The Complete Computer Science Training Bundle

Your First Program

1. Introduction

• Who is this Course for - 2:43
• DS + ML Marketplace - 6:55
• Data Science Job Opportunities - 4:24
• Data Science Job Roles - 10:23
• What is a Data Scientist - 17:00
• How To Get a Data Science Job - 18:39
• Data Science Projects Overview - 11:52

1. Data Science & Machine Learning Concepts

• Why We Use Python - 3:14
• What is Data Science - 13:24
• What is Machine Learning - 14:22
• ML Concepts & Algorithms - 14:42
• Machine Learning vs Deep Learning - 11:09
• What is Deep Learning - 9:44

1. Python for Data Science

• What is Programming - 6:03
• Why Python for Data Science? - 3:14
• What is Jupyter - 3:54
• What is Google Colab - 3:27
• Python Variables, Booleans and None - 11:47
• Getting Started with Colab - 9:07
• Python Operators - 25:26
• Python Numbers and Booleans - 7:47
• Python Strings - 13:12
• Python Conditional Statements - 13:53
• Python For Loops and While Loops - 8:07
• Python Lists - 5:10
• More About Python Lists - 15:08
• Python Tuples - 11:25
• Python Dictionaries - 20:19
• Python Sets - 9:41
• Compound Data Types & When to use each one? - 22:39
• Python Functions - 14:23
• Object Oriented Programming in Python - 18:47

1. Statistics for Data Science

• Intro to Statistics - 7:10
• Descriptive Statistics - 6:35
• Measure of Variability - 12:19
• Measure of Variability Continued - 9:35
• Measures of Variable Relationship - 7:37
• Inferential Statistics - 15:18
• Measures of Asymmetry - 1:57
• Sampling Distribution - 7:34

1. Probability & Hypothesis Testing

• 5.1 What Exactly Probability - 3:44
• 5.2 Expected Values - 2:38
• 5.3 Relative Frequency - 5:15
• 5.4 Hypothesis Testing Overview - 9:09

1. NumPy Data Analysis

• NumPy Arrays - 8:21
• NumPy Array Basics - 11:36
• NumPy Array Indexing - 9:10
• NumPy Array Data Types - 12:58
• NumPy Array Computations - 5:53
• Broadcasting - 4:32

1. Pandas Data Analysis

• 7.1 Intro to Pandas - 15:52
• 7.2 Intro to Panda Continued - 18:05

1. Python Data Visualization

• 8.1 Data Visualization Overview - 24:49
• 8.2 Different Data Visualization Libraries in Python - 12:48
• 8.3 Python Data Visualization Implementation - 8:27

1. Machine Learning

• Intro to Machine Learning - 26:03

1. Decision Trees

• 15.1 Decision Trees Section Overview - 4:11
• 15.2 EDA on Adult Dataset - 16:53
• 15.3 What is Entropy and Information Gain - 21:50
• 15.4 The Decision Tree ID3 algorithm from scratch Part 1 - 11:32
• 15.5 The Decision Tree ID3 algorithm from scratch Part 2 - 7:35
• 15.6 The Decision Tree ID3 algorithm from scratch Part 3 - 4:07
• 15.7 ID3 - Putting Everything Together - 21:23
• 15.8 Evaluating our ID3 implementation - 16:53
• 15.9 Compare with Sklearn implementation - 8:51
• 15.10 Visualizing the Tree - 10:15
• 15.11 Plot the features importance - 5:51
• 15.12 Decision Trees Hyper-parameters - 11:39
• 15.13 Pruning - 17:11
• 15.14 [Optional] Gain Ration - 2:49
• 15.15 Decision Trees Pros and Cons - 7:31
• 15.16 [Project] Predict whether income exceeds $50Kyr - Overview - 2:33

1. Ensemble Learning and Random Forests

• Ensemble Learning Section Overview - 3:46
• What is Ensemble Learning? - 13:06
• What is Bootstrap Sampling? - 8:25
• What is Bagging? - 5:20
• Out-of-Bag Error (OOB Error) - 7:47
• Implementing Random Forests from scratch Part 1 - 22:34
• Implementing Random Forests from scratch Part 2 - 6:10
• Compare with sklearn implementation - 3:41
• Random Forests Hyper-Parameters - 4:23
• Random Forests Pros and Cons - 5:25
• What is Boosting? - 4:41
• AdaBoost Part 1 - 4:10
• AdaBoost Part 2 - 14:33

1. Support Vector Machines

• SVM - Outline - 5:15
• SVM - SVM intuition - 11:38
• SVM - Hard vs Soft Margin - 13:25
• SVM - C Hyper-Parameter - 4:17
• SVM - Kernel Trick - 12:18
• SVM - Kernel Types - 18:13
• SVM - with Linear Dataset - 13:35
• SVM - Non-Linear Dataset - 12:50
• SVM- Multi _ Regression - 5:51
• SVM - Project Overview (Voice Gender Recognition) - 4:26

1. PCA

• PCA - Section Overview - 5:12
• What is PCA - 9:36
• PCA - Drawbacks - 3:31
• PCA - Algorithm Steps - 13:12
• PCA - Covariance Matrix vs SVD - 4:58
• PCA - Main Applications - 2:50
• PCA - Image Compression - 27:00
• PCA - Data Preprocessing - 14:31
• PCA - BiPlot and The Screen Plot - 17:27
• PCA - Feature Scaling and Screeplot - 9:29
• PCA - Supervised vs unsupervised - 4:55
• PCA - Visualization - 7:31

1. Data Science Career

• Creating a Data Science Resume - 6:45
• Data Science Cover Letter - 3:33
• How to Contact Recruiters - 4:20
• Getting Started with Freelancing - 4:13
• Top Freelance Websites - 5:35
• Personal Branding - 4:02
• Networking Do's and Don'ts - 3:45
• Importance of a Website - 2:56

• Welcome to the Python Programming Language - 12:00
• MacOS - Use the Terminal to Issue Commands to Your Operating System - 9:40
• MacOS - Download and Install Python 3 - 9:11
• MacOS - Download Course Materials
• MacOS - Install Visual Studio Code and Python Plugins - 27:37
• Mac OS - Troubleshooting File Output
• Windows - Using the Command Prompt - 10:00
• Windows - Download and Install Python 3 - 7:20
• Windows - Download Course Materials
• Windows - Install Visual Studio Code and Python Plugins - 22:15
• Windows - Troubleshooting File Output
• FREE DOWNLOAD: Learn to Code with Python Course Notes PDF
• The Visual Studio Code (VSCode) Interface and Helpful Shortcuts - 12:44
• The Interactive Prompt (REPL) - 7:32
• QUIZ: Setup and Installation
• Words of Motivation - 12:39
• General Housekeeping

• Objects: Strings - 12:51
• Intro to Functions - 5:53
• The print Function I: Outputting a Single Argument - 8:03
• QUIZ: Strings and the print Function
• The print Function II: Outputting Multiple Arguments - 5:47
• The print Function III: Parameters and Arguments - 17:46
• Comments - 7:29
• ARTICLE: Intro to Coding Exercises
• CODING EXERCISE: Outputting Text with the print Function
• CODING EXERCISE SOLUTION: Outputting Text with the print Function - 5:12
• QUIZ: Welcome to Python Section Review

• Mathematical Expressions - 10:42
• Division, Floor Division, and the Modulo Operator - 7:07
• QUIZ: Mathematical Operators
• The Boolean Data Type, The Equality Operator (==) and Inequality Operator (!=) - 14:51
• Boolean Mathematical Operators - 4:40
• QUIZ: Boolean Mathematical Expressions
• The type Function - 8:59
• QUIZ: The type function
• Type Conversion with the int, float and str Functions - 8:55

• Intro to Variables - 14:44
• ARTICLE - Variable Naming Rules
• CODING EXERCISE: Declaring Variables
• CODING EXERCISE SOLUTION: Declaring Variables - 4:21
• Multiple Variable Assignments - 4:49
• Augmented Assignment Operator - 6:52
• Collecting User Input with the input Function - 12:07
• The NameError, ValueError, TypeError and SyntaxError Exceptions - 11:10
• QUIZ: Variables, Inputs, and Errors

• Intro to Functions - 11:21
• Parameters and Arguments - 7:12
• Positional Arguments and Keyword Arguments - 5:42
• Declaring Return Values for Functions - 3:08
• CODING EXERCISE: The Basics of Functions
• CODING EXERCISE SOLUTION: The Basics of Functions - 4:59
• Default Arguments - 3:07
• CODING EXERCISE: Default Arguments
• CODING EXERCISE SOLUTION: Default Arguments - 6:35
• The None Type - 4:11
• BONUS: Function Annotations - 7:16

