001. Built-in datetime Module.mp4	15.9 MB
002. Examples - Using the datetime Class.mp4	34.7 MB
003. Examples - Converting Strings to Datetime Objects.mp4	31.3 MB
004. Example - Working with the timedelta Class.mp4	18.8 MB
005. Built-in time Module.mp4	28.1 MB
/Chapter 57 Generating Random Sequences and Passwords/
001. Built-in random Module.mp4	30.2 MB
002. Examples - Utilizing choices and shuffle Methods from the random Module.mp4	55.7 MB
003. Built-in secrets Module.mp4	46.0 MB
004. Examples - Generating CSRF Tokens, URL-Safe Tokens, and OTP Passwords.mp4	26.0 MB
005. Example - Generating Strong Passwords.mp4	73.5 MB
/Chapter 58 Math Module and Recursive Functions/
001. Built-in math Module.mp4	14.4 MB
002. Recursive Functions.mp4	30.5 MB
/Chapter 59 Regular Expressions/
001. Built-in re Module for Regular Expressions.mp4	32.6 MB
002. Example - Creating Patterns for Matching.mp4	23.4 MB
003. Example - Email Validation using Regular Expressions.mp4	27.7 MB
004. Example - Substring Replacement using Regular Expressions.mp4	8.9 MB
005. Example - Removing Excessive Spaces using Regular Expressions.mp4	14.1 MB
006. TASK - Password Verification.mp4	5.4 MB
/Chapter 60 Sending Emails/
001. Running smtp4dev SMTP server in a Docker Container.mp4	29.8 MB
002. Sending an Email using SMTP.mp4	51.1 MB
003. Formatting an Email using an HTML Template.mp4	53.3 MB
004. SMTP Wrap-Up and Removing the Docker smtp4dev Container.mp4	12.2 MB
/Chapter 61 Working with SQLite Database/
001. Creating an SQLite3 Database and Table.mp4	39.3 MB
002. Writing Data into the SQLite Table.mp4	29.2 MB
003. Reading Data from the SQLite Table.mp4	26.4 MB
004. SQLite Summary.mp4	37.8 MB
/Chapter 62 Other Built-in Modules/
001. Built-in array Module.mp4	24.4 MB
002. Saving Arrays to Files and Reading Arrays from Files.mp4	18.7 MB
003. Accessing Program Arguments using the built-in sys Module.mp4	26.0 MB
004. Built-in webbrowser Module.mp4	56.7 MB
/Chapter 63 Virtual Environments/
001. Introduction to PIP - Package Manager for Python.mp4	26.7 MB
002. Using a Globally Installed requests Package.mp4	13.2 MB
003. Uninstalling Globally Installed Packages using PIP.mp4	7.8 MB
004. Creating a Python Virtual Environment.mp4	11.5 MB
005. Activation and Deactivation of the Virtual Environment in the Shell.mp4	8.5 MB
006. Installing Packages within the Virtual Environment.mp4	20.4 MB
007. Saving a List of Installed Packages in a Requirements Text File.mp4	23.5 MB
008. Challenges of Package Management using Requirements Files.mp4	19.5 MB
/Chapter 64 Pipenv for Virtual Environments Management/
001. Installing pipenv for Virtual Environments Management.mp4	22.2 MB
002. Creating a Virtual Environment using pipenv.mp4	25.3 MB
003. Installing Packages using pipenv.mp4	30.7 MB
004. Updating Packages using pipenv.mp4	15.2 MB
005. Recreating Virtual Environment in the Project Folder using pipenv.mp4	26.8 MB
006. Using venv for Virtual Environments in PyCharm.mp4	22.1 MB
