Programming: 4 Books in 1: Python Programming & Crash Course, Machine Learning for Beginners, Python Machine Learning

Python Programming for Beginners
Introduction
FIRST DAY
Part 1: Introduction
    History of Python
    Basic Features of Python
    Common Programming Language Features of Python
    Summary
Part 2: Installing Python
    Installing Python
    Installing Python in Linux
    Modes of Running Python
    Integrated Development Environment (IDE)
    Summary
Part 3: Variables
First Program in Python
    Variables
    Conventions When Naming Variables in Python
    Keywords and Identifiers in Python Programming Language
    Comments and Statements
        Statements in Python
        Multi-Line Python Statement
    Indentation in Python
    Comments in Pythons
    Multi-Line Comments
    Summary
SECOND DAY
Part 4: Data Types in Python
    Numbers
    Number Conversion
    Type Conversion
    Decimal in Python
    Fractions in Python
    Mathematics in Python
    Summary
Part 5: Loops and Functions
    LOOPS
    if…else Flow Control
    Nested if Statements in Python
    range() function in Python
    Using for Loop with Else
    While Loop in Python
    Using While Loop with Else
    Python’s Break and Continue
    Continue Statement in Python
    Pass Statement in Python
    Functions in Python
    Calling a Function in Python
    Docstring
    Python Function Return Statement
    Random Function in Python
    Iterators
    Manually Iterating Through Items in Python
    Explaining the Loop
    Creating Custom Iterator in Python
    Infinite Iterators
    Closure Function in Python
    Projects
        1.Implementing Simple Calculator in Python
        2.Program to return factors of any integer
    Summary
THIRD DAY
Part 6: Variable Scope and Lifetime in Python Functions
    Function Types
    Keywords Arguments in Python
    Arbitrary Arguments
    Recursion in Python
    Python Anonymous Function
    Python’s Global, Local, and Nonlocal
    Python’s Global and Local Variable
    Python’s Nonlocal Variables
    Global Keyword in Python
    Creating Global Variables across Python Modules
    Python Modules
    Module Import
    Import Statement in Python
    Importing all names
    Module Search Path in Python
    Reloading a Module
    Dir() built-in Python function
    Python Package
    Summary
Part 7: Lists in Python
    Nested Lists
    Accessing Elements from a List
    Nested List Indexing
    Python Negative Indexing
    Manipulating Elements in a List using the assignment operator
    Changing a range of items in a list
    Appending/Extending items in the List
    Removing or Deleting Items from a List
    Deleting Multiple Elements
    Using Empty List to Delete an Entire or Specific Elements
    Summary
FOURTH DAY
Part 8: Tuples in Python
    Negative Indexing
    Slicing
    Available Tuple Methods in Python
    Testing Membership in Tuple
    Inbuilt Python Functions with Tuple
    Accessing items in a string
    Deleting or Changing in Python
    Summary
Part 9: Strings in Python
    String Operations
    String Iteration
    Membership Test in String
    String Formatting in Python
    Python’s Docstring
    Practice Exercise
Part 10: Operators in Python
    Arithmetic Operators
    Practice Exercise
    Modulus
    Squaring and Cubing in Python
    Operators with String in Python
    Summary
FIFTH DAY
Part 11: Python Sets
    Creating a set
    Creating a Set from a List
    Removing Elements from a Set
    Using the pop() Method to Remove an Item from a Set
    Set Operations in Python
    Set Union
    Set Intersection
    Using intersection()
    Set Difference
    Set Symmetric Difference
    Superset and Subset
    Membership Tests in Sets
    Iteration
    Inbuilt Functions with Set
        Frozenset Python
    Summary
Part 12: Python Dictionaries
    What is a Python Dictionary?
    How do Python Dictionaries Work?