• Length, Concatenation and Immutability - 10:01
• CODING EXERCISE - Length, Concatenation and Immutability
• CODING EXERCISE SOLUTION: Length, Concatenation, and Immutability - 4:17
• String Indexing with Positive Values - 8:46
• String Indexing with Negative Values - 2:44
• QUIZ: String Indexing
• CODING EXERCISE: String Indexing
• CODING EXERCISE SOLUTION: String Indexing - 4:28
• String Slicing I: Slicing by Range - 12:26
• QUIZ: String Slicing I
• String Slicing II: Slicing by Steps - 8:30
• QUIZ: String Slicing II
• CODING EXERCISE: String Slicing
• CODING EXERCISE SOLUTION: String Slicing - 5:39
• Escape Characters - 10:07
• The in and not in Operators for Inclusion and Exclusion - 6:21

• The find and index Methods - 9:51
• The startswith and endswith Methods - 4:31
• The count Method - 3:21
• CODING EXERCISE: The find and count Methods
• CODING EXERCISE SOLUTION: The find and count Methods - 3:45
• The capitalize, title, lower, upper and swapcase Methods - 7:22
• Boolean Methods for Strings - 7:45
• QUIZ: Casing Methods for Strings
• The lstrip, rstrip, and strip Methods - 5:43
• The replace Method - 3:48
• CODING EXERCISE: String Cleanup Methods
• CODING EXERCISE SOLUTION: String Cleanup Methods - 3:28
• The format Method - 12:45
• Formatted String Literals (f-strings) - 4:22

• REVIEW: The Boolean Data Type, Equality and Inequality - 5:08
• The if Statement - 9:02
• The bool Function (Truthiness and Falsiness) - 6:49
• CODING EXERCISE: if Statements
• CODING EXERCISE SOLUTION: if Statements - 6:46
• The else Statement - 6:15
• The elif Statement - 11:19
• CODING EXERCISE: if, else, and elif
• CODING EXERCISE SOLUTION: if, else, and elsif - 4:00
• Conditional Expressions (Ternary Operator Equivalent) - 5:24
• The and Keyword - 7:04
• The or Keyword - 4:58
• The not Keyword - 5:21
• Nested if Statements - 8:27
• QUIZ: More Boolean Evaluations
• CODING EXERCISE: Multiple Conditions
• CODING EXERCISE SOLUTION: Multiple Conditions - 4:28
• The while Loop - 15:01
• A Brief Intro to Recursion I - 17:43
• A Brief Intro to Recursion II - 16:13
• CODING EXERCISE: Recursion
• CODING EXERCISE SOLUTION: Recursion - 10:40

• Intro to Lists - 8:31
• CODING EXERCISE: Creating Lists
• CODING EXERCISE SOLUTION: Creating Lists - 3:33
• The in and not in Operators - 7:09
• QUIZ: List Basics
• Select a List Element by Positive or Negative Index Positions - 8:12
• CODING EXERCISE: Indexing into List
• CODING EXERCISE SOLUTION: Indexing Into list - 6:00
• Slice Multiple Elements from a List - 9:04
• CODING EXERCISE: Slicing Elements
• CODING EXERCISE SOLUTION: Slicing Elements - 3:27
• QUIZ: List Slicing
• CODING EXERCISE: List Problems
• CODING EXERCISE SOLUTION: List Problems - 6:03

• Iteration with the For Loop - 13:37
• CODING EXERCISE: List Iteration
• CODING EXERCISE SOLUTION: List Iteration - 6:36
• Iteration with Conditional Logic - 13:12
• CODING EXERCISE: More List Iteration
• CODING EXERCISE SOLUTION: More List Iteration - 9:10
• Iterate in Reverse with the reversed Function - 8:03
• The enumerate Function - 9:52
• CODING EXERCISE: The enumerate Function
• CODING EXERCISE SOLUTION: The enumerate Function - 6:35
• The range Function - 8:17
• The break Keyword - 5:50
• The continue Keyword - 5:24
• Command Line Arguments with argv - 8:06

• Intro to Debugging with VSCode - 11:12
• Step Over - 8:21
• Step Into and Step Out - 7:12
• Working through a Problem - 15:42

• Assign New Value at Index Position - 5:54
• Assign New Values to List Slice - 6:02
• CODING EXERCISE: Overwriting Elements in List
• CODING EXERCISE SOLUTION: Overwriting Elements in a List - 4:48
• The append Method - 5:02
• CODING EXERCISE: Conditionals, Range, Enumerate
• CODING EXERCISE SOLUTION: Conditional, Range, Enumerate - 9:30
• Building A List Up From Another List - 11:47
• CODING EXERCISE: Building A List Up
• CODING EXERCISE SOLUTION: Building a List Up - 3:40
• The extend Method - 6:17
• The insert Method - 4:28
• CODING EXERCISE: Adding Elements to List
• CODING EXERCISE SOLUTION: Adding Elements to List - 5:07
• The pop Method - 4:59
• The del Keyword - 3:23
• The remove Method - 2:38
• The clear Method - 1:16
• CODING EXERCISE: Removing Elements from a List
• CODING EXERCISE SOLUTION: Removing Elements from a List - 7:53
• The reverse Method - 0:59
• The sort method - 6:14

• The count Method - 4:16
• The index Method - 5:14
• CODING EXERCISE: Encrypt Message
• CODING EXERCISE SOLUTION: Encrypt Message - 14:04
• The copy Method - 4:49
• The split Method on a String - 8:55
• The join Method on a String - 4:35
• CODING EXERCISE: The split and join Methods on Strings
• CODING EXERCISE SOLUTION: The join and split Methods - 7:53
• The zip Function - 8:42
• QUIZ: List Methods
• Multidimensional Lists - 13:30
• QUIZ: Multidimensional Lists
• CODING EXERCISE: Multidimensional Lists
• CODING EXERCISE SOLUTION: Multidimensional Lists - 5:52
• List Comprehensions I: The Basics - 10:15
• List Comprehensions II: Filtering Results - 11:07
• CODING EXERCISE: List Comprehensions
• CODING EXERCISE SOLUTION: List Comprehensions - 5:42

• The help Function - 6:41
• The map Function - 7:10
• The filter Function - 4:03
• Lambda Functions - 8:21
• CODING EXERCISE: map, filter and lambdas
• CODING EXERCISE SOLUTION: map, filter and lambdas - 8:41
• The all and any Functions - 3:38
• The max and min Functions - 2:22
• The sum Function - 1:07
• CODING EXERCISE: The sum Function
• CODING EXERCISE SOLUTION: The sum Function - 3:20
• The dir Function - 6:38
• The format Function - 7:45
• QUIZ: Built-In Functions

• Intro to Tuples - 7:35
• CODING EXERCISE: Declare Tuples
• CODING EXERCISE SOLUTION: Declare Tuples - 3:25
• Lists vs. Tuples - 9:22
• Unpacking a Tuple I: The Basics - 8:46
• Unpacking a Tuple II: Using * to Destructure Multiple Elements - 9:45
• CODING EXERCISE: Unpacking a Tuple
• CODING EXERCISE SOLUTION: Unpacking a Tuple - 5:06
• Variable Number of Function Arguments with *args - 11:33
• Unpacking Argument Lists to Functions - 5:02

• Variables, Objects, and Garbage Collection - 4:22
• Shared References with Immutable and Mutable Types - 3:52
• Equality vs Identity (The is and not is Keywords) - 5:00
• Shallow and Deep Copies - 9:04

• Intro to Dictionaries - 14:03
• CODING EXERCISE - Create a Dictionary
• CODING EXERCISE SOLUTION: Create a Dictionary - 4:00
• Access a Dictionary Value by Key or with the get Method - 8:22
• The in and not in Operators on a Dictionary - 7:31
• Add or Modify Key-Value Pair in Dictionary - 16:02
• The setdefault Method - 4:18
• CODING EXERCISE: Dictionaries from Lists
• CODING EXERCISE SOLUTION: Dictionaries from Lists - 13:52
• The pop Method - 8:13
• QUIZ: Dictionary Basics
• CODING EXERCISE: Inclusion and Removal
• CODING EXERCISE SOLUTION: Inclusion and Removal - 2:54
• The clear Method - 2:47
• The update Method - 3:44
• The dict Function - 3:14
• Nested Dictionaries - 11:48

• Iterate over a Dictionary with a for Loop - 9:08
• The items Method - 5:34
• CODING EXERCISE: The items Method
• CODING EXERCISE SOLUTION: The items Method - 7:23
• The keys and values Methods - 6:30
• CODING EXERCISE: The keys and values Methods
• CODING EXERCISE SOLUTION: The keys and values Methods - 2:44
• The sorted Function - 5:10
• Lists of Dictionaries - 5:42
• CODING EXERCISE: Nested Data Structures
• CODING EXERCISE SOLUTION: Nested Data Structures - 4:08
• Keyword Arguments - 15:09
• Unpacking Argument Dictionary - 6:06
• QUIZ: Keyword Arguments
• CODING EXERCISE: Keyword Arguments
• CODING EXERCISE SOLUTION: Keyword Arguments - 3:39
• Dictionary Comprehensions I - 8:50
• Dictionary Comprehensions II - 4:33
• CODING EXERCISE: Dictionary Comprehensions
• CODING EXERCISE SOLUTION: Dictionary Comprehensions - 7:03