007. Using pipenv for Virtual Environments in PyCharm.mp4	46.1 MB
/Chapter 65 Introduction to the Django web framework/
001. Introduction to the Django Web Framework and Project Overview.mp4	19.1 MB
002. Model View Controller (MVC) Programming Pattern.mp4	6.4 MB
003. Understanding How MVC Pattern is Implemented in Django.mp4	14.7 MB
004. Creating a New PyCharm Project and Installing Django.mp4	50.7 MB
/Chapter 66 Creating a Django project/
001. Creating a New Django Project.mp4	6.7 MB
002. Overview of the manage.py File in Django.mp4	24.7 MB
003. Starting and Verifying the Django Server.mp4	38.4 MB
004. Overview of Settings in the Django Project.mp4	77.1 MB
005. Overview of Default Routing Configuration in Django.mp4	13.8 MB
/Chapter 67 Creating a Django Application/
001. Creating the Shop Application in Django.mp4	13.9 MB
002. Explaining the Naming of the Django Project as base.mp4	5.5 MB
003. Exploring the Contents of the Shop Application.mp4	16.7 MB
004. Creating a View Function.mp4	13.4 MB
005. Attaching the View Function to a URL.mp4	19.9 MB
006. Adding Shop Application Routes to the Global Project Routing Configuration.mp4	42.8 MB
/Chapter 68 Database and Migrations in Django/
001. Applying Default Migrations in the Django Project.mp4	48.1 MB
002. Creating an Admin User in the Django Project.mp4	26.4 MB
003. Creating Course and Category Models.mp4	32.7 MB
004. Enabling the Shop Application in the Django Project.mp4	19.2 MB
005. Creating and Applying Migrations for the Shop Application.mp4	57.0 MB
006. Modifying Database Models.mp4	27.2 MB
007. Creating a Category using the Category Model in the Shell.mp4	57.9 MB
008. Creating Courses using the Course Model in the Shell.mp4	32.1 MB
009. Creating Categories and Courses in the Admin Interface.mp4	29.4 MB
010. Modifying How Courses and Categories are Displayed in the Admin Panel.mp4	26.8 MB
011. Sending Course Titles to the Client in the Response.mp4	25.5 MB
/Chapter 69 Creating Templates in Django/
001. Creating an HTML Template.mp4	21.6 MB
002. Using an HTML Template in the View Function.mp4	26.6 MB
003. Populating the HTML Template with Data from the Database.mp4	39.2 MB
004. How we Connected Templates, Views, and Models.mp4	13.4 MB
005. Adding the Bootstrap CSS Library to the HTML Template.mp4	55.4 MB
/Chapter 70 Extending Other Templates in Django/
001. Creating a Base HTML Template for Reuse in Other Templates.mp4	43.0 MB
002. Adding a Navigation Bar in the Base Template.mp4	20.4 MB
003. TASK - Making the Title of the Web Page Dynamic.mp4	7.1 MB
004. SOLUTION - Making the Title of the Web Page Dynamic.mp4	17.5 MB
/Chapter 71 Creating Multiple routes and View Functions/
001. Creating a Route for the Single Course Web Page.mp4	12.1 MB
002. Creating a View Function for the Single Course.mp4	18.8 MB
003. TASK - Creating an HTML Template for the Single Course.mp4	7.7 MB
004. SOLUTION - Creating an HTML Template for the Single Course.mp4	30.2 MB
