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Course Overview
Schedule of Classes
Course Curriculum
6 Subjects
Python
17 Exercises • 157 Learning Materials
Introduction to Programming Languages
Programming Language Paradigm
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Imperative Programming Languages
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Declarative Programming Languages
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History of Programming Languages
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Classification of Programming Languages
Machine Level Programming Language
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Assembly Level Programming Language
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High Level Programming Language
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High Level Programming Languages
Introduction
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FOTRAN
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COBOL
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ALGOL
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BCPL & PASCAL
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C Language
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C++
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JAVA
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Python
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Introduction to Python Programming
About Python Programming Language
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History of Python
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Characteristics of Python
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Quiz on Introduction to Python
Quiz on Introduction to Python
Exercise
Python Environment
Installation of Python
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Compile and Running
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Python Documentation
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PIP
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Editors & IDE's
Introduction to IDE
External Link
PyCharm
External Link
Anaconda
External Link
Spyder
External Link
Jupyter
External Link
Running Python Script
External Link
Getting Started with Python Programming
Creating your First Python Program
External Link
Reading & Printing to Screen
External Link
Interactive & Script Mode
External Link
Python File Extensions
External Link
Basic Concepts in Python
Shell as a Calculator
External Link
Comments in Python
External Link
Multiline Statements
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Quotations in Python
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Variables
Introduction to Variables
External Link
Naming Variables
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Mnemonic Variable Names
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Reserved Words
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Data Types
Values & Types
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Numerical Data Type
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String Data Type
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Working with Variables
Multiple Assignment
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Swap Variables
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Type Conversion
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Mutable vs Immutable Objects
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Number System Conversion
External Link
Operators
Arithmetic Operator
External Link
Assignment Operator
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Comparison Operator
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Logical Operator
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Bitwise Operator
External Link
Membership Operator
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Operator Precedence
External Link
Evaluating Expression
External Link
Python Practical on Operators
Find the Length and Breadth of Rectangle
Assignment
Add and get the quotient
Assignment
Calculate (a+b)^2
Assignment
Decision Making
Introduction to Decision Making
External Link
if Statement
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if...else Statement
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elif Statement
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Nested if...else Statement
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Python Practical on Decision making
Finding maximum of Three numbers
Assignment
Leap year
Assignment
Even or odd
Assignment
Quiz on Data types and Decision making
Quiz on Data types and Decision making
Exercise
Loops
Introduction to Loops
External Link
While Loop
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For Loop
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Nested Loops
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Break Statement
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Continue Statement
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Pass Statement
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Python Practical on Loops
Sum of all even numbers from 1 to n
Assignment
Reverse 3 or 4 digit number
Assignment
Factorial of a number
Assignment
Collections : List - 1
Introduction to Collections
External Link
Introduction to List
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Accessing Items in a List
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Loop through List
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List Length & Add Items to List
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Built-in List Methods
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Basic List Operations
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List Mutability
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Collections : List - 2
Lambda Function
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List with map() Function
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List with filter() Function
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List with reduce() Function
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Difference between Strings & Lists
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Collections : Tuples
Introduction to Tuple
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Tuple Packing & Unpacking
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Comparing Tuples & Iterating through Tuple
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Deleting & Slicing of Tuples
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Tuple Membership Test
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Collections : Sets
Creating Set
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Iteration Over Set
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Python Set Methods
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Set Operations
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Set Built-in Functions
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Frozen Set
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Collections : Dictionary
Creating Dictionary
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Python Hashing
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Python Dictionary Methods
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Copying & Updating Dictionary
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Deleting & Sorting Keys in Dictionary
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Summary of Dictionary Methods
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String Handling - 1
Introduction to Strings
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String Indices
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Delete a String