• Intro to Sets - 13:48
• The set Function - 6:08
• CODING EXERCISE: Set Basics
• CODING EXERCISE SOLUTION: Set Basics - 3:53
• The add and update Methods - 3:15
• The remove and discard Methods - 3:16
• The intersection Method - 4:11
• The union Method - 2:19
• The difference Method - 3:08
• The symmetric_difference Method - 3:23
• The issubset and issuperset Methods - 5:45
• The frozenset Object - 3:51

• Scripts, Modules and the import Keyword - 11:34
• The Python Standard Library (The string, math and this Modules) - 9:40
• The name Special Variable - 9:48
• Aliases wth the as Keyword - 3:31
• Import Specific Attributes with the from Syntax - 3:08
• Import All Attributes with * Syntax - 3:42
• The init.py File I - 11:24
• The init.py File II - 4:50

• Reading a File with the open Function and read Method - 11:02
• Read File Line by Line with a for loop - 3:19
• Write to a File - 3:57
• Append to a File - 3:07

• Higher Order Functions I: Functions as Arguments - 8:45
• CODING EXERCISE: Higher Order Functions
• CODING EXERCISE SOLUTION: Higher Order Functions - 5:04
• Nested Functions - 8:23
• Higher Order Functions II: Functions as Return Values - 6:18
• CODING EXERCISE: Higher Order Functions II
• CODING EXERCISE SOLUTION: Higher Order Functions II - 2:51
• Scope I: Global vs Local Variables - 10:58
• Scope II: The LEGB Rule - 6:06
• Scope III: Closures - 3:07
• The global Keyword - 3:33
• CODING EXERCISE: The global Keyword
• CODING EXERCISE SOLUTION: The global Keyword - 2:55
• The nonlocal Keyword - 5:54
• Intro to Decorators - 10:55
• Arguments with Decorator Functions (args and *kwargs) - 11:08
• Returned Values from Decorated Functions - 3:44
• The functools.wraps Decorator - 4:39
• Decorator Example from flask Library - 6:21

• Intro to Object-Oriented Programming - 11:32
• Class Definitions and Instantiation - 9:10
• CODING EXERCISE: Class Definitions and Instantiation
• CODING EXERCISE SOLUTION: Class Definition and Instantiation - 5:05
• The init Method - 10:14
• Adding Attributes to Objects - 8:11
• Setting Object Attributes in the init Method - 11:14
• CODING EXERCISE: The init Method
• CODING EXERCISE SOLUTION: The init Method - 10:22
• Default Values for Attributes - 7:50
• CODING EXERCISE: Default Values for Attributes
• CODING EXERCISE SOLUTION: Default Values for Attributes - 5:19

• Instance Methods - 12:30
• CODING EXERCISE: Instance Methods
• CODING EXERCISE SOLUTION: Instance Methods - 7:30
• Protected Attributes and Methods (Encapsulation) - 8:40
• CODING EXERCISE: Protected Attributes
• CODING EXERCISE SOLUTION: Protected Attributes - 5:15
• Define Properties with property Method - 14:07
• Define Properties with Decorators (Alternate Approach) - 6:14
• CODING EXERCISE: Properties
• CODING EXERCISE SOLUTION: Properties - 10:16
• The getattr and setattr Functions - 9:42
• The hasattr and deleteattr Functions - 4:43
• Class Methods - 9:37
• CODING EXERCISE: Class Methods
• CODING EXERCISE SOLUTION: Class Methods - 4:55
• Class Attributes - 7:48
• Attribute Lookup Order - 3:53
• Static Methods - 7:55
• QUIZ: Properties, Attribute Access, and Methods

• Intro to Magic Methods - 7:38
• String Representation with the str and repr Methods - 8:29
• Equality with the eq Method - 6:36
• Magic Methods for Comparison Operations (lt, gt, le, ge, add, sub) - 7:23
• CODING EXERCISE: Equality and String Representation
• CODING EXERCISE SOLUTION: Equality and String Representation - 8:35
• Docstrings - 7:51
• CODING EXERCISE: Docstrings
• CODING EXERCISE SOLUTION: Docstrings - 4:13
• Truthiness with the bool Method - 4:33
• The namedtuple Object - 7:14
• CODING EXERCISE - namedtuple
• CODING EXERCISE SOLUTION: namedtuple - 5:04
• Length with the lenMethod - 4:54
• Indexing with getitem and setitem Methods - 12:23
• CODING EXERCISE: Custom Indexing and Iteration
• CODING EXERCISE SOLUTION: Custom Indexing and Iteration - 8:22
• The del Method - 4:15
• CODING EXERCISE: Magic Methods
• CODING EXERCISE SOLUTION: Magic Methods - 6:22

• Intro to Inheritance - 5:10
• Define a Subclass - 5:20
• CODING EXERCISE: Define a Subclass
• CODING EXERCISE SOLUTION: Define a Subclass - 2:53
• New Methods on Subclasses - 5:11
• Override an Inherited Method on a Subclass - 4:56
• CODING EXERCISE: Override a Method on Subclass
• CODING EXERCISE SOLUTION: Override a Method on Subclass - 6:47
• The super Function - 16:29
• CODING EXERCISE: The super Function
• CODING EXERCISE SOLUTION: The super Function - 6:52
• Polymorphism I - 6:10
• Polymorphism II - 7:03
• CODING EXERCISE: Polymorphism
• CODING EXERCISE SOLUTION: Polymorphism - 8:39
• Name Mangling for Privacy - 8:14
• Multiple Inheritance I: Method Resolution Order - 7:53
• Multiple Inheritance II: Breadth First and Depth First Search - 11:30
• Multiple Inheritance III: Diamond-Shaped Inheritance - 7:06
• The isinstance Function and issubclass Function - 8:52
• Composition - 13:48

• Introduction to Error Handling - 3:25
• The try-except Block - 8:13
• Catching One or More Specific Exceptions - 7:23
• The raise Keyword - 7:31
• User-Defined Exceptions - 7:32
• Exception Inheritance Hierachies - 9:22
• The else and finally Blocks - 6:38

• The date Object - 7:40
• The time Object - 6:15
• CODING EXERCISE: date and time Objects
• CODING EXERCISE SOLUTION: date and time Objects - 2:34
• The datetime Object I - 11:19
• The datetime Object II: The strftime Method - 6:13
• CODING EXERCISE: The datetime Object
• CODING EXERCISE SOLUTION:The datetime Object - 3:43
• The timedelta Object - 7:08
• QUIZ: The date, datetime and timedelta Objects

• The random and randint Functions - 5:49
• The choice and sample Functions - 4:34
• The shuffle Function - 5:37
• QUIZ: The random Module

• Introduction to Unit Testing - 4:33
• The assert Statement - 5:50
• The doctest Module - 10:09
• The unittest Module - 5:17
• The assertEqual Method - 11:46
• The Purpose of Testing - 7:07
• Skipping Tests and Expected Failures - 5:38
• Assertions - assertNotEqual and Custom Error MEssages - 6:42
• Assertions - Test Object Identity with assertIs and assertIsNot - 3:15
• Assertions - Test Truthiness and Falsiness (assertTrue and assertFalse) - 3:30
• Assertions - Test Nullness with assertIsNone and assertIsNotNone - 2:19
• Assertions - Test Inclusion with assertIn and assertNotIn - 5:47
• Assertions - Test Object Type with assertIsInstance and assertNotIsIstance - 4:57
• Assertions - Test Errors with assertRaises - 6:36
• The setUp and tearDown instance Methods - 11:15
• The setUpClass and tearDownClass Methods - 5:40

• Intro to Mocking with the Mock Class - 12:56
• The return_value Attribute - 7:50
• The side_effect Attribute - 9:38
• CODING EXERCISE: Creating Mocks
• CODING EXERCISE SOLUTION: Creating Mocks - 6:59
• The Mock vs MagicMock Objects - 9:47
• Mock Calls - 10:18
• Putting it All Together - 14:49
• Verifying Doubles - 13:19
• Patch I: The patch Function - 21:30
• Patch II: The patch Decorator - 4:07
• Patch III: What patch Patches - 8:43