005. Responding with a 404 When Course is Not Found in the Database.mp4	35.5 MB
/Chapter 72 Routing between Pages in Django/
001. Setting Up Routing Between Pages Using Relative or Absolute Paths.mp4	37.3 MB
002. Setting Up Routing Based on the Names of the URL Patterns.mp4	31.8 MB
003. Considering Application Names in the Routing Setup.mp4	15.5 MB
004. Adding a Link to the All Courses Page.mp4	14.3 MB
005. Moving the Templates Folder Out of the Shop Application Folder.mp4	55.4 MB
006. Modifying the Model for the Courses.mp4	22.8 MB
007. Summary of the Django Shop Application.mp4	36.5 MB
008. Installing django-tastypie for the API Django Application.mp4	15.2 MB
/Chapter 73 Creating an API Django Application/
001. Creating an API Django Application.mp4	16.8 MB
002. Creating Models for the API Application.mp4	39.8 MB
003. Configuring Routing for the API Application.mp4	23.9 MB
004. Verifying the API Service.mp4	58.2 MB
005. Adding Version for the API.mp4	55.2 MB
006. Installing Postman and Sending GET and DELETE Requests.mp4	30.6 MB
/Chapter 74 Managing Authentication for API Requests/
001. Creating an API Key for the User.mp4	41.2 MB
002. Enabling Authentication and Authorization for the Model and Using DELETE Method.mp4	25.4 MB
003. Disabling Authentication Only for GET Requests.mp4	49.6 MB
004. Creating a New Resource Using POST Method.mp4	30.4 MB
005. Properly Connecting the Course to the Category in POST Requests Using Hydrate Method.mp4	21.8 MB
006. Adding Dehydrate Method to Modify Data Before Sending to Client.mp4	29.6 MB
007. Summary for Setting Up GET, POST, and DELETE Requests.mp4	29.8 MB
/Chapter 75 Django Project Refactoring and Admin Settings/
001. Refactoring Routing for the API Application.mp4	37.5 MB
002. Setting Up Index Route and Adding Navigation to Navbar.mp4	52.9 MB
003. Modifying Administrative Panel.mp4	48.9 MB
004. Summary of Django Courses Project.mp4	20.3 MB
/Chapter 76 Creating Games with Pygame/
001. Introduction to Pygame and Creating the Game Window.mp4	44.9 MB
002. Modifying Background Color of the Game Surface.mp4	33.7 MB
003. Displaying a Rectangle in the Game.mp4	29.0 MB
004. TASK - Placing Rectangle in the Middle of the Game Window.mp4	2.6 MB
005. SOLUTION - Placing Rectangle in the Middle of the Game Window.mp4	27.2 MB
006. Moving Rectangle Using Keyboard Arrows.mp4	34.5 MB
007. Stopping Rectangle from Moving Outside of the Surface.mp4	39.1 MB
/Chapter 77 Creating a Shooter Game with Pygame/
001. Final Shooter Game Overview.mp4	4.3 MB
002. Loading Images for the Game and Fighter.mp4	18.7 MB
003. Displaying Fighter on the Surface.mp4	29.5 MB
004. Moving Fighter Left or Right.mp4	20.3 MB
005. Making Fighter Movement Continuous.mp4	60.1 MB
006. Adding the Ball to the Game.mp4	29.5 MB
007. Showing Ball Based on Fighter Position.mp4	13.1 MB
008. Moving the Ball After Firing.mp4	24.2 MB
009. Adding the Alien to the Game.mp4	25.2 MB
010. Moving the Alien Down the Surface.mp4	7.4 MB
