The Complete Python and Data Science Bootcamp

/Chapter 18 Pandas/

005. Examples of Filters and Logic.mp4

001. Getting Started with Pandas - Titanic Dataset Analysis.en.srt

001. Getting Started with Pandas - Titanic Dataset Analysis.mp4

002. Filtering.en.srt

002. Filtering.mp4

003. Filtering and the isin Operator.en.srt

003. Filtering and the isin Operator.mp4

004. Filter Rows Using notna.en.srt

004. Filter Rows Using notna.mp4

005. Examples of Filters and Logic.en.srt

006. Solutions to the Filtering Exercises from the Previous Lecture.en.srt

006. Solutions to the Filtering Exercises from the Previous Lecture.mp4

007. Filtering Columns.en.srt

007. Filtering Columns.mp4

008. Applying concat to Two Series.en.srt

008. Applying concat to Two Series.mp4

/Chapter 01 Introduction/

001. Introduction.en.srt

001. Introduction.mp4

/Chapter 02 Foundations/

001. Introduction to Python Basics.en.srt

001. Introduction to Python Basics.mp4

002. First Steps in Python and the Python Programming Language Structure.en.srt

002. First Steps in Python and the Python Programming Language Structure.mp4

003. Python Program Structure - Input and Output.en.srt

003. Python Program Structure - Input and Output.mp4

004. Indentation and Code Blocks.en.srt

004. Indentation and Code Blocks.mp4

005. Using the Python Interpreter.en.srt

005. Using the Python Interpreter.mp4

006. More Details on the Print Function.en.srt

006. More Details on the Print Function.mp4

007. Basic Data Types in Python.en.srt

007. Basic Data Types in Python.mp4

008. Numerical Operations.en.srt

008. Numerical Operations.mp4

009. Assignment and Incremental Assignment.en.srt

009. Assignment and Incremental Assignment.mp4

010. Multiple Assignments.en.srt

010. Multiple Assignments.mp4

011. Variable Names, Snake Case, Camel Case.en.srt

011. Variable Names, Snake Case, Camel Case.mp4

012. Keywords and Our First Import Statement.en.srt

012. Keywords and Our First Import Statement.mp4

013. Escape Sequences.en.srt

013. Escape Sequences.mp4

014. Data Type Conversions.en.srt

014. Data Type Conversions.mp4

015. Substrings and Slicing.en.srt

015. Substrings and Slicing.mp4

016. Multiline Strings and Docstrings.en.srt

016. Multiline Strings and Docstrings.mp4

017. Installing and Introducing PyCharm.en.srt

017. Installing and Introducing PyCharm.mp4

/Chapter 03 Control Flow and Conditional Statements/

001. Introduction to Control Flow and Conditionals.en.srt

001. Introduction to Control Flow and Conditionals.mp4

002. If Statement and Logical Operators.en.srt

002. If Statement and Logical Operators.mp4

003. Complex Conditions.en.srt

003. Complex Conditions.mp4

004. Nested If Statements.en.srt

004. Nested If Statements.mp4

/Chapter 04 Loops/

001. Introducing Loops.en.srt

001. Introducing Loops.mp4

002. For Loops Using Range.en.srt

002. For Loops Using Range.mp4

003. General For Loops Using Range.en.srt

003. General For Loops Using Range.mp4

004. Looping over Lists and Tuples.en.srt

004. Looping over Lists and Tuples.mp4

005. Prime Numbers and Breaking Out of Loops.en.srt

005. Prime Numbers and Breaking Out of Loops.mp4

006. Looping over a List of Strings Using Split.en.srt

006. Looping over a List of Strings Using Split.mp4

007. While Loops.en.srt

007. While Loops.mp4

008. The While Loop and Validating Input.en.srt

008. The While Loop and Validating Input.mp4

009. Factorial Using the While Loop - Example of an Infinite While Loop.en.srt