• Introduction to the Section + The Rules of Poker - 21:33
• Test-Driven Development (TDD) - 18:35
• Setting Up Our Project - 10:44
• The Card Class I: Adding rank and suit Attributes - 12:39
• The Card Class II: String Representation and Technical Representation - 11:42
• The Card Class III: Adding all Ranks and Suits - 15:10
• Building out the main.py Start File - 4:00
• The Deck Class I: Storing and Adding Cards - 16:34
• The Card Class IV: Creating 52 Cards - 30:09
• The Hand Class I: The High Card Rank - 21:36
• The Hand Class II: The Pair Rank - 15:26
• The Hand Class III: The Two Pair Rank - 12:38
• The Hand Class IV: The Three of a Kind Rank - 7:09
• The Hand Class V: Refactoring - 21:01
• The Hand Class VI: The Straight Rank (Part 1) - 29:21
• The Hand Class VII: The Straight Rank (Part 2) - 29:44
• The Hand Class VIII: The Flush Rank - 10:55
• The Hand Class IX: The Full House Rank - 5:30
• The Hand Class X: The Four of a Kind Rank - 4:08
• The Hand Class XI: The Straight Flush Rank - 9:18
• The Hand Class XII: The Royal Flush Rank - 6:07
• Dependency Injection - 15:11
• The Player Class I: Creating a Player with a Hand - 17:41
• Catching Two Bugs - 26:53
• The GameRound Class I: Instantiation and Card Shuffle - 33:20
• The Deck Class II: Removing Cards - 14:51
• The GameRound Class II: Asking the Deck for Cards - 12:01
• Expanding Player and Hand Classes to Add New Cards - 22:54
• The GameRound Class III: Sending Cards to the Players - 13:59
• Manual Testing + Adding Hand Technical Representation and Deck Length - 16:32
• Implementing Fake Betting in the Player and GameRound Classes - 16:58
• Community Cards in Hand, Player and GameRound Classes - 7:26
• The GameRound Class IV: Finishing Up Community Cards Logic - 18:17
• Running the Code Again - 6:21
• The HighCardValidator Class - 28:23
• TheNoCardsValidator Class - 10:30
• The PairValidator Class - 22:50
• The TwoPairValidator Class - 18:07
• Refactoring the Existing Validators - 9:13
• The ThreeOfAKindValidator Class - 13:48
• The StraightValidator Class I - 25:00
• The StraightValidator Class II - 9:53
• The FlushValidator Class - 17:08
• The FullHouseValidator Class - 16:00
• The FourOfAKindValidator Class - 11:27
• The StraightFlushValidator Class I - 16:06
• The StraightFlushValidator Class II - 16:16
• The RoyalFlushValidator Class - 18:43
• Refactoring the Hand Class - 20:07
• Calculating the Winner - 28:35

• Search for Text with a Pattern Object - 11:36
• Search for Text at Beginning of String with the match Method - 2:54
• The findall and finditer Methods - 3:55
• Module-Level Regex Functions - 2:39
• Review of Raw Strings - 2:38
• Search for Digit and Non-Digit Characters - 6:20
• Search for Word and Non Word Characters - 1:54
• Search for Whitespace - 1:06
• Search for Word Boundaries - 3:23
• Metacharacters - The Dot - 3:15
• Metacharacters - Square Brackets with Characters - 4:38
• Declare Number of Matches with Curly Braces I - 3:49
• Declare Number of Matches with Curly Braces II - 6:25
• Search for One or More of a Character - 2:59
• Matching One Character or Another - 3:38

• Introduction to PyPi and Python Packages - 11:53
• Introduction to pip and Virtual Environments - 9:56
• MacOS - Create, Activate, and Deactivate Virtual Environment - 13:50
• Windows - Create, Activate, and Deactivate Virtual Environment - 12:07
• Install Python Packages with pip3 - 11:33
• Uninstall Python Packages with pip - 3:46
• Install Specific Version of Package or Upgrade Package - 4:59
• Create requirements.txt File - 9:37

• Intro to Web Scraping and Installing Scrapy - 6:12
• Create Scrapy Project - 5:03
• Write First Scrapy Spider - 15:31
• A Small Refactor - 3:07
• A Quick Introduction to HTML and CSS - 11:15
• The Scrapy Shell - 17:15
• Writing to JSON File - 6:22
• CHALLENGE: Add Book Prices to File - 7:27
• Scraping Sequential Pages - 14:03

• Thank You - 1:31

• Course Overview - 6:42
• How 2 GET BEST out of this course? - 3:32

• Overview
• On-Demand Lab Access
• History ( <4 mins) - 3:51
• Linux Architecture & Features - 4:53
• Shells - 3:22
• Lab Setup - 2:07
• Connecting To Linux Machine - 5:44
• Linux Command Structure & Basic Commands - cd, ls - 14:43
• Getting HELP on a Linux System? Where is F1? - 8:37
• Internal and External Commands - 2:51
• Command-line Productivity Tricks - 1 - 3:20

• Overview
• Linux File System Organization - 12:46
• File Types - 5:00
• Home Directory - 7:30
• File Naming Restrictions - 8:32
• Understanding Paths - 13:36
• What are dot ( . ) files? - 4:52
• Navigating File System - 5:54
• Wild Cards - 9:10
• Few Basic Commands - 5:31
• Running Multiple Commands - 1:45
• Command Substitution - 2:54
• Create Your Own Commands with alias - 4:39

• Overview
• Working with Directories - Part 1 - 6:30
• Working with Directories - Part 2 - 4:28
• Working with Files - wc - 5:12
• Working with Files - cat, tac, rev - 3:36
• Working with Files - more - 8:08
• Working with Files - less - 9:52
• Working with Files - head, tail - 8:16
• Working with Files - Copy, Move, Delete.. - 13:16
• Working with Files - create - 3:04
• Working with Files - splitting - 11:53

• Overview
• Standard I/O Concepts - 7:13
• Redirection - 11:27
• Terminal and Null Files - 6:43
• File Descriptors Usage - 8:51
• Using "I" (pipe) - sort & uniq commands - 6:26

• Overview
• Understanding Users & Groups - 10:29
• The "root" account - 3:22
• Switching Users - su command - 3:32
• The sudo command - 2:38

• Overview
• Understanding File Attributes - 5:28
• Understanding Permissions - 7:22
• LinuxCL07.05FileAttandPermslsloutputdemo - 12:52
• Changing ownership and Permissions bits of a file - 10:30
• Understanding Numeric Format - 11:34
• Understanding Default Permissions (umask) - 9:45
• "file" command - 2:41

• Overview
• vi Editor - Basic Concepts - 5:30
• vi Editor - Part 1 - 18:47
• vi Editor - Part 2 - 11:04
• vi Editor - Part 3 - 12:25
• vi Editor - Part 4 - 12:27
• vi Editor - Part 5 - 7:02
• vi Editor - Part 6 - 1:38
• vi Editor - Part 7 - 11:35
• vi Editor - Part 8 - 3:23

• Overview
• Regular Expressions - Part 1 - 15:23
• Regular Expressions - Part 2 - 6:30

• "cut" command - 10:56
• "paste" command - 7:43
• "tr" command - 14:45
• tee command - 5:03
• "sort" & "uniq" commands - 7:51
• "grep" command - 10:31
• "find" command - Part 1 - 18:35
• "find" command - Part 2 - 14:29

• Hard Link & Soft Link Concepts & Demo - 14:13

• Process, Parent Process, Child Process, PID & PPID - 2:44
• Types of Processes - FG, BG, Daemon - 2:21
• Viewing the Running Processes (ps command) - 13:04
• "nohup" command - 8:43
• "time" command - 2:23
• Signals - 1:39
• Killing/Terminating processes using "kill" command - 6:46
• Job Control - jobs, fg, bg - 8:22

• Scheduling Concepts - 5:53
• "at" command & "batch" command - 6:16
• Using "cron" - 13:55

• Archiving Files using tar - Part 1 - 15:43
• Archiving Files using tar - Part 2 - 16:02
• Finding System Information - 9:06
• Shutdown and Reboot - 5:56

• Direct GUI Login - 1:42
• Putty Installation - 1:36
• SSH from a Windows to Linux Machine - 3:05
• SSH from a Linux to Linux Machine - 1:55
• SSH from a MAC to Linux Machine - 0:50

• Shell Prompt Customization - 8:18
• Bash Shell Special Files - 19:15
• alias Command - 5:02
• Variables, Env Variables and source command - 10:44

• Shell Scripting Absolute Basics - 9:41

• VirtualBox - Installation - 4:08
• VirtualBox - Interface Walk-thru - 5:04
• VirtualBox - Creating a Virtual Machine - 7:25
• VirtualBox -Installing Ubuntu OS - 4:29
• AWS - Creating AWS Account - 3:12
• AWS - Creating a Linux EC2 instance & SSH to it - 16:54