/Chapter 78 Interaction of the Elements in the Pygame/
001. Detecting Collision Between Alien and Fighter, Ending the Game.mp4	29.7 MB
002. Hitting the Alien with the Ball.mp4	28.9 MB
003. Increasing Alien Speed After Each Hit.mp4	14.0 MB
004. Adding Hit Counter.mp4	18.6 MB
005. Shooter Game Summary.mp4	26.9 MB
/Chapter 79 Game Refactoring using Classes and OOP/
001. Start of Shooter Refactoring and Creating the Fighter Class.mp4	48.2 MB
002. Adding Methods in the Fighter Class.mp4	38.3 MB
003. Creating an Alien Class.mp4	21.2 MB
004. Adding Methods in the Alien Class.mp4	32.5 MB
005. Creating a Ball Class.mp4	25.5 MB
006. Adding Methods in the Ball Class.mp4	44.5 MB
007. Creating a Game Class.mp4	36.5 MB
008. Adding Methods in the Game Class.mp4	68.7 MB
009. Adding Methods for Drawing Elements and Finalizing Refactoring.mp4	39.5 MB
010. Game Refactoring Summary.mp4	25.8 MB
011. Running the Game After Refactoring.mp4	29.3 MB
/Chapter 80 Jupyter Notebook/
001. Installing Jupyter Notebook.mp4	40.4 MB
002. Editing in Jupyter Notebook.mp4	10.6 MB
003. Order of Execution of Cells in Jupyter Notebook.mp4	21.0 MB
004. Adding Markdown, Saving, and Loading Jupyter Notebooks.mp4	14.1 MB
/Chapter 81 Jupyter Lab/
001. Installing Jupyter Lab and Editing Notebooks.mp4	44.5 MB
002. Exploring Features of Jupyter Lab.mp4	42.9 MB
003. Installing External Packages in Jupyter Notebook.mp4	24.9 MB
/Chapter 82 NumPy - Creating Arrays/
001. Introduction to NumPy and Creating One-Dimensional Arrays.mp4	52.7 MB
002. Two-Dimensional Arrays in NumPy.mp4	18.1 MB
003. Understanding Axes in NumPy.mp4	21.4 MB
004. Arithmetic Operations with NumPy Arrays.mp4	19.0 MB
005. Concatenating NumPy Arrays.mp4	36.1 MB
006. Summary of Basic Operations with NumPy Arrays.mp4	19.9 MB
/Chapter 83 NumPy – Random Values/
001. Filling a NumPy Array with Zeroes, Ones, or Random Floats.mp4	27.3 MB
002. Generating Random Elements Using randint and uniform.mp4	43.6 MB
003. Understanding Seed Number.mp4	30.6 MB
004. NumPy arange, reshape, and flatten Methods.mp4	55.9 MB
/Chapter 84 NumPy – Examples/
001. NumPy Examples 1 and 2 (One-Dimensional Array).mp4	46.0 MB
002. NumPy Examples 3 and 4 (One-Dimensional Array).mp4	33.9 MB
003. NumPy Example 5 (Two-Dimensional Array).mp4	58.7 MB
004. NumPy Example 6 (Two-Dimensional Array).mp4	33.1 MB
005. NumPy Example 7 (Three-Dimensional Array).mp4	68.2 MB
006. NumPy Summary.mp4	5.1 MB
/Chapter 85 Pandas – Working with DataFrames and Series/
001. Introduction to Pandas and Installation.mp4	28.1 MB
002. Creating a DataFrame from a Dictionary.mp4	23.5 MB
003. Basic Operations with DataFrame.mp4	46.2 MB
004. Describing the DataFrame.mp4	45.8 MB
005. Finding Null Values in the DataFrame.mp4	13.0 MB
006. Finding Columns with Specific Data Type.mp4	10.3 MB
007. Series Data Structure in Pandas.mp4	27.4 MB
008. Selecting Part of the DataFrame Using loc and iloc Properties.mp4	40.2 MB