009. Factorial Using the While Loop - Example of an Infinite While Loop.mp4

010. Factorial Using the While Loop and Incremental Assignment.en.srt

010. Factorial Using the While Loop and Incremental Assignment.mp4

011. Nested Loops.en.srt

011. Nested Loops.mp4

/Chapter 05 Capstone Project Using Turtle Graphics/

001. Welcome to Turtle Graphics.en.srt

001. Welcome to Turtle Graphics.mp4

002. Introducing Turtle Graphics.en.srt

002. Introducing Turtle Graphics.mp4

003. Avoiding Magic Numbers.en.srt

003. Avoiding Magic Numbers.mp4

004. Generalizing Example and Using Parameters.en.srt

004. Generalizing Example and Using Parameters.mp4

005. Completing Turtle Graphics Background.en.srt

005. Completing Turtle Graphics Background.mp4

006. Turtle Graphics Capstone Project.en.srt

006. Turtle Graphics Capstone Project.mp4

/Chapter 06 Functions/

001. Introduction to Functions.en.srt

001. Introduction to Functions.mp4

002. Simple Functions.en.srt

002. Simple Functions.mp4

003. More Examples of Functions.en.srt

003. More Examples of Functions.mp4

004. Functions with Default Parameters.en.srt

004. Functions with Default Parameters.mp4

005. Breaking Down Problems Using Functions.en.srt

005. Breaking Down Problems Using Functions.mp4

006. Function Scope - Local and Global Variables.en.srt

006. Function Scope - Local and Global Variables.mp4

007. Accessing a Global Variable from Within a Function.en.srt

007. Accessing a Global Variable from Within a Function.mp4

008. Call by Order vs. Call by NameKeyword Arguments.en.srt

008. Call by Order vs. Call by NameKeyword Arguments.mp4

009. Variable Number of Arguments in a Function Call.en.srt

009. Variable Number of Arguments in a Function Call.mp4

010. Sum Example with Type-Checking.en.srt

010. Sum Example with Type-Checking.mp4

011. String Methods.en.srt

011. String Methods.mp4

012. Type Annotations and Functions.en.srt

012. Type Annotations and Functions.mp4

013. Type Annotations with Lists.en.srt

013. Type Annotations with Lists.mp4

/Chapter 07 Lists/

001. Introduction to Lists.en.srt

001. Introduction to Lists.mp4

002. Creating Lists and Accessing List Elements.en.srt

002. Creating Lists and Accessing List Elements.mp4

003. List Methods.en.srt

003. List Methods.mp4

004. Nested Lists.en.srt

004. Nested Lists.mp4

005. List Slicing.en.srt

005. List Slicing.mp4

006. List Comprehensions.en.srt

006. List Comprehensions.mp4

007. List Comprehensions and Filtering.en.srt

007. List Comprehensions and Filtering.mp4

008. For Loop Appending vs. List Comprehension.en.srt

008. For Loop Appending vs. List Comprehension.mp4

/Chapter 08 Exercises_Functions, Loops, Lists/

001. Welcome to the Exercise Section.en.srt

001. Welcome to the Exercise Section.mp4

002. Exercise Loops.en.srt

002. Exercise Loops.mp4

003. Solution Average.en.srt

003. Solution Average.mp4

004. Solution Sum of Even Digits.en.srt

004. Solution Sum of Even Digits.mp4

005. Solution Min and Max in a List.en.srt

005. Solution Min and Max in a List.mp4

006. Solution Count Vowels.en.srt

006. Solution Count Vowels.mp4

007. Solution Multiplication Table.en.srt

007. Solution Multiplication Table.mp4

008. Exercise List Comprehensions.en.srt

008. Exercise List Comprehensions.mp4

009. Solution List Comprehensions Squares.en.srt

009. Solution List Comprehensions Squares.mp4

010. Exercise List Comprehensions Squares - Filtering.en.srt