• Introduction - 5:53
• HTML Chapter: Roadmap and Full Source Code
• Structure of a website - 9:23
• Your first website - 6:13
• Get your web hosting - 8:53
• Important note about FTP
• Share your website with the World (1) - 6:34
• Share your website with the World (2) - Cyberduck version - 12:48
• Share your website with the World (2) - FileZilla version - 15:55
• Headings - 4:55
• Paragraphs - 2:31
• Links - 7:49
• Images - 4:40
• Inline vs Block Elements - 5:53
• Iframes - Activity: Embed a nice relaxing YouTube video to your website - 5:41
• Unordered Lists - 3:02
• Ordered Lists - 2:08
• Description Lists - 2:19
• Tables - 3:54
• Entities - 5:07
• Forms (1) - Activity: Create a simple Login Form - 8:02
• Forms (2) - Activity: Create a Marketplace Checkout Form - 19:59
• Text Decoration - 3:58
• Comments - 2:25
• HTML Quiz

• Introduction - 1:11
• CSS Chapter: Roadmap and Full Source Code
• Inline CSS - 2:25
• Internal CSS - 2:25
• External CSS - 2:33
• Classes and IDs - 2:44
• Div and Span - 7:25
• Box Model - 2:56
• Box Model Padding - 4:25
• Box Model: Border - 5:49
• Box Model: Outline - 1:52
• Box Model: Margin - 2:27
• Background - 7:48
• Floating - 4:37
• Positioning - 6:21
• Display - 3:00
• Text Decoration - 5:00
• Text Align - 1:58
• Text Font - 3:50
• Text Effects - 7:53
• Image Sprites - 5:29
• Image Opacity - 2:56
• Styling Lists - 7:42
• Styling Links - 7:08
• Gradients - 10:06
• 2D Transforms - 6:22
• 3D Transforms - 4:53
• Transitions - 4:53
• Animations - 8:57
• CSS Quiz

• Introduction - 2:23
• Header (1) - 17:46
• Header (2) - 16:42
• Menu - 18:22
• Introduction Box - 7:03
• Sidebars (1) - 19:46
• Sidebars (2) - 8:38
• Footer & Congratulations - 10:17
• Maths Website Source Code
• Mathematics Tutorial Website Quiz

• Introduction - 8:55
• JavaScript Chapter: Roadmap and Full Source Code
• Buttons - 7:04
• Change HTML Content - 7:02
• Change HTML Style - 5:51
• Variables and Data Types - 11:38
• Change HTML Using Variables - Activity: Random Color Generator - 10:44
• Functions: Activity: Swap the content of two divs - 13:56
• Objects - 9:23
• Create Objects using the "new" keyword - 4:40
• Object Contructors - 16:41
• Arrays - 17:45
• If and Switch Statements - Activity: Motorway Speed Control - 17:23
• For Loops - 9:23
• While Loops - Activity: Spend $1000 Randomly in a marketplace - 11:07
• Regular Expressions - 16:17
• Errors (1) - 3:42
• Errors (2) - Activity: Password Validation - 12:48
• Set Interval & SeTimeout - Activity: Create a simple counter - 10:23
• Window and Screen - 13:02
• Alert Boxes - 7:45
• JAVASCRIPT20.cookies - 6:20
• JavaScript Quiz

• Introduction - 2:27
• Page Structure & Styling (1) - 19:58
• Page Structure & Styling (2) - 18:20
• Page Structure & Styling (3) - 15:28
• Page Structure & Styling (4) - 7:14
• Game Logic using an illustrative flowchart - 3:02
• JavaScript Code (1) - 17:22
• JavaScript Code (2) - 19:00
• JavaScript Code (3) - 17:30
• JavaScript Code (4) & Congratulations - 18:10
• Maths Game Quiz
• Math Game Source Code (pdf)

• Introduction and Loading JQuery - 9:03
• JQuery Chapter: Roadmap and Full Source Code
• Select HTML Elements (1) - 12:59
• Select HTML Elements (2) - 11:17
• Respond to Events - 12:07
• Change HTML Content and Attributes (1) - 11:47
• Change HTML Content and Attributes (2) - 7:11
• Change Styling (1) - 11:49
• Change Styling (2) - Activity: Random Position and Color Generator - 13:59
• JQuery Effects - 14:44
• Ajax - 13:00
• JQuery UI Introduction - 8:09
• Draggable and Droppable (1) - Activity: Leave me alone! Please drop me! - 19:05
• Draggable and Droppable (2) - Activity: Drag Items to your basket - 10:09
• Resizable - 9:20
• Selectable - Activity: Append selected Car Makes to a Box - 9:47
• Sortable - Activity: Sort and exchange Car Makes between two groups - 9:03
• Accordion - Activity: Create a resizable accordion with collapsible sections - 10:04
• Autocomplete - Activity: City Input with prepopulated options - 7:11
• Button - 13:16
• Date Picker - Activity: Outbound and return Flight Date Picker just like Expedia - 13:56
• Dialog - Activity: Are you sure you want to go to the previous page? - 13:58
• Menu - 6:05
• Progress Bar - Activity: Animated progress bar filled from 0% to 100% - 10:50
• Select Menu - 7:45
• Slider - Activity: Car Mileage Range using a Slider - 17:54
• More Widgets: Spinners, Tabs and Tooltips - 12:06
• jQuery Quiz

• Introduction - 2:01
• Page Structure and Styling - 12:51
• Game Logic using an illustrative flowchart - 2:58
• jQuery Code (1) - 17:45
• jQuery Code (2) - 21:04
• jQuery Code (3) - 20:08
• jQuery Code (4) - 17:51
• Fruits Slice Game Source Code (pdf)
• Fruits Slice Game Quiz

• Introduction - 7:46
• Bootstrap Chapter: Roadmap and Full Source Code
• Grid System - 9:33
• Typography - 12:13
• Tables - 6:01
• Forms (1) - Activity: Inline and Horizontal Responsive Login Forms - 12:23
• Forms (2) - 11:26
• Forms (3) - 19:27
• Buttons - 12:51
• Images - 2:24
• Navs - Activity: Website Design using Nav Tabs and Nav Pills - 8:47
• Navbars - Activity: Website Design using a responsive/collapsible navigation bar - 19:58
• Pagination - Activity: Pagination and Pager Examples like Google/Ebay - 8:56
• Jumbotron - 3:12
• Thumbnails - 10:00
• Dropdown menus - 7:19
• Modals (1) - Activity: I have an inquiry about my order - 16:14
• Modals (2) - Activity: I have an inquiry about my order - 7:12
• Scrollspy - 8:38
• Tabs - 14:24
• Tooltips - 6:36
• Popovers - Activity: Create a popover just like the one you see on an IPAD - 6:41
• Alerts - Activity: Create an alert Box to show a warning or success message - 7:34
• Button plugin - Activity: Loading … Download Complete - 8:50
• Collapse plugin - 16:46
• Carousels - Activity: Create an interactive carousel slider - 17:28
• Affix plugin - Activity: Interactive Website with Content Affixed to a Menu - 12:52
• Twitter Bootstrap Quiz

• Introduction - 2:41
• Header and Featured Content (1) - 15:21
• Header and Featured Content (2) - 15:49
• Header and Featured Content (3) - 9:01
• Trial Section, Footer & Congratulations - 14:02
• App Landing Page Source Code (pdf)
• App Landing Page Quiz

• Introduction - 2:19
• Structure of our work - 9:00
• Background - 6:30
• Navbar - 17:33
• Header & icons section - 14:00
• Contact Button & Footer - 13:45
• Company Website Source Code (pdf)
• Company website Quiz

• Introduction - 3:06
• Structure of our work - 14:22
• Add a background video - 8:06
• Navigation bar with advanced styling - 17:04
• Home Section - 8:12
• About Section - 11:18
• Carousel Slider (1) - 17:12
• Carousel Slider (2) - 7:03
• Adapt for Small Devices - 8:52
• Add ScrollSpy feature to navbar & Congratulations - 7:14
• Our Lovely Course Website Source Code (pdf)
• Our Lovely Course Quiz

• Introduction - 2:20
• App Skeleton and Decoration (1) - 11:14
• App Skeleton and Decoration (2) - 11:46
• App Logic using an illustrative flowchart - 5:51
• jQuery Code (1) - 13:32
• jQuery Code (2) - 9:21
• jQuery Code (3) - 19:51
• StopWatch App Source Code (pdf)
• Stopwatch Quiz

• Introduction - 2:25
• App Skeleton and Decoration (1) - 18:25
• App Skeleton and Decoration (2) - 10:06
• App Skeleton and Decoration (3) - 15:21
• Learn HTML5 Canvas - 10:14
• App Logic using an illustrative flowchart - 2:32
• jQuery Code Structure - 5:21
• jQuery Code (1) - 7:48
• jQuery Code (2) - 16:56
• jQuery Code (3) - 17:53
• Drawing App Source Code (pdf)
• Drawing App Quiz