    Creating a Python dictionary
    Accessing Items within the Python dictionary
    How to Change Values in a Python Dictionary
    How Do You Loop Through a Python Dictionary
    How Do You Check if a Key Exists in the Dictionary
    How Do You Determine the Number of Items in the Dictionary
    A list of Common Python Dictionary Methods
    Merits of a Dictionary in Python
    Demerits of a Python dictionary
    Data Structures in Python
    Dictionary
    Creating a Dictionary
    Accessing Elements from a Dictionary
    Add or Modify Dictionary Elements
    Removing/Deleting Elements from a Dictionary
    Dictionary Methods in Python
    Odd Items Only Dictionary
    Membership Test in a Dictionary
    Inbuilt Functions
    Practice Exercise
    Summary
SIXTH DAY
Part 13: Object-Oriented Programming in Python
    Object and Class in Python
    Syntax
    Object/Class Instantiation
    Methods
    Inheritance
    Encapsulation in Python
    Polymorphism
    Class Definition in Python
    Object Creation in Python
    Constructors
    Deleting Objects and Attributes
    Deleting the Entire Object
    Inheritance in Python
    Syntax
    Method Overriding in Python
    Inheritance in Multiple Form in Python
    Operator Overloading
    Making Class Compatible with Inbuilt Special Functions
    Using More Inbuilt Methods
    Operator + Overloading
    Comparison Operators Overloading
    Summary
Part 14: File Management and Exception Handling in Python
    File Methods in Python
    Directory in Python
    Getting Current Directory in Python
    Changing Directory
    File or a Directory Renaming in Python
    Removing File or Directory in Python
    Errors and Exceptions
    Inbuilt Exceptions in Python
    Exception Handling in Python
    Handling an Exception by Catching the Exception in Python
    User Defined Exception
    Summary
SEVENTH DAY
Part 15: Memoization, Modules, and Packages
    Python Modules
    Module Import
    Import Statement in Python
    Importing All Names
    Module Search Path in Python
    Reloading a Module
    Dir() Built-In Python function
    Python Package
    Summary
Part 16: Time and Date
    Getting Current Time and Date
    Understanding the Datetime Module
    Timestamp
    Printing Current Date
    Time Object
    Print Hour to Microsecond
    Datetime Object
    Print Year to the Minute
    Using Timedelta
    Getting Difference Between Two Timedelta Objects
    From Datetime Import Timedelta
    Duration in Seconds
    Format Datetime in Python
    From strptime() to datetime
    Summary
Conclusion
Python Crash Course
Introduction
Chapter 1: What is the Python Language?
    The Benefits of Python
        It is Easy to Work with
        It Has Lots of Power
        Many Libraries to Work With
        Easy to Read
        It is an OOP Language
    The Basics of the Python Language
        Python Keywords
        Naming Our Identifiers
        Control Flow Basics
        Python Comments
        Variables
        Operators
Chapter 2: Everything You Need to Know to Install Python
    Installing On the Mac Operating System
    The Windows Operating System
    The Linux System
Chapter 3: The Python Variables and Strings
    The Python Variables
    The Python Strings
Chapter 4: Handling Python Operators, Tuples, and Lists
    The Python Operators
        Arithmetic Operators
        Comparison Operators
        Logical Operators
        Assignment Operators
    Understanding Tuples and Lists
        The Lists
        The Tuples
Chapter 5: The Python Functions
Chapter 5: The Python Functions
    Why are User Defined Functions So Important?
    Options for Function Arguments
    Writing a Function
Chapter 6: Python as an OOP Language and Working with the Python Classes
    How to Write a Class
    Working with the Access Class
Chapter 7: The Conditional Statements in Python
    The If Conditional Statements
    The If Else Conditional Statement
    The Elif Conditional Statement
Chapter 8: The Python Loops
Chapter 8: The Python Loops
    The While Loop
    Working with the For Loop
    The Nested Loop
Chapter 9: Handling Your Own Exceptions
Chapter 9: Handling Your Own Exceptions
    How to Raise An Exception
    How to Define My Own Exceptions
Chapter 10: Python Encapsulation
Chapter 10: Python Encapsulation
    The Getter and Setter
    Putting It All Together
    What to Keep In Mind
Chapter 11: Python Databases & Dictionaries and How to Work with Them
Chapter 11: Python Databases & Dictionaries and How to Work with Them
    The Python Database
    The Python Dictionaries
Chapter 12: Working with GUI and CGI in This Language
Chapter 12: Working with GUI and CGI in This Language
    Getting Familiar with GUI
    What is CGI?
Conclusion
Machine Learning for Beginners
Introduction
Chapter 1: Introduction to Machine Learning
    The Development of Machine Learning
    What is Machine Learning?
    Importance of Artificial Intelligence
    Applications of Machine Learning
Chapter 2: Types of Machine Learning
    Supervised Learning
    Unsupervised Learning
    Reinforcement Learning
    Semi-supervised Machine Learning
    Feature Learning
    Sparse Dictionary Learning
    Anomaly Detection
    Association Rule Learning
Chapter 3: Models of Machine Learning
    Decision Trees
    Neural Networks
    Bayesian Networks
    Support Vector Machine
    Model Optimization
Chapter 4: Probabilistic Models
    Logical models
    Geometric models
    Probabilistic models
    Probabilistic Method
    Graphical models
    Bayesian Networks
    Decision Tree Classifiers
    Deep Deterministic Policy Gradient
    Random Field Techniques
    Stochastic Models
Chapter 5: Soft Computing
    Components of Soft Computing
    Relationship between hyperplanes and support vectors
    How the delta rule finds the correct answer
    What is a Perceptron?
Chapter 6: Data Mining
    Application of data mining in related fields
    Relationship between data mining and other research areas
    Main data mining software
    Patterns found in data
    Simple Statistical Methods
    Association rules
Chapter 7: Machine Learning Datasets
    Data
    Learning
    Modeling
Chapter 8: Machine Learning Vs Deep Learning
    Deep Learning
    Solving the problem through Machine Learning
    Points to note
Chapter 9: Pros and Cons
    Limitations of Machine Learning
    Points to note on the benefits and limitations of Machine Learning
Conclusion
Python Machine Learning