010. Exercise List Comprehensions Squares - Filtering.mp4

011. Solution List Comprehensions Squares - Filtering.en.srt

011. Solution List Comprehensions Squares - Filtering.mp4

012. Exercise List Comprehensions Squares - Multiplication.en.srt

012. Exercise List Comprehensions Squares - Multiplication.mp4

013. Solution List Comprehensions Squares - Multiplication.en.srt

013. Solution List Comprehensions Squares - Multiplication.mp4

014. Exercise List Comprehensions Squares - Flatten.en.srt

014. Exercise List Comprehensions Squares - Flatten.mp4

015. Solution List Comprehensions Squares - Flatten.en.srt

015. Solution List Comprehensions Squares - Flatten.mp4

016. Exercise List Comprehensions Squares - Temperature.en.srt

016. Exercise List Comprehensions Squares - Temperature.mp4

017. Solution List Comprehensions Squares - Temperature.en.srt

017. Solution List Comprehensions Squares - Temperature.mp4

/Chapter 09 Equality vs. Identity/

001. Introduction.en.srt

001. Introduction.mp4

002. Aliasing.en.srt

002. Aliasing.mp4

003. Beware of the is Operator.en.srt

003. Beware of the is Operator.mp4

004. Shallow Copy.en.srt

004. Shallow Copy.mp4

005. Deep Copy.en.srt

005. Deep Copy.mp4

006. type vs. isinstance.en.srt

006. type vs. isinstance.mp4

007. Comparison and Inequalities.en.srt

007. Comparison and Inequalities.mp4

008. Inequalities and Sorting.en.srt

008. Inequalities and Sorting.mp4

009. Reverse Sorting.en.srt

009. Reverse Sorting.mp4

010. General Sorting by a Key Function.en.srt

010. General Sorting by a Key Function.mp4

/Chapter 10 Exception and Error Handling/

001. Syntax vs. Run-Time Errors.en.srt

001. Syntax vs. Run-Time Errors.mp4

002. TypeError in Average Function.en.srt

002. TypeError in Average Function.mp4

003. Catch All Errors.en.srt

003. Catch All Errors.mp4

004. Catch Multiple Exceptions.en.srt

004. Catch Multiple Exceptions.mp4

005. Handling Exceptions Separately.en.srt

005. Handling Exceptions Separately.mp4

006. Using else and finally.en.srt

006. Using else and finally.mp4

007. Safe Division Example.en.srt

007. Safe Division Example.mp4

008. Raising a Built-In Exception.en.srt

008. Raising a Built-In Exception.mp4

009. Example of Raising an Exception.en.srt

009. Example of Raising an Exception.mp4

010. Raising a Custom Exception.en.srt

010. Raising a Custom Exception.mp4

/Chapter 11 Recursive Programming/

001. Factorial Recursive vs. Non-Recursive Implementation.en.srt

001. Factorial Recursive vs. Non-Recursive Implementation.mp4

002. Implementing the Exponential Function Using Recursion.en.srt

002. Implementing the Exponential Function Using Recursion.mp4

003. Simple Recursive Fibonacci.en.srt

003. Simple Recursive Fibonacci.mp4

004. Counting Number of Calls in Simple Recursive Fibonacci.en.srt

004. Counting Number of Calls in Simple Recursive Fibonacci.mp4

005. Assignment Expressions and Efficient Fibonacci.en.srt

005. Assignment Expressions and Efficient Fibonacci.mp4

006. Comparing the Run-Time of Fibonacci Implementations.en.srt

006. Comparing the Run-Time of Fibonacci Implementations.mp4

/Chapter 12 Searching and Sorting Algorithms/

001. Linear Search Boolean.en.srt

001. Linear Search Boolean.mp4

002. Linear Search Return Index.en.srt

002. Linear Search Return Index.mp4

003. Searching a Sorted List Bird's-Eye View of Binary Search.en.srt

003. Searching a Sorted List Bird's-Eye View of Binary Search.mp4