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String Multiplication & Concatenation
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Iterating through a String
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String Membership Test
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String Built-in Functions
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String Handling - 2
Reversing a String
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Split String
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Escape Sequence
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String format() Method
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String Methods
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Python Practical on Collections
Finding 1 common element in two lists
Assignment
Convert Alternative letters to Uppercase
Assignment
Find Common element in three sets using Lists
Assignment
Find Missing and Additional values
Assignment
Functions
Introduction to Functions
External Link
Defining & Calling a Function
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Working of Function
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Doc Strings
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Functions : Arguments & Return Statements
Default Arguments
External Link
Required Arguments
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Keyword Arguments
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Variable Length Arguments
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Return Statement
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Returning Multiple Values
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Command Line Arguments
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Functions : Scope of Variables
Global Variable
External Link
Local Variable & Its Comparison with Global
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Functions : Recursion
Recursive Functions
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Finding Sum of Natural Numbers using Recursion
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Functions : Anonymous Functions
Lambda Function
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Using Lambda with filter()
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Using Lambda with map()
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Using Lambda with reduce()
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Functions : Parameter Passing Technique
Passing Immutable Objects
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Passing Mutable Objects
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Functions : First Class Functions
Assigning a Function to Variable
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Passing a Function as Parameter
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Returning Function to Function
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Storing Function in Data Structures
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Quiz on Python Programming
Quiz on Python Programming
Exercise
NumPy Package
Introduction to NumPy
External Link
Installation of NumPy
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Working with NumPy
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Data Types in NumPy
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NumPy Array Attributes
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Engineering Mathematics : Basics of Matrices
Creating a Matrix
External Link
Identity Matrix
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Transpose of a Matrix
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Engineering Mathematics : Matrix Arithmetic Operations
Matrix Addition
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Matrix Subtraction
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Matrix Multiplication
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Matrix Element Multiplication & Division
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Engineering Mathematics : Operations on Matrices
Determinant of a Matrix
External Link
Inverse of a Matrix
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Solving Linear Equations
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Engineering Mathematics : Exercises on Matrices
Picking an Element from a Matrix
External Link
Interchange Diagonal Elements
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Check a Matrix is Identity or Not
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Matrix Arithmetic Operations
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Inverse of 2X2 & 3X3 Matrix
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Solving Linear Equations
External Link
Quiz on NumPy and Matrix Operations
Quiz on NumPy and Matrix Operations
Exercise
Practical on Operators
Python for Engg Applications
115 Learning Materials
Introduction to Python Programming
About Python Programming Language
External Link
History of Python
External Link
Characteristics of Python
External Link
Python Environment
Installation of Python
External Link
Compile and Running
External Link
Python Documentation
External Link
PIP
External Link
Editors & IDE's
Introduction to IDE
External Link
PyCharm
External Link
Anaconda
External Link
Spyder
External Link
Jupyter
External Link
Running Python Script
External Link
Getting Started with Python Programming
Creating your First Python Program
External Link
Reading & Printing to Screen
External Link
Interactive & Script Mode
External Link
Python File Extensions
External Link
Basic Concepts in Python
Shell as a Calculator
External Link
Comments in Python
External Link
Multiline Statements
External Link
Quotations in Python
External Link
Variables
Introduction to Variables
External Link
Naming Variables
External Link
Mnemonic Variable Names
External Link
Reserved Words
External Link
Data Types
Values & Types
External Link
Numerical Data Type
External Link
String Data Type
External Link
Working with Variables
Multiple Assignment
External Link
Swap Variables
External Link
Type Conversion
External Link
Mutable vs Immutable Objects
External Link
Number System Conversion
External Link
Operators
Arithmetic Operator
External Link
Assignment Operator
External Link
Comparison Operator
External Link
Logical Operator
External Link
Bitwise Operator
External Link
Membership Operator
External Link
Operator Precedence
External Link
Evaluating Expression
External Link
Decision Making
Introduction to Decision Making
External Link
if Statement
External Link
if...else Statement
External Link
elif Statement
External Link
Nested if...else Statement
External Link
Loops
Introduction to Loops
External Link
While Loop
External Link
For Loop
External Link
Nested Loops
External Link
Break Statement
External Link
Continue Statement
External Link
Pass Statement
External Link
List
Introduction to List
External Link
Accessing Items in a List
External Link
Loop through List
External Link
List Length & Add Items to List
External Link
Built-in List Methods
External Link
Basic List Operations
External Link
List Mutability
External Link
Tuples
Introduction to Tuple
External Link
Tuple Packing & Unpacking
External Link
Comparing Tuples & Iterating through Tuple
External Link
Deleting & Slicing of Tuples
External Link
Tuple Membership Test
External Link
Functions
Introduction to Functions
External Link
Defining & Calling a Function
External Link
Working of Function
External Link
Doc Strings
External Link
Functions : Arguments & Return Statements
Default Arguments
External Link
Required Arguments
External Link
Keyword Arguments
External Link
Variable Length Arguments
External Link
Return Statement
External Link
Returning Multiple Values
External Link
Command Line Arguments