• Download Chapter Source Code
• Introduction to Modern JavaScript (ES6) - 3:39
• Variables & Scoping: Review of "var" - 4:03
• Variables & Scoping: Let Scope and Temporal Dead Zone - 5:27
• Block Scoping in ES6 - 8:39
• Functions and Block Scoping - 10:53
• Functions and Block Scoping – use let - 3:22
• Let Scope vs Closures - 6:45
• Closures Challenge - 5:00
• Read only variables - const - 3:25
• New Features that make your life easier: Template Literals - 4:54
• New Features that make your life easier: Arrow functions – ‘this’ lexical scope - 19:04
• Destructuring - Arrays - 10:56
• Destructuring - Objects - 7:54
• Destructuring - Functions - 4:37
• Functions – Default Parameter Values - 9:58
• Functions – Rest Parameters - 16:54
• Spread Operator - 4:32
• Objects New Features - 9:10
• Iteration: For of loop - 5:52
• Iterators - next() - Generators - 19:03
• Maps - Iteration - 19:44
• Sets - Iteration - 10:44
• Sets – Challenge: Intersection and Difference - 10:12
• Symbols - 16:47
• Symbol.iterator - 11:49
• Array.from: collections, strings, arguments - 9:32
• Array.from: optional map, length property, Maps & Sets - 8:10
• Array.of - 1:52
• More Array Methods - 10:55
• ES6 Classes: Back to ES5 Constructors - 9:22
• ES6 Classes: Syntax - 2:54
• ES6 Classes: Static Methods - 3:18
• ES6 Classes: Getters & Setters - 6:32
• Class Inheritance – extends - super - 6:18

• Understand the Back End (1) - 18:29
• Understand the Back End (2) - 7:16

• Introduction to Node.js - 5:11
• Node.js Installation + REPL (Read-Eval-Print-Loop) - 9:16
• How to run Unix commands on Windows

• Command Line Crash Course (1) - 18:19
• Command Line Crash Course (2) - 19:54
• Command Line Crash Course (3) - 19:16
• Command Line Crash Course (4) - 19:23

• Download Chapter Source Code
• Your First Node Application - 17:55
• File Exports - 12:47
• HTTP Built-in Module (1) - 18:56
• HTTP Built-in Module (2) - 10:09
• HTTP Built-in Module (3) - 13:00
• Fs Built-in Module - Blocking Mode - 16:03
• Fs Built-in Module - Non Blocking Mode - 19:18
• Fs Built-in Module - Use ES6 Promises - 14:55
• Fs Built-in Module - Use ES7 Async Await - 5:37
• Fs Built-in Module - More Features - 9:14

• Download Chapter Source Code
• Project Introduction: Online File Explorer App (Pure Node.js , Bootstrap 4) - 8:22
• Skeleton and Decoration - 19:32
• App Logic - 9:54
• Create the Server - 18:55
• Decode the path name and convert it to a full static path - 19:57
• Display folder content and print the title - 16:45
• Show the path inside a "Breadcrumb" - 19:55
• Loop through folder elements - 18:31
• Print Icons - Get introduced to the child_process module - 19:31
• Calculate folders' size using the child_process module - 16:27
• Convert folders' size to Bytes - Retrieve items' last modified time - 18:40
• Calculate the size of files - 18:54
• Get the mime type of files - 17:04
• Serve files to the Client - 19:55
• Serve PDF files on the browser - Serve Media content in chunks using a stream - 19:30
• Re-order folder elements by name - 18:37
• Re-order folder elements by name (2) - 19:23
• Add the up and down arrows after sorting elements by name - 7:22
• Sort elements by size and last modified - 9:19
• Fix projects bugs - 10:56

• Introduction to Version Control using Git - 12:02
• Git using the Command Line - 17:10
• Git Branching & Merging - 11:20
• Github - Introduction - 12:01
• Github - Cloning, Forking & Pull Requests (1) - 10:29
• Github - Cloning, Forking & Pull Requests (2) - 13:44
• Github - Cloning, Forking & Pull Requests (3) - 2:26

• Deploy your App to Heroku - 16:14

• Introduction - 15:57
• PHP Chapter: Roadmap and Full Source Code
• Embed PHP in HTML - 7:49
• PHP Variables - 9:46
• Data Types: Strings - 6:12
• Data Types: Integers and Floats - 7:04
• Data Types: Booleans - 5:25
• Data Types: Arrays - 17:32
• Data Types: Objects - 10:58
• Data Types: NULL - 2:18
• Data Types: Resources - 5:35
• String Functions - 8:52
• If and Switch Statements - 12:27
• For Loops - 9:42
• While Loops - 5:59
• Functions - 7:59
• GET & POST - 20:00
• Array Functions (1) - 14:23
• Array Functions (2) - 13:01
• Send Emails – Activity: Send a styled email in HTML format - 9:54
• Filter User Inputs (1) – Protect Yourself from Hackers - 7:42
• Filter User Inputs (2) – User Input Validation - 7:14
• Activity: Create a responsive Contact Form using PHP & Bootstrap (1) - 17:28
• Activity: Create a responsive Contact Form using PHP & Bootstrap (2) - 19:27
• Activity: Create a responsive Contact Form using PHP & Bootstrap (3) - 14:00
• Date and Time (1) - 13:07
• Date and Time (2) - Activity: Day of the week you were born? Date in 1000 days? - 15:58
• Include PHP files - 12:39
• File Handling (1): Open – Read – Write - Close - 18:03
• File Handling (2): Open – Read – Write - Close - 11:25
• Upload Files Using PHP (1) – Activity: Upload PDF & Text Files Less than 3Mo. - 19:30
• Upload Files Using PHP (2) – Activity: Upload PDF & Text Files Less than 3Mo. - 17:26
• Cookies - 6:24
• Error Handling (1) - 7:37
• Error Handling (2) – Activity: Log PHP errors in a file / Trigger error emails - 15:46
• Sessions - 6:40
• PHP Quiz

• Introduction - 4:26
• MySQL Chapter: Roadmap and Full Source Code
• Create a database using PHP MYADMIN - 10:51
• Remote MySQL (1) - 12:43
• Remote MySQL (2) - 7:14
• Create a database using PHP & MySQL - 8:40
• Add a table to a database - 10:04
• Populate a database table - 6:58
• Activity: Populate Database once the user submits a form - 19:56
• Activity: Populate Database once the user submits a form (2) - 18:43
• Activity: Populate an HTML table using Database Data (1) - 11:52
• Activity: Populate an HTML table using Database Data (2) - 15:05
• Update Database Data - 9:23
• Delete Database Data - 4:42
• MySQL Quiz

• Introduction - 7:28
• Source code
• App Skeleton and Decoration (1) - Landing Page - 19:57
• App Skeleton and Decoration (2) - Landing Page - 16:47
• App Skeleton and Decoration (3) - Landing Page - 17:33
• App Skeleton and Decoration (4) - Landing Page - 12:05
• App Skeleton and Decoration (5) - My Notes Page - 19:58
• App Skeleton and Decoration (6) - Profile Page - 19:49
• App Logic - Signup, Login, Remember Me, Forgot Password - 17:07
• Signup/Login Code Structure (1) - 13:38
• Signup/Login Code Structure (2) - 6:31
• Signup Code (1) - 17:52
• Signup Code (2) - 20:00
• Signup Code (3) - 15:43
• Signup Code (4) - 19:59
• Signup Code (5) - 18:46
• Login Code - 19:58
• "Remember me" Code (1) - 19:47
• "Remember me" Code (2) - 20:02
• "Remember me" Code (3) and Logout Code - 20:03
• "Forgot Password" Code (1) - 18:01
• "Forgot Password" Code (2) - 15:36
• "Forgot Password" Code (3) - 16:23
• "Forgot Password" Code (4) - 16:32
• Notes Management: Logic - 6:12
• Notes Management: Code Structure - 16:22
• Load Notes: Code (1) - 19:01
• Load Notes: Code (2) - 15:49
• Create Notes: Code (1) - 17:04
• Create Notes: Code (2) - 12:15
• Edit Notes: Code (1) - 16:59
• Edit Notes: Code (2) - 14:54
• Delete Notes: Code (1) - 16:43
• Delete Notes: Code (2) - 11:26
• Update Username Code (1) - 18:49
• Update Username Code (2) - 13:23
• Update Password Code (1) - 19:37
• Update Password Code (2) - 10:17
• Update Email Code (1) - 19:59
• Update Email Code (2) - 16:11

