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Course Overview
Schedule of Classes
Course Curriculum
10 Subjects
Python
17 Exercises • 157 Learning Materials
Introduction to Programming Languages
Programming Language Paradigm
External Link
Imperative Programming Languages
External Link
Declarative Programming Languages
External Link
History of Programming Languages
External Link
Classification of Programming Languages
Machine Level Programming Language
External Link
Assembly Level Programming Language
External Link
High Level Programming Language
External Link
High Level Programming Languages
Introduction
External Link
FOTRAN
External Link
COBOL
External Link
ALGOL
External Link
BCPL & PASCAL
External Link
C Language
External Link
C++
External Link
JAVA
External Link
Python
External Link
Introduction to Python Programming
About Python Programming Language
External Link
History of Python
External Link
Characteristics of Python
External Link
Quiz on Introduction to Python
Quiz on Introduction to Python
Exercise
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
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
External Link
if...else Statement
External Link
elif Statement
External Link
Nested if...else Statement
External Link
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
External Link
For Loop
External Link
Nested Loops
External Link
Break Statement
External Link
Continue Statement
External Link
Pass Statement
External Link
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
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
Collections : List - 2
Lambda Function
External Link
List with map() Function
External Link
List with filter() Function
External Link
List with reduce() Function
External Link
Difference between Strings & Lists
External Link
Collections : 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
Collections : Sets
Creating Set
External Link
Iteration Over Set
External Link
Python Set Methods
External Link
Set Operations
External Link
Set Built-in Functions
External Link
Frozen Set
External Link
Collections : Dictionary
Creating Dictionary
External Link
Python Hashing
External Link
Python Dictionary Methods
External Link
Copying & Updating Dictionary
External Link
Deleting & Sorting Keys in Dictionary
External Link
Summary of Dictionary Methods
External Link
String Handling - 1
Introduction to Strings
External Link
String Indices
External Link
Delete a String
External Link
String Multiplication & Concatenation
External Link
Iterating through a String
External Link
String Membership Test
External Link
String Built-in Functions
External Link
String Handling - 2
Reversing a String
External Link
Split String
External Link
Escape Sequence
External Link
String format() Method
External Link
String Methods
External Link
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
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
Functions : Anonymous Functions
Lambda Function
External Link
Using Lambda with filter()
External Link
Using Lambda with map()
External Link
Using Lambda with reduce()
External Link
Functions : Parameter Passing Technique
Passing Immutable Objects
External Link
Passing Mutable Objects
External Link
Functions : First Class Functions
Assigning a Function to Variable
External Link
Passing a Function as Parameter
External Link
Returning Function to Function
External Link
Storing Function in Data Structures
External Link
Quiz on Python Programming
Quiz on Python Programming
Exercise
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
Engineering Mathematics : Basics of Matrices
Creating a Matrix
External Link
Identity Matrix
External Link
Transpose of a Matrix
External Link
Engineering Mathematics : Matrix Arithmetic Operations
Matrix Addition
External Link
Matrix Subtraction
External Link
Matrix Multiplication
External Link
Matrix Element Multiplication & Division
External Link
Engineering Mathematics : Operations on Matrices
Determinant of a Matrix
External Link
Inverse of a Matrix
External Link
Solving Linear Equations
External Link
Engineering Mathematics : 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
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
External Link
Function to Input a Matrix : Code Implementation
External Link
Function to Transpose a Matrix : Code Explanation
External Link
Function to Transpose a Matrix : Code Implementation
External Link
Comparing with In-Built Function in NumPy
External Link
Determinant of Matrix without using NumPy
Manually Calculating Determinant of Matrix
External Link
Laplace Expansion to Calculate Determinant
External Link
Function to Find Determinant : Code Explanation
External Link
Function to Find Determinant : Code Implementation
External Link
Comparing with In-Built Function in NumPy
External Link
Cofactor & Minor Matrix without using NumPy
Introduction to Cofactors & Minor Matrix
External Link
Function for Cofactors & Minor Matrix : Code Explanation
External Link
Function for Cofactors & Minor Matrix : Code Implementation
External Link
Data Analysis and Visualization
24 Learning Materials
Data Science Course Overview
Data Science Course Overview
External Link
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
External Link
Introduction to Pandas
Introduction to Pandas
External Link
Benefits of Pandas
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Adoption of Pandas
External Link
Anaconda
Introduction to Anaconda
External Link
Installing Anaconda
External Link
Working with Jupyter Notebook
External Link
Getting Started with Pandas
Data Structure in Pandas
External Link
Coding - Creating Pandas Series
External Link
Pandas Series Attribute
External Link
Coding - Pandas Series Attribute
External Link
Retrieving the First and Last Row of Series
External Link
Coding - Retrieving the First and Last Row of Series
External Link
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
External Link
Coding - Arithmetic Operations with Pandas Series
External Link
Statistics and Probability
15 Learning Materials
Introduction to Statistics - 1
Introduction to Statistics
External Link
How Statistics Help us to Learn about the World
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Introduction to Statistics - 2
Using Data to Answer Statistical Questions
External Link
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
External Link
Descriptive Statistics - 1
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Variable
Variable - 1
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Variable - 2
External Link
Distribution of a Variable
External Link
Machine Learning
19 Learning Materials
Introduction to Machine Learning
Introduction to Machine Learning
External Link
How Do Machines Learn
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Traditional Programming vs Machine Learning
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Why Do We Need Machine Learning
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What Is Machine Learning?