009. Filtering Data in the DataFrame.mp4	33.0 MB
010. Datetime Type in Pandas.mp4	28.1 MB
011. Sorting Data in the DataFrame.mp4	36.4 MB
012. Adding and Removing Columns and Concatenating DataFrames.mp4	58.4 MB
013. Summary of Pandas DataFrames and Series.mp4	82.0 MB
/Chapter 86 Pandas – Random Data Working with CSV/
001. Generating Random Data for DataFrames.mp4	58.4 MB
002. Creating a DataFrame Using Random Data.mp4	7.0 MB
003. Saving DataFrames to CSV Files.mp4	16.2 MB
004. Creating DataFrames from CSV Files.mp4	24.4 MB
005. Writing DataFrames to Excel and JSON Files.mp4	32.6 MB
/Chapter 87 Pandas – Analysing CSV- Loaded DataFrames/
001. Analyzing CSV-Loaded DataFrames.mp4	11.7 MB
002. Grouping Data in DataFrames.mp4	17.5 MB
003. Displaying Series Data on Plots Using Matplotlib.mp4	43.7 MB
004. Summary of Example with Random CSV Data.mp4	41.1 MB
/Chapter 88 Matplotlib – Creating Charts/
001. Examples of Plot and Scatter Diagrams Using Matplotlib.mp4	23.5 MB
002. Examples of Matplotlib Subplots.mp4	19.2 MB
003. Using DataFrames for Creating Diagrams.mp4	19.7 MB
004. Boxplots, Area Plots, and Pie Charts.mp4	32.9 MB
005. Example of a Heatmap in Matplotlib.mp4	34.8 MB
006. Displaying Real-World Data on Various Charts.mp4	75.6 MB
/Chapter 89 Scikit – Learn - Machine Learning/
001. Introduction to Scikit-Learn and Installation.mp4	16.7 MB
002. Loading and Analyzing Sample Data for Model Creation.mp4	29.9 MB
003. Handling Null Values in DataFrame.mp4	23.7 MB
004. Attempting to Create a Model for Predicting Target Values.mp4	29.8 MB
005. Encoding Non-Numeric Values in Input Data.mp4	37.2 MB
006. Building and Predicting with Cleaned and Encoded Data.mp4	36.6 MB
007. Summary of Model for Predicting Favorite Transport.mp4	20.9 MB
008. Visualizing DecisionTreeClassifier Model.mp4	64.9 MB
009. Creating Charts for Data from the Built Model.mp4	16.3 MB
010. Evaluating Model Accuracy.mp4	83.2 MB
/Chapter 2 Installing and Using Pycharm IDE/
002. Getting Familiar with the PyCharm Interface.mp4	27.7 MB
001. Installing PyCharm.mp4	20.4 MB
/Chapter 91 Making Machine Learning Model More Real/
001. Removing Passenger Votes from DataFrame.mp4	76.0 MB
002. Saving Trained Model for Future Use.mp4	33.3 MB
003. Summary of Realistic Model for Passenger Satisfaction Prediction.mp4	25.6 MB
/Python---Complete-Python-Django-Data-Science-and-ML-Guide-main/
.DS_Store	8.2 KB
01-main-types.py	0.2 KB
02-input.py	0.2 KB
03-idents.py	0.1 KB
04-functions.py	0.5 KB
05-pep8.py	0.1 KB
06-comments.py	0.1 KB
07-id.py	0.1 KB
08-type.py	0.1 KB
09-isinstance.py	0.2 KB
10-str.py	0.4 KB
11-str-methods.py	0.5 KB
12-str-concatenation.py	0.5 KB
13-int.py	0.3 KB
14-float.py	0.2 KB
15-bool.py	0.5 KB
16-magic-methods.py	0.2 KB
17-lists.py	0.7 KB
18-copy-lists.py	0.3 KB
19-dict.py	1.0 KB
20-tuple.py	0.6 KB
21-set.py	0.4 KB
22-set-methods.py	1.0 KB
23-range.py	0.7 KB
24-zip.py	0.7 KB
25-deepcopy.py	0.4 KB
26-objects-in-functions.py	1.1 KB
27-positional-args.py	0.4 KB