• Introduction - 3:34
• Installation – Activity: Create your first Blog - 5:02
• Blog Posts and Comments - 4:36
• Themes - 2:35
• Pages and Menus - 6:49
• Customise pages (1) - 9:09
• Customise pages (2) - 7:14
• Custom CSS - 4:18
• Plugins - 3:42
• Activity: Beautiful About Page (Add Content to a WordPress Page) - 13:35
• Activity: Beautiful About Page (Typography) - 9:38
• Activity: Beautiful About Page (Logos) - 14:10
• Activity: Beautiful About Page (Buttons) - 7:33
• Activity: Create an Awesome Contact Page with a Google Map and Contact Form - 12:33
• WordPress Quiz

• Introduction & Embed Google Map to your Website - 19:38
• Google Maps API's Chapter: Roadmap and Full Source Code
• Markers and InfoWindows - 14:11
• Show, Hide or Delete Markers - 15:40
• Animated drop of Markers - 8:18
• Direction Service - Activity: Driving distance & time between New York & Toronto - 18:59
• Geocoding using the Javascript API - Activity: Get Geocoordinates of an address, - 11:13
• Geocoding using the geocoding API (1) - Activity: format Address & get postcode. - 12:53
• Geocoding using the geocoding API (2) - Activity: format Address & get postcode. - 18:12
• Nearby Search - 16:51
• Autocomplete - 8:49
• Google Maps APIs Quiz

• Introduction - 1:56
• Skeleton and decoration - 19:56
• App Logic using an illustrative flowchart - 3:34
• Javascript Code - 16:58
• Distance Between Cities App Source Code
• Distance between cities Quiz

• Introduction - 1:32
• Skeleton and decoration - 16:07
• Facebook Widgets - 3:50
• Google plus Widgets - 4:24
• Tweet Button - 5:24
• Twitter Timeline - 4:39
• Website Source Code
• Social Widgets Quiz

• Introduction - 5:51
• Mobile Apps Chapter: Roadmap and Full Source Code
• Pages, Dialogs and Transitions - 13:39
• Navbars - 8:07
• Grid System - 5:03
• List Views - 7:21
• Form Inputs - 1:53
• Events - 8:25
• jQuery Mobile Quiz

• Introduction - 2:07
• App Skeleton and Decoration (1) - 15:52
• App Skeleton and Decoration (2) - 19:21
• Logic of the App using an illustrative flowchart - 11:34
• Start Reading (1) - 8:50
• Start Reading (2) - 19:55
• Pause, Resume, Restart - 4:58
• Change the font size - 5:20
• Change the reading speed - 5:14
• Control Reading Progress: Go backwards and forward - 6:07
• Publish your app to Google Play - 22:44
• Publish your app to the IOS App Store (1) - 12:42
• Publish your app to the IOS App Store (2) - 9:40
• Speed Reader App Source Code (Pdf)
• Speed Reader App Quiz

• Introduction & Final Source Code - 5:22
• Signup/Login Code (1) - 11:02
• Signup/Login Code (2) - 10:42
• Signup/Login Code (3) - 17:12
• Search Page Skeleton & Decoration (1) - 11:19
• Search Page Skeleton & Decoration (2) - 13:57
• Search Page Skeleton & Decoration (3) - 16:02
• Search Page Skeleton & Decoration (4) - 12:07
• Search Page Skeleton & Decoration (5) - 15:07
• Profile Picture Code (1) - 10:56
• Profile Picture Code (2) - 19:04
• Profile Picture Code (3) - 12:01
• Profile Picture Code (4) - 18:09
• Trips Page Skeleton & Decoration (1) - 17:45
• Trips Page Skeleton & Decoration (2) - 17:38
• Trips Page Skeleton & Decoration (3) - 16:35
• Website Logic - 14:44
• "Create a Trip" Code (1) - 19:56
• "Create a Trip" Code (2) - 6:59
• "Create a Trip" Code (3) - 18:33
• "Create a Trip" Code (4) - 19:35
• "Load Trips" Code (1) - 17:10
• "Load Trips" Code (2) - 19:48
• "Edit/Delete Trips" Code (1) - 19:11
• "Edit/Delete Trips" Code (2) - 12:54
• "Edit/Delete Trips" Code (3) - 17:25
• "Edit/Delete Trips" Code (4) - 8:55
• "Search Trips" Code (1) - 13:56
• "Search Trips" Code (2) - 14:20
• "Search Trips" Code (3) - 8:40
• "Search Trips" Code (4) - 13:10
• "Search Trips" Code (5) - 19:30
• "Search Trips" Code (6) - 8:37
• "Search Trips" Code (7) - 19:34
• "Search Trips" Code (8) - 19:43
• "Spinner" Code (1) - 18:54
• "Spinner" Code (2) - 12:13
• Finishing Touches & Congratulations - 7:54

• Data analysis and statistical modelling in R Intro - 1:28
• All coding files
• 1 Downloading and Installing R - 4:01
• 2 Navigating R studio - 9:37

• 1 Math Functions - 4:44
• 2 Basic Statistic Concepts - 8:15
• 3 Statistical Distributions - 13:53
• 4 Statistical Distribution Functions - 3:37
• 5 Data Distribution and Simulation in R - 12:06
• Chapter assessment QUIZ

• 1 Bar plot - 16:07
• 2 Bar plots for groups - 7:48
• 3 Pie Charts and Graphical Parameters - 10:35
• 4 Finishing Pie charts - 6:50
• 5 Histograms - 15:27
• 6 Understanding Urban Population of US using Histogram - 2:54
• 7 Box Plots - 9:07
• 8 Box plots for groups - 3:44
• 9 Scatter Plots - 15:03
• 10 Mat Plots - 9:01
• Chapter Assessment

• 1 statistical tests - 22:08
• 2 Data Distribution and Simulation Finished - 10:47
• 3 Single Proportional Test - 15:00
• 4 Double Proportion - 5:37
• 5 T-Test Overview - 6:06
• 6 One Sample T-Test Default T-Test - 6:56
• 7 Two sample T-Test Independent sample T-test - 11:33
• 8 Paired T-Test - 10:27
• 9 F-Test ANOVA Tukey HSD - 6:26
• 10 Performing F-Test ANOVA Tukey HSD - 12:39
• 11 Chi Square One Sample Goodness of fit Test - 7:40
• 12 Chi-Square test for Independance - 7:04
• 13 Correlation Test - 14:50
• Chapter Assessmnt
• Good bye - 1:19

• 01a. Basic One Page Website - Part 1 - 11:00
• 01b. Basic One Page Website - Part 2 - 9:34

• 02a. Background Image Site - Part 1 - 17:50
• 02b. Background Image Site - Part 2 - 11:29

• 03a. Column Website - Part 1 - 17:56
• 03b. Column Website - Part 2 - 7:44

• 04a. Minimalist Website - Part 1 - 18:19
• 04b. Minimalist Website - Part 2 - 17:05

• 05a. 2nd Minimalist Site - Part 1 - 18:46
• 05b. 2nd Minimalist Site - Part 2 - 10:09

• 06a. Bigger Website - Part 1 - 15:50
• 06b. Bigger Website - Part 2 - 7:30

• 07a. Scalling Websites - Part 1 - 17:35
• 07b. Scalling Websites - Part 2 - 6:33

• 08a. Interchangable Graphics and Div Tags - Part 1 - 19:22
• 08b. Interchangable Graphics and Div Tags - Part 2 - 10:38

• 09a. Building a Bigger Website - Part 1 - 17:48
• 09b. Building a Bigger Website - Part 2 - 18:04

• 10a. The Elegance of Serif Fonts - Part 1 - 16:44
• 10b. The Elegance of Serif Fonts - Part 2 - 7:52

• 11a. Photography Website - Part 1 - 17:41
• 11b. Photography Website - Part 2 - 14:09
• 11c. Photography Website - Part 3 - 6:23

• 12a. Video Background Website - Part 1 - 19:00
• 12b. Video Background Website - Part 2 - 15:00

• 13a. Extended Video Website - Part 1 - 16:11
• 13b. Extended Video Website - Part 2 - 13:57

• 14a. Website With Menu Bar - Part 1 - 16:45
• 14b. Website With Menu Bar - Part 2 - 18:10
• 14c. Website With Menu Bar - Part 3 - 9:45

• 15a. Triangle Website - Part 1 - 17:26
• 15b. Triangle Website - Part 2 - 13:06
• 15c. Triangle Website - Part 3 - 7:52

• 16a. Circle Themed Website - Part 1 - 19:13
• 16b. Circle Themed Website - Part 2 - 16:52

• 17a. Columns and Circles - Part 1 - 18:20
• 17b. Columns and Circles - Part 2 - 19:00

• 18a. Another One-Page Website - Part 1 - 18:16
• 18b. Another One-Page Website - Part 2 - 18:18

• 19a. Colorful Website - Part 1 - 19:55
• 19b. Colorful Website - Part 2 - 11:39