004. Searching a Sorted List Implementing Binary Search.en.srt

004. Searching a Sorted List Implementing Binary Search.mp4

005. Worst-Case Run-Time Complexity - Linear vs. Binary Search.en.srt

005. Worst-Case Run-Time Complexity - Linear vs. Binary Search.mp4

006. MaxSort.en.srt

006. MaxSort.mp4

007. BubbleSort.en.srt

007. BubbleSort.mp4

008. QuickSort.en.srt

008. QuickSort.mp4

/Chapter 13 Data Structures Beyond Lists/

001. Introducing Dictionaries.en.srt

001. Introducing Dictionaries.mp4

002. Safely Accessing Dictionaries Using the get Method.en.srt

002. Safely Accessing Dictionaries Using the get Method.mp4

003. Real-World Example Using Nested Data Structures and the get Method.en.srt

003. Real-World Example Using Nested Data Structures and the get Method.mp4

004. Dictionary Methods.en.srt

004. Dictionary Methods.mp4

005. Introducing Tuples.en.srt

005. Introducing Tuples.mp4

006. More on Tuples.en.srt

006. More on Tuples.mp4

007. Tuple Methods index and count.en.srt

007. Tuple Methods index and count.mp4

008. Introducing Sets.en.srt

008. Introducing Sets.mp4

009. Set Methods.en.srt

009. Set Methods.mp4

010. Exercise Numbers to Superscripts.en.srt

010. Exercise Numbers to Superscripts.mp4

011. Solution Numbers to Superscripts.en.srt

011. Solution Numbers to Superscripts.mp4

012. Exercise Word Frequency Counter with Optional Case Sensitivity.en.srt

012. Exercise Word Frequency Counter with Optional Case Sensitivity.mp4

013. Solution Word Frequency Counter with Optional Case Sensitivity.en.srt

013. Solution Word Frequency Counter with Optional Case Sensitivity.mp4

014. Exercise Generate Square Dictionary.en.srt

014. Exercise Generate Square Dictionary.mp4

015. Solution 1 Square Dictionary.en.srt

015. Solution 1 Square Dictionary.mp4

016. Solution 2 Square Dictionary.en.srt

016. Solution 2 Square Dictionary.mp4

017. Exercise Anagrams.en.srt

017. Exercise Anagrams.mp4

018. Solution 1 Anagrams Using Character Frequency Counter.en.srt

018. Solution 1 Anagrams Using Character Frequency Counter.mp4

019. Functions Within Functions.en.srt

019. Functions Within Functions.mp4

020. Solution 2 Anagrams Using Sorting.en.srt

020. Solution 2 Anagrams Using Sorting.mp4

021. Exercise Unique Characters.en.srt

021. Exercise Unique Characters.mp4

022. Solution Unique Characters.en.srt

022. Solution Unique Characters.mp4

/Chapter 14 Object-Oriented Programming/

001. Classes, Instance Attributes, Class Attributes, and Methods.en.srt

001. Classes, Instance Attributes, Class Attributes, and Methods.mp4

002. Encapsulation.en.srt

002. Encapsulation.mp4

003. Inheritance.en.srt

003. Inheritance.mp4

004. Polymorphism.en.srt

004. Polymorphism.mp4

005. Constructors and Destructors.en.srt

005. Constructors and Destructors.mp4

006. The hasattr Function.en.srt

006. The hasattr Function.mp4

007. The str and repr Methods.en.srt

007. The str and repr Methods.mp4

008. Class Methods vs. Static Methods vs. Instance Methods.en.srt

008. Class Methods vs. Static Methods vs. Instance Methods.mp4

009. Complex Numbers and Class, Static, and Instance Methods.en.srt

009. Complex Numbers and Class, Static, and Instance Methods.mp4

010. Custom Equality and Comparison Operators for Classes in Python.en.srt

010. Custom Equality and Comparison Operators for Classes in Python.mp4

011. Dunder (Magic) Methods.en.srt

011. Dunder (Magic) Methods.mp4