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Why Is Machine Learning Important?
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Applications of Machine Learning
Spam Filtering
External Link
Customer Segmentation
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Applications of Machine Learning - Sentiment Analysis
Sentiment Analysis
External Link
Benefits of Customer Sentiment Analysis
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Types of Sentiment Analysis
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Importance of Sentiment Analysis
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Limitations of Sentiment Analysis
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Applications of Machine Learning - Recommendation System
Recommendation System
External Link
Why Recommender System
External Link
Benefits of Recommender System
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Convert Shoppers to Customers
External Link
Increased User Satisfaction
External Link
Reduce Churn
External Link
Introduction to Data Science
42 Learning Materials
About Course
Course Overview
External Link
The Data Revolution: How Data is Changing Our World
Introduction to Data Revolution
External Link
Data Ascendancy: Unleashing the Power Within
External Link
Historical Overview of Data Usage
External Link
Current Trends in Data Usage
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Introduction to Data Science
Introduction to Data Science
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Unpacking the Confusion: How Data Science Stands Apart from Other Related Fields
Unpacking the Confusion:Data Analysis
External Link
Unpacking the Confusion: Data Analytics
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Unpacking the Confusion: Data Mining & Data Engineering
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Unpacking the Confusion: Business Analytics & Predictive Anlaytics
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Unpacking the Confusion: AI, ML, DL
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Unpacking the Confusion: Big Data
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Exploring In-Demand Careers
Introduction to In-Demand Careers
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Identifying High-Demand Industries
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Data Science and Analytics Careers
Introduction to Data Science and Analytics Careers
External Link
Data Scientist
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Data Analyst
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Machine Learning Engineer
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Business Intelligence Analyst
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Data Engineer
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Data Science Life Cycle
Introduction to Data Science Life Cycle
External Link
Phases of the Data Science Life Cycle
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Data Science Life Cycle - Problem Identification & Project Planning
Problem Identification and Project Planning - 1
External Link
Problem Identification and Project Planning-2
External Link
Data Science Life Cycle - Data Acquisition and Understanding
Data Acquisition and Understanding
External Link
Data Science Life Cycle - Data Preparation and Cleaning
Introduction to Data Preparation and Cleaning
External Link
Handling Missing Values and Outliers
External Link
Raw Data Transformation for Numerical & Categorical
External Link
Data Science Life Cycle - Exploratory Data Analysis (EDA)
Introduction to Exploratory Data Analysis (EDA)
External Link
Exploring Data
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Data Science Life Cycle -Feature Engineering and Selection
Feature Engineering & Feature Selection
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Data Science Life Cycle -Model Building and Evaluation
Building Machine Learning Models
External Link
Evaluating Classification Models
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Evaluating Regression Models
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Real World Use Cases
Churn Prediction
External Link
Fraud Detection
External Link
Customer Segmentation
External Link
Recommendation Engines
External Link
Sentiment Analysis
External Link
Image and Object Recognition
External Link
Speech and Language Recognition
External Link
Healthcare Analytics
External Link
Python for Data Science
134 Learning Materials
Introduction to Programming Languages
Introduction to Programming Language
External Link
Types of Computer Languages
External Link
Evolution of Computer Languages - 1
External Link
Evolution of Computer Languages - 2
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Programming Paradigms - 1
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Programming Paradigms - 2
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Programming Paradigms - 3
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Programming Paradigms - 4
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Programming Translators
External Link
Types of Scripts
External Link
Logics Building
Logics Building & Flowchart
External Link
Algorithm & Pseudocode
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Introduction to Python
Introduction to Python
External Link
Python Limitations and Libraries
External Link
History of Python
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Features of Python
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Python Applications
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Python Implementations
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Python vs Other Languages
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Characteristics of Python
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Python Environment Setup
Downloading & Installation of Python
External Link
Python Real-Time IDEs
External Link
Python Program Execution
Python Program Execution
External Link
Basic Syntax
Comments and Indentation in Python
External Link
Keywords and Identifiers
External Link
Variables
External Link
Input and Output Operations
External Link
Data Types
External Link
Type Conversions
External Link
Operators
Introduction to Operators
External Link
Arithmetic Operators
External Link
Assignment Operators
External Link
Relational Operators
External Link
Logical Operators
External Link
Bitwise Operators
External Link
Membership Operators
External Link
Identity Operators
External Link
Conditional Statements
Introduction to Conditional Statement
External Link
Simple If Statement
External Link
If-Else Statement
External Link
If-Elif-Else Statement