• Tensorflow and Keras For Data Science - 2:12
• Data and Code
• Python Data Science Environment - 10:57
• For Mac Users - 4:05
• Install Tensorflow - 15:12
• Written Instructions for Tensorflow Install
• Install Keras on Windows 10 - 5:16
• Install Keras with Mac - 4:19
• Written Keras Installation Instructions

• Python Packages For Data Science - 3:16
• Introduction to Numpy - 3:46
• Create Numpy - 10:51
• Numpy for Statistical Operations - 7:23
• Introduction to Pandas - 12:06
• Read in CSV - 7:13
• Read in Excel - 5:31
• Basic Data Cleaning - 4:30

• A Brief Touchdown - 2:36
• A Brief Touchdown: Computational Graphs - 2:56
• Common Mathematical Operator
• A Tensorflow Session - 4:37
• Interactive Tensorflow Session - 1:38
• Constants and Variables in Tensorflow - 3:42
• Placeholders in Tensorflow - 3:58

• What is Keras? - 3:29

• Theory of Linear Regression (OLS) - 10:44
• OLS From First Principles - 9:22
• Visualize the Results of OLS - 3:28
• Multiple Regression With Tensorflow-Part 1 - 5:08
• Estimate With Tensorflow Estimators - 3:05
• Multiple Regression With Tensorflow Estimators - 5:24
• More on Linear Regressor Estimator - 8:24
• GLM: Generalized Linear Model - 5:25
• Linear Classifier For Binary Classification - 9:33
• Accuracy Assessment For Binary Classification - 4:19
• Linear Classification with Binary Classification With Mixed Predictors - 8:15
• Softmax Classification With Tensorflow - 7:35

• What is Machine Learning? - 5:32
• Theory Behind ANN (Artificial Neural Network) and DNN (Deep Neural Networks) - 9:17

• What is Unsupervised Learning? - 5:32
• Autoencoders for Unsupervised Classification - 1:46
• Autoencoders in Tensorflow (Binary Class Problem) - 7:32
• Autoencoders in Tensorflow (Multiple Classes) - 5:43
• Autoencoders in Keras (Simple) - 5:43
• Autoencoders in Keras (Sparsity Constraints) - 4:32

• Multi Layer Perceptron (MLP) with Tensorflow - 6:24
• Multi Layer Perceptron (MLP) With Keras - 3:31
• Keras MLP For Binary Classification - 4:01
• Keras MLP for Multiclass Classification - 6:01
• Keras MLP for Regression - 3:27

• Deep Neural Network (DNN) Classifier With Tensorflow - 6:47
• Deep Neural Network (DNN) Classifier With Mixed Predictors - 8:11
• Deep Neural Network (DNN) Regression With Tensorflow - 5:24
• Wide & Deep Learning (Tensorflow) - 11:34
• DNN Classifier With Keras - 3:30
• DNN Classifier With Keras-Example 2 - 4:23

• Autoencoders With CNN-Tensorflow - 7:15
• Autoencoders With CNN- Keras - 4:46

• Introduction to RNN - 5:40
• LSTM for Time Series - 6:24
• LSTM for Stock Prices - 7:21

• Introduction - 0:19
• Defenition of a Set - 8:41
• Number Sets - 10:07
• Set Equality - 9:16
• Set-Builder Notation - 9:56
• Types of Sets - 11:49
• Subsets - 10:27
• Power Set - 5:06
• Ordered Pairs - 4:59
• Cartesian Products - 14:08
• Cartesian Plane - 3:38
• Venn Diagrams - 3:13
• Set Operations (Union, Intersection) - 14:35
• Properties of Union and Intersection - 10:16
• Set Operations (Difference, Complement) - 11:57
• Properties of Difference and Complement - 7:29
• De Morgan’s Law - 8:17
• Partition of Sets - 15:49

• Introduction - 0:22
• Statments - 7:13
• Compound Statements - 13:10
• Truth Tables - 9:20
• Examples - 13:03
• Logical Equivalence - 6:39
• Tautologies and Contradictions - 6:15
• De Morgan’s Laws in Logic - 11:34
• Logical Equivalence Laws - 3:23
• Conditional Statements - 12:58
• Negation of Conditional Statements - 9:31
• Converse and Inverse - 7:25
• Biconditional Statements - 8:46
• Examples - 11:50
• Digital Logic Circuits - 12:54
• Black Boxes and Gates - 15:18
• Boolean Expressions - 6:23
• Truth Tables and Circuits - 9:24
• Equivalent Circuits - 6:37
• NAND and NOR Gates - 7:12
• Quantified Statements-ALL - 7:36
• Quantified Statements-ANY - 6:39
• Negations of Quantified Statements - 8:28

• Introduction - 0:35
• Parity - 12:43
• Divisibility - 10:45
• 44-Prime Numbers - 8:03
• 45-Prime Factorization - 8:33
• GCD, LCM - 17:23

• Proofs - 5:40
• Terminologies - 7:37
• Direct Proofs - 8:45
• Proof by Contraposition - 11:26
• Proofs by Contradiction - 17:16
• Proofs by Exhaustion - 13:36
• Existence & Uniqueness Proofs - 15:57
• Proofs by Induction - 11:41
• Induction Examples - 18:46

• Introduction - 0:24
• Functions - 15:05
• Evaluating a Function - 12:29
• Domain - 15:56
• Range - 5:29
• Function Composition - 9:43
• Function Combination - 9:00
• Even and Odd function - 8:19
• One-to-One Function - 8:18
• Inverse Functinos - 10:10

• Introduction - 0:25
• The Language of Relations - 10:26
• Relations on Sets - 12:44
• The Inverse of a Relation - 6:05
• Reflexivity, Symmetry, and Transitivity - 13:07
• Examples - 7:31
• Properties of Equality & Less Than - 7:48
• Equivalence Relation - 6:42
• Equivalence Class - 6:30

• Introduction - 0:28
• Graphs - 11:25
• Subgraphs - 8:32
• Degree - 9:52
• Sum of Degrees of Vertices Theorem - 23:22
• Adjacency and Incidence - 9:15
• Adjacency Matrix - 16:16
• Incidence Matrix - 8:04
• Isomorphisms - 8:23
• Walks, Trails, Paths, and Circuits - 12:41
• Examples - 10:18
• Eccentricity, Diameter, and Radius - 6:47
• Connectedness - 20:03
• Euler Trails and Circuits - 17:36
• Fleury’s Algorithm - 10:15
• Hamiltonian Paths and Circuits - 5:46
• Ore's Theorem - 14:08
• The Shortest Path Problem - 12:58

• Introduction - 0:19
• Terminologies - 3:05
• Mean - 3:31
• Median - 3:11
• Mode - 3:01
• Range - 8:00
• Outlier - 4:18
• Variance - 9:25
• Standard Deviation - 4:14

• Introduction - 3:29
• Factorials! - 7:46
• The Fundamental Counting Principle - 13:24
• Permutations - 12:50
• Combinations - 12:01
• Pigeonhole Principle - 6:10
• Pascal's Triangle - 8:20

• Introduction - 0:19
• Sequnces - 6:37
• Arithmatic Sequance - 12:19
• Geometric Sequances - 8:57
• Partial Sums of Arithamtics Sequance - 11:56
• Partial Sum of Geometric Sequance - 6:31
• Series - 12:32

• Code env setup and Python crash course - 18:48
• Getting started with code: Feel of data - 11:57
• Foundations, data types and representing data - 21:28
• Practical note: one-hot vector encoding - 4:46
• Exploring data types in code - 12:18
• Central tendency, mean, median, mode - 19:33
• Section Review Tasks

• Dispersion and spread in data, variance, standard deviation - 9:35
• Dispersion exploration through code - 11:02
• Section Review Tasks

• Intro to uncertainty, probability intuition - 12:14
• Simulating coin flips for probability - 17:16
• Conditional probability; the most important concept in stats - 21:58
• Applying conditional probability - Bayes rule - 9:40
• Application of Bayes rule in real world - Spam detection - 8:21
• Spam detection - implementation issues - 10:08
• Section Review Tasks

• Rules for counting (Mostly optional) - 16:34
• Section Review Tasks

• Quantifying events - random variables - 10:09
• Two random variables - joint probabilities - 13:45
• Distributions - rationale and importance - 18:28
• Discrete distributions through code - 5:03
• Continuous distributions - probability densities - 20:08
• Continuous distributions code - 5:03
• Case study - sleep analysis, structure and code - 18:15
• Section Review Tasks

• Visualizing joint distributions - the road to ML success - 13:03
• Dependence and variance of two random variables - 11:13
• Section Review Tasks

• Expected values - decision making through probabilities - 6:34
• Entropy - The most important application of expected values - 18:46
• Applying entropy - coding decision trees for machine learning - 26:55
• Foundations of Bayesian inference - 11:40
• Bayesian inference code through PyMC3 - 6:13
• Section Review Task