012. Coding Exercise Fraction Class and Magic Methods.en.srt

012. Coding Exercise Fraction Class and Magic Methods.mp4

013. Coding Solution Part 1 Fractional Addition and Subtraction.en.srt

013. Coding Solution Part 1 Fractional Addition and Subtraction.mp4

014. Coding Solution Part 2 Subtraction Alternative, str, repr.en.srt

014. Coding Solution Part 2 Subtraction Alternative, str, repr.mp4

/Chapter 15 Unit Testing with pytest/

001. Introduction to Unit Testing with pytest.en.srt

001. Introduction to Unit Testing with pytest.mp4

002. Creating Our First Tests Using pytest.en.srt

002. Creating Our First Tests Using pytest.mp4

003. Using pytest.mark.parametrize for Efficient Test Cases.en.srt

003. Using pytest.mark.parametrize for Efficient Test Cases.mp4

004. Solution to pytest.mark.parametrize Exercise.en.srt

004. Solution to pytest.mark.parametrize Exercise.mp4

005. Folder Structure.en.srt

005. Folder Structure.mp4

/Chapter 16 File-Handling and Modules/

001. Getting Started Reading Text Files.en.srt

001. Getting Started Reading Text Files.mp4

002. The Methods read, readline, readlines.en.srt

002. The Methods read, readline, readlines.mp4

003. Coding Exercise Remove Comments.en.srt

003. Coding Exercise Remove Comments.mp4

004. Coding Solution Remove Comments.en.srt

004. Coding Solution Remove Comments.mp4

005. Writing to Text Files.en.srt

005. Writing to Text Files.mp4

006. Writing to Files Using F-Strings.en.srt

006. Writing to Files Using F-Strings.mp4

007. Writing to Files Using Print.en.srt

007. Writing to Files Using Print.mp4

008. Leveraging the with Statement for Safe and Efficient Code.en.srt

008. Leveraging the with Statement for Safe and Efficient Code.mp4

009. File Access Mode.en.srt

009. File Access Mode.mp4

010. File Exceptions.en.srt

010. File Exceptions.mp4

011. File Methods.en.srt

011. File Methods.mp4

012. Importing Modules and Custom Modules.en.srt

012. Importing Modules and Custom Modules.mp4

013. Importing Modules and Custom Modules Continued.en.srt

013. Importing Modules and Custom Modules Continued.mp4

/Chapter 17 NumPy/

001. NumPy Arrays, Shape, and Reshape.en.srt

001. NumPy Arrays, Shape, and Reshape.mp4

002. NumPy Arrays of Zeros, Ones, and the Identity Matrix.en.srt

002. NumPy Arrays of Zeros, Ones, and the Identity Matrix.mp4

003. Empty and Random.en.srt

003. Empty and Random.mp4

004. Indexing and Slicing in NumPy.en.srt

004. Indexing and Slicing in NumPy.mp4

005. Arithmetic and NumPy.en.srt

005. Arithmetic and NumPy.mp4

006. Rough Idea of Linear Algebra and Its Applications.en.srt

006. Rough Idea of Linear Algebra and Its Applications.mp4

007. (Advanced) Concepts from Linear Algebra in NumPy.en.srt

007. (Advanced) Concepts from Linear Algebra in NumPy.mp4

008. Solving Linear Systems.en.srt

008. Solving Linear Systems.mp4

009. Logic - Element-Wise Comparison.en.srt

009. Logic - Element-Wise Comparison.mp4

010. Logic - Comparison with Scalars.en.srt

010. Logic - Comparison with Scalars.mp4

011. Logic - Filtering and Where.en.srt

011. Logic - Filtering and Where.mp4

/

z.Useful Resource Links.docx

/Chapter 19 Matplotlib, Graphing, and Statistics/

001. Simple Bar Plot.en.srt

001. Simple Bar Plot.mp4

002. Bar Plot Calories per Day.en.srt

002. Bar Plot Calories per Day.mp4

003. Box Plot.en.srt

003. Box Plot.mp4

004. Real-World Scenario - Customer Satisfaction Analysis Box Plot.en.srt

004. Real-World Scenario - Customer Satisfaction Analysis Box Plot.mp4