External Link
Functions : Scope of Variables
Global Variable
External Link
Local Variable & Its Comparison with Global
External Link
Functions : Recursion
Recursive Functions
External Link
Finding Sum of Natural Numbers using Recursion
External Link
NumPy Package
Introduction to NumPy
External Link
Installation of NumPy
External Link
Working with NumPy
External Link
Data Types in NumPy
External Link
NumPy Array Attributes
External Link
Basics of Matrices
Creating a Matrix
External Link
Identity Matrix
External Link
Transpose of a Matrix
External Link
Matrix Arithmetic Operations
Matrix Addition
External Link
Matrix Subtraction
External Link
Matrix Multiplication
External Link
Matrix Element Multiplication & Division
External Link
Operations on Matrices
Determinant of a Matrix
External Link
Inverse of a Matrix
External Link
Solving Linear Equations
External Link
Exercises on Matrices
Picking an Element from a Matrix
External Link
Interchange Diagonal Elements
External Link
Check a Matrix is Identity or Not
External Link
Matrix Arithmetic Operations
External Link
Inverse of 2X2 & 3X3 Matrix
External Link
Solving Linear Equations
External Link
Transpose of a Matrix without using NumPy
Introduction to Transpose of Matrix
External Link
Function to Input a Matrix : Code Explanation
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Function to Input a Matrix : Code Implementation
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Function to Transpose a Matrix : Code Explanation
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Function to Transpose a Matrix : Code Implementation
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Comparing with In-Built Function in NumPy
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Determinant of Matrix without using NumPy
Manually Calculating Determinant of Matrix
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Laplace Expansion to Calculate Determinant
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Function to Find Determinant : Code Explanation
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Function to Find Determinant : Code Implementation
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Comparing with In-Built Function in NumPy
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Cofactor & Minor Matrix without using NumPy
Introduction to Cofactors & Minor Matrix
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Function for Cofactors & Minor Matrix : Code Explanation
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Function for Cofactors & Minor Matrix : Code Implementation
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Data Analysis and Visualization
30 Learning Materials
Data Science Course Overview
Data Science Course Overview
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Introduction to Data Science
All About Data
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What is Data Science?
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Facets of Data
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Data Science Life Cycle
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Technical Jargon
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Introduction to Pandas
Introduction to Pandas
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Benefits of Pandas
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Adoption of Pandas
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Anaconda
Introduction to Anaconda
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Installing Anaconda
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Working with Jupyter Notebook
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Getting Started with Pandas
Data Structure in Pandas
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Coding - Creating Pandas Series
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Pandas Series Attribute
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Coding - Pandas Series Attribute
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Retrieving the First and Last Row of Series
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Coding - Retrieving the First and Last Row of Series
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Statistical Operations with Pandas Series
Statistical Operations with Pandas Series Lecture - 1
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Coding - Statistical Operations with Pandas Series Lecture - 1
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Statistical Operations with Pandas Series Lecture - 2
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Coding - Statistical Operations with Pandas Series Lecture - 2
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Arithmetic Operations
Arithmetic Operations with Pandas Series
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Coding - Arithmetic Operations with Pandas Series
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Statistics and Probability
15 Learning Materials
Introduction to Statistics - 1
Introduction to Statistics
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How Statistics Help us to Learn about the World
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Introduction to Statistics - 2
Using Data to Answer Statistical Questions
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Defining Statistics
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Statistical Methods
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About Data
Let's Get Started
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Introduction to Data - 1
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Introduction to Data - 2
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Introduction to Data - 3
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Data Basics
Data Basics
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More on Data Basics
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Descriptive Statistics - 1
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Variable
Variable - 1
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Variable - 2
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Distribution of a Variable
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Machine Learning - Supervised
77 Learning Materials
Course Overview
Curriculum Overview
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Pre-Requisites
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Introduction To Machine Learning
Introduction To Machine Learning
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History of Machine Learning
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Traditional Programming vs Machine Learning
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What can go wrong with Machine Learning?
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AI vs ML vs DL
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Data for Machine Learning
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Machine Learning Approaches
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Transfer & Ensemble Learning
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Machine Learning Workflow
Data Collection
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Data Splitting and Preparation
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Model Selection
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Model Training and Evaluation
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Model Optimization and Deployment
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Model Monitoring and Maintenance
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Supervised Learning
Supervised Learning
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Classification & Regression
What is classification?