28-args.py	0.5 KB
29-keyword-arguments.py	0.5 KB
30-kwargs.py	1.0 KB
31-args-kwargs.py	1.2 KB
32-default-parameters.py	0.4 KB
33-docstring.py	0.3 KB
34-scopes.py	0.1 KB
35-global.py	0.4 KB
36-prefix-operators.py	0.6 KB
37-comparison.py	1.1 KB
38-falsy-values.py	1.1 KB
39-short-cirquit.py	1.4 KB
40-lambda.py	0.8 KB
41-try-except.py	2.7 KB
42-raise.py	0.6 KB
43-list-tuple-unpacking.py	1.7 KB
44-fn-pos-args-unpacking.py	0.2 KB
45-fn-keyword-args-unpacking.py	0.9 KB
46-dict-unpacking.py	0.6 KB
47-if.py	1.8 KB
48-if-functions.py	1.3 KB
49-ternary.py	1.3 KB
50-for-in-list-tuple.py	0.3 KB
51-for-in-dict.py	0.2 KB
52-for-in-str-range-set.py	0.5 KB
53-while.py	1.1 KB
54-break-continue.py	0.9 KB
55-comprehensions.py	1.5 KB
56-generators.py	0.6 KB
57-decorators.py	2.2 KB
58-classes.py	4.3 KB
59-several-classes.py	2.2 KB
60-encapsulation.py	0.4 KB
61-inheritance.py	0.6 KB
62-polymorphism.py	0.5 KB
63-abstraction.py	0.5 KB
64-modules.py	0.0 KB
65-json.py	1.5 KB
66-files-dirs-os.py	1.3 KB
67-files-dirs-Path.py	1.3 KB
68-read-write-files.py	1.5 KB
69-zip.py	0.8 KB
70-csv.py	0.6 KB
71-datetime.py	1.9 KB
72-time.py	0.5 KB
73-random.py	1.0 KB
74-secrets.py	2.2 KB
75-math.py	0.3 KB
76-recursive-functions.py	0.4 KB
77-re.py	1.4 KB
78-smtplib.py	0.6 KB
79-smtp-html-template.py	1.1 KB
80-sqlite3.py	1.3 KB
81-array.py	0.7 KB
82-sys.py	0.3 KB
83-webbrowser.py	0.6 KB
84-django.py	0.0 KB
85-pygame-rectangle.py	1.1 KB
86-pygame-shooter.py	3.3 KB
87-pygame-shooter-oop.py	0.0 KB
/63-modules/
.DS_Store	10.2 KB
/.../01-entire-module/
main.py	0.1 KB
utils.py	0.1 KB
/.../02-rename-module/
main.py	0.1 KB
utils.py	0.1 KB
/63-modules/03-variables/
main.py	0.1 KB
utils.py	0.1 KB
/63-modules/04-everything/
main.py	0.1 KB
utils.py	0.1 KB
/.../05-different-modules/
main.py	0.2 KB
other.py	0.1 KB
utils.py	0.1 KB
/63-modules/06-subfolders/
main.py	0.2 KB
/63-modules/06-subfolders/src/
other.py	0.1 KB
utils.py	0.1 KB
/.../07-built-in-modules/
main.py	0.0 KB
/.../08-what-is-__name__/
main.py	0.2 KB
other.py	0.2 KB
/.../09-if-__name__/
main.py	0.3 KB
other.py	0.0 KB
/63-modules/10-packages/
main.py	0.2 KB
/Chapter 1 Introduction to Python/
001. Introduction to the Complete Python Guide.mp4	35.5 MB
002. Course Overview.mp4	28.4 MB
003. Where to Write and Run Python Code.mp4	20.1 MB
004. Practice Installing Python.mp4	12.1 MB
005. Practice - Using the Python Interactive Interpreter.mp4	7.9 MB
/84-django/
.DS_Store	6.1 KB
/84-django/courses/
.DS_Store	6.1 KB
db.sqlite3	163.8 KB
manage.py	0.7 KB
Pipfile	0.2 KB
Pipfile.lock	2.8 KB
/84-django/courses/api/__pycache__/
__init__.cpython-311.pyc	0.2 KB
admin.cpython-311.pyc	0.2 KB
apps.cpython-311.pyc	0.5 KB
authentication.cpython-311.pyc	0.9 KB
models.cpython-311.pyc	2.5 KB
urls.cpython-311.pyc	0.7 KB
/84-django/courses/api/migrations/__pycache__/
__init__.cpython-311.pyc	0.2 KB
/84-django/courses/base/__pycache__/
__init__.cpython-311.pyc	0.2 KB
settings.cpython-311.pyc	2.7 KB
urls.cpython-311.pyc	0.6 KB