External Link
Nested If-Else Statement
External Link
Short-Hand If Statement
External Link
Jump Statement
Match Case
External Link
Range() Function and Delete Keyword
Range() Function and Delete Keyword
External Link
Loops
Introduction to Loops
External Link
While Loops
External Link
For Loops
External Link
Nested Loops
External Link
Loop Control Statements
External Link
Functions
Introduction to Functions
External Link
Implementing Functions
External Link
Classification of Functions
External Link
Nested Functions
External Link
Scope of Variables in Functions
External Link
First Class Functions
External Link
Anonymous Functions
External Link
Recursive functions
External Link
Lists
Introduction to Lists
External Link
Accessing List Elements
External Link
List Operation
External Link
Built in List Functions
External Link
List Methods-1
External Link
List Methods-2
External Link
List Methods-3
External Link
Tuples
Introduction to Tuples
External Link
Accessing Tuple Elements
External Link
Iterating Tuple Elements
External Link
Built-in Tuple Functions
External Link
Tuple Methods
External Link
Strings - 1
Introduction to Strings
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Accessing Values from String
External Link
String Operations - 1
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String Operations - 2
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String Manipulation Methods
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Strings - 2
String Validation and Transformation Methods
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String Analysis Methods
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Numeric String Methods
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String Searching and Manipulation
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Strings - 3
Advanced String Operations
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String Alignment Methods
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String Formatting Methods
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String Splitting Methods
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Mastering in String Operations
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Dictionaries
Introduction to Dictionaries
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Working With Dictionaries
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Accessing Keys & Values from Dictionaries
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Built-in Dictionary Methods-1
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Built-in Dictionary Methods-2
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Sets
Introduction to Sets
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Working with Sets
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Sets Built-in Methods - 1
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Sets Built-in Methods - 2
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Set Operations-1
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Set Operations-2
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Comprehensions
Comprehensions
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Introduction to Object Oriented Programming
Introduction to Object Oriented Programming
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Class and Object
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Class and Instance Variables
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Constructor and Destructor Methods
Constructor Method
External Link
Destructor Method
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Types of Methods
Types of Methods
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Inheritance
Introduction to Inheritance
External Link
Multiple Inheritance
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Multilevel Inheritance
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Hierarchical inheritance
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Hybrid Inheritance
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More on Inheritance
Super() Function
External Link
Method Overriding
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Method Resolution Order
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Polymorphism
Introduction to Polymorphism
External Link
Polymorphic Function and Duck Typing
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Method Overriding
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Method Overloading
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Operator Overloading
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Introduction to Encapsulation
Introduction to Encapsulation
External Link
Access Modifiers
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Getters and Setters
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Abstraction
Abstraction
External Link
Closures and Decorators
Closures
External Link
Decorators
External Link
Iterators and Generators
Iterators
External Link
Generators
External Link
Modules & Packages
Modules
External Link
Importing Modules
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Creating Modules
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Modules Search Path
External Link
What are Packages?
External Link
Creating Packages
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Python Date Time
Data Time
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Time & DateTime Class
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Time Delta and Tzinfo
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Python Time Module
Time Module Lecture - 1
External Link
Time Module Lecture - 2
External Link
Anaconda Essentials - Exploring Data Science with Jupyter Notebook
5 Learning Materials
Essential Programming Languages used for ML
Essential Programming Languages used for ML
External Link
Anaconda
Introduction to Anaconda
External Link
Installing Anaconda
External Link
Anaconda Environment
External Link
Jupyter Notebook
Jupyter Notebook
External Link
Pandas for Data Science
50 Learning Materials
Introduction to Pandas
Introduction to Pandas
External Link
Working with Pandas
Working with Pandas
External Link
Pandas Series - 1
Introduction to Series
External Link
Creating Series From Lists
External Link
Creating Series From Dictionary
External Link
Creating Series From NumPy Array
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Creating a Series from Scalar
External Link
Pandas Series with NaN values Index Argument
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Pandas Series - 2
Working with Series Indexing
External Link
Accessing Data from Series
External Link
Accessing Data From Series using