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Binary Classification
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Case Studies on Binary Classification
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Multiclass classification
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Regression and Case Studies
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Algorithms for Supervised Learning
Algorithms for Supervised Learning
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Linear Regression
Introduction to Linear Regression
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Simple Linear Regression
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Case study for Simple Linear Regression (Salary Prediction)
Problem Statement- Salary Prediction
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Data Collection
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Data Understanding
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Data Cleaning & Preprocessing
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Exploratory Data Analysis (EDA)
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Data Transformation & Data Splitting
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Model Application
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Introduction to Multiple Linear Regression
Multiple Linear Regression
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Case study for Multiple Regression(Medical Insurance Cost)
Problem Statement-Medical Insurance Cost Prediction
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Data Collection
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Data Understanding
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Data Cleaning & Preprocessing
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Exploratory Data Analysis (EDA)
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Data Transformation & Data Splitting
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Model Application
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Logistic Regression
Geometrical Intuition
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Naive Bayes
Introduction to Naive Bayes
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Exploring Naive Bayes
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NaiveBayes - Classifier & Regressor
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Bayes Theorem
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Types of Naive Bayes
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Multinomial Naive Bayes
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Bernoulli Naive Bayes
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Parameter Estimation
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Statistical Estimation Techniques
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Smoothing Techniques
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Case Study on Naive Bayes(Heart Attack Prediction )
Problem Statement-Heart Attack Prediction
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Data Collection
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Data Understanding
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Data Cleaning & Preprocessing
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Exploratory Data Analysis(EDA)
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Data Transformation
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Feature Selection & Data Splitting
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Model Application
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KNN Algorithm
Introduction to KNN Algorithm
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Exploring KNN Algorithm
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Distance Metrics
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Types of KNN Algorithm
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KNN for Regression (California House Price Prediction)
Problem Statement-Housing Prices Prediction in California
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Data Collection
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Data Understanding
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Data Cleaning & Preprocessing
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Exploratory Data Analysis (EDA)
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Data Splitting & Data Transformation
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Model Application
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KNN for Classification (Diabetes Prediction)
Problem Statement-Diabetes Prediction
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Data Collection
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Data Understanding
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Data Cleaning & Preprocessing
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Exploratory Data Analysis (EDA)
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Data Splitting & Data Transformation
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Model Application
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Machine Learning - Unsupervised
41 Learning Materials
Unsupervised Learning
Unsupervised Learning
External Link
Types of Unsupervised Learning
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Clustering
Introduction to Clustering
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Types of clustering
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Hierarchical Clustering
Hierarchical Clustering
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Types of hierarchical clustering
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Agglomerative Hierarchical Clustering
Agglomerative Hierarchical Clustering
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Applications of Agglomerative Hierarchical Clustering
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Distance Measures
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Linkage Criteria
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Dendrograms
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Divisive Hierarchical Clustering
Divisive Hierarchical Clustering
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Applications of Divisive Hierarchical Clustering
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Comparing Agglomerative and Divisive Hierarchical Clustering
Comparing Agglomerative and Divisive Hierarchical Clustering
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Case Study on Hierarchical Clustering
Problem Statement - Customer Segmentation
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Data Collection
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Data Understanding
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Data Cleaning and Preprocessing
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Exploratory Data Analysis
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Implementing Hierarchical Clustering
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K-Means Clustering
Introduction to K-Means Clustering
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Applications of K-Means Clustering
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Understanding K-means Clustering
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Evaluating K-means Clustering-Using Silhouette Method
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Evaluating K-means Clustering-Using Elbow Method
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Evaluating K-means Clustering – Using the Gap Statistic
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Advantages and Disadvantages Clustering Methods
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Limitations of K-Means Clustering
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Case Study on K-Means Clustering
Problem Statement - Understanding Penguin Patterns
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Data Collection
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Data Understanding
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Data Cleaning and Preprocessing
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Exploratory Data Analysis (EDA) -1
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Exploratory Data Analysis (EDA) -2
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Implementing K-means Clustering
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DBSCAN Algorithm
Introduction to DBSCAN Algorithm
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Understanding DBSCAN Algorithm
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Advantages and Disadvantages of DBSCAN
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Case Study on DBSCAN Algorithm
Problem Statement - Red Wine Clusters
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Data Collection
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Data Understanding
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Course Instructor
Setwin Online
113 Courses • 2809 Students
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