wsgi.cpython-311.pyc	0.7 KB
/84-django/courses/shop/__pycache__/
__init__.cpython-311.pyc	0.2 KB
admin.cpython-311.pyc	1.6 KB
apps.cpython-311.pyc	0.5 KB
models.cpython-311.pyc	1.7 KB
urls.cpython-311.pyc	0.5 KB
views.cpython-311.pyc	1.0 KB
/84-django/courses/shop/migrations/__pycache__/
0001_initial.cpython-311.pyc	1.8 KB
0002_alter_category_title.cpython-311.pyc	0.8 KB
0003_course_created_at.cpython-311.pyc	0.9 KB
__init__.cpython-311.pyc	0.2 KB
/84-django/courses/templates/
base.html	0.9 KB
/84-django/courses/templates/shop/
courses.html	0.8 KB
single_course.html	0.4 KB
/.../87-pygame-shooter-oop/shooter/
alien.py	0.7 KB
ball.py	0.9 KB
constants.py	0.2 KB
fighter.py	0.9 KB
game.py	2.9 KB
main.py	0.1 KB
old.py	3.2 KB
Pipfile	0.2 KB
Pipfile.lock	6.8 KB
/.../87-pygame-shooter-oop/shooter/images/
.DS_Store	6.1 KB
alien.png	7.3 KB
ball.png	2.2 KB
fighter.png	10.9 KB
/.../90-jupyter-notebooks/
.DS_Store	8.2 KB
/.../Hello Jupyter Notebook/
First Notebook.ipynb	2.1 KB
Second Notebook.ipynb	3.9 KB
Third Notebook.ipynb	1.7 KB
/.../Hello Jupyter Notebook/.ipynb_checkpoints/
First Notebook-checkpoint.ipynb	2.1 KB
Second Notebook-checkpoint.ipynb	3.9 KB
Third Notebook-checkpoint.ipynb	1.7 KB
/.../90-jupyter-notebooks/Matplotlib/
jersey-rainfall-1984-to-2021.csv	9.2 KB
Matplotlib CSV.ipynb	459.5 KB
Matplotlib Examples.ipynb	350.3 KB
/.../90-jupyter-notebooks/Matplotlib/.ipynb_checkpoints/
Matplotlib CSV-checkpoint.ipynb	459.5 KB
Matplotlib Examples-checkpoint.ipynb	350.3 KB
/.../90-jupyter-notebooks/NumPy/
NumPy Arange, Reshape and Flatten.ipynb	7.7 KB
NumPy Examples.ipynb	15.3 KB
NumPy One Dimension.ipynb	4.4 KB
NumPy Random.ipynb	3.4 KB
NumPy Two Dimensions.ipynb	8.1 KB
/.../90-jupyter-notebooks/NumPy/.ipynb_checkpoints/
Numpy Arange, Reshape and Flatten-checkpoint.ipynb	7.7 KB
Numpy Examples-checkpoint.ipynb	15.3 KB
Numpy One Dimension-checkpoint.ipynb	4.4 KB
Numpy Random-checkpoint.ipynb	3.4 KB
Numpy Two Dimensions-checkpoint.ipynb	8.1 KB
/.../90-jupyter-notebooks/Pandas/
Pandas DataFrames and Series.ipynb	84.1 KB
Pandas Random CSV.ipynb	85.3 KB
random_sales.csv	2.8 KB
sales_data.json	5.2 KB
sales_data.xlsx	8.1 KB
/.../90-jupyter-notebooks/Pandas/.ipynb_checkpoints/
Pandas DataFrames and Series-checkpoint.ipynb	84.1 KB
Pandas Random CSV-checkpoint.ipynb	85.3 KB
random_sales-checkpoint.csv	26.6 KB
sales_data-checkpoint.json	55.2 KB
/.../90-jupyter-notebooks/Scikit/
.DS_Store	6.1 KB
Airline Passenger Satisfaction.ipynb	981.9 KB
airline_passenger_satisfaction.csv	12.9 MB
decision_tree_model.dot	2.5 KB
Scikit Prediction and Evalution.ipynb	73.2 KB
vehicles.csv	0.5 KB
/.../90-jupyter-notebooks/Scikit/.ipynb_checkpoints/
Airline Passenger Satisfaction-checkpoint.ipynb	399.4 KB
airline_passenger_satisfaction-checkpoint.csv	12.9 MB
decision_tree_model-checkpoint.dot	2.1 KB
Scikit Prediction and Evalution-checkpoint.ipynb	73.2 KB
vehicles-checkpoint.csv	0.5 KB
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