005. A Simple Scatter Plot.en.srt

005. A Simple Scatter Plot.mp4

006. Scatter Plot Example Average Daily Temperatures and Ice Cream Sales.en.srt

006. Scatter Plot Example Average Daily Temperatures and Ice Cream Sales.mp4

007. Comparing Groups with Scatter Plots.en.srt

007. Comparing Groups with Scatter Plots.mp4

008. Graphing a Function with Scatter Plot.en.srt

008. Graphing a Function with Scatter Plot.mp4

009. Graphing Lines.en.srt

009. Graphing Lines.mp4

010. Text Annotations.en.srt

010. Text Annotations.mp4

011. Linear Regression.en.srt

011. Linear Regression.mp4

012. Histograms.en.srt

012. Histograms.mp4

013. Subplots.en.srt

013. Subplots.mp4

014. Multiple Subplots with Different Colors and Titles.en.srt

014. Multiple Subplots with Different Colors and Titles.mp4

015. Enhancing Titles Using LaTeX.en.srt

015. Enhancing Titles Using LaTeX.mp4

016. Image Subplots.en.srt

016. Image Subplots.mp4

017. Pie Chart.en.srt

017. Pie Chart.mp4

018. Stack Plot.en.srt

018. Stack Plot.mp4

019. Bar Chart.en.srt

019. Bar Chart.mp4

020. 3D Plot Using a Mesh Grid.en.srt

020. 3D Plot Using a Mesh Grid.mp4

/Chapter 20 Matplotlib and Image Processing/

001. Loading an RGB Image.en.srt

001. Loading an RGB Image.mp4

002. Extracting RGB Channels.en.srt

002. Extracting RGB Channels.mp4

003. Converting an RGB Image to Grayscale.en.srt

003. Converting an RGB Image to Grayscale.mp4

004. Exploring Color Maps.en.srt

004. Exploring Color Maps.mp4

005. Creating n by n RGB Images.en.srt

005. Creating n by n RGB Images.mp4

006. Image Manipulation Thresholding.en.srt

006. Image Manipulation Thresholding.mp4

007. Image Manipulation Compression.en.srt

007. Image Manipulation Compression.mp4

008. Image Manipulation Squeeze Image.en.srt

008. Image Manipulation Squeeze Image.mp4

009. Image Manipulation Inverting Images.en.srt

009. Image Manipulation Inverting Images.mp4

010. Image Manipulation Image Tiling.en.srt

010. Image Manipulation Image Tiling.mp4

/Chapter 21 Plotly and Interactive Plots/

001. Interactive Line Plot.en.srt

001. Interactive Line Plot.mp4

002. Line Plot Modes.en.srt

002. Line Plot Modes.mp4

003. Interactive Scatter Plot with Tooltips.en.srt

003. Interactive Scatter Plot with Tooltips.mp4

004. Interactive 3D Surface Plot.en.srt

004. Interactive 3D Surface Plot.mp4

005. Figures as Dictionaries.en.srt

005. Figures as Dictionaries.mp4

006. Figures as Graph Objects.en.srt

006. Figures as Graph Objects.mp4

/Chapter 22 PyTorch Fundamentals/

001. Google Colab and tqdm.en.srt

001. Google Colab and tqdm.mp4

002. Getting Help.en.srt

002. Getting Help.mp4

003. Getting More Help.en.srt

003. Getting More Help.mp4

004. Introducing PyTorch and Tensors 1.en.srt

004. Introducing PyTorch and Tensors 1.mp4

005. Introducing PyTorch and Tensors 2.en.srt

005. Introducing PyTorch and Tensors 2.mp4

006. Using the GPU.en.srt

006. Using the GPU.mp4

007. Operators and More Operations.en.srt

007. Operators and More Operations.mp4

008. Indexing and Masking.en.srt

008. Indexing and Masking.mp4

009. Masking Continued.en.srt

009. Masking Continued.mp4

010. Cloning Tensors.en.srt

010. Cloning Tensors.mp4

011. Broadcasting First Steps.en.srt

011. Broadcasting First Steps.mp4

012. Broadcasting Continued.en.srt

012. Broadcasting Continued.mp4

013. More Broadcasting Examples.en.srt

013. More Broadcasting Examples.mp4

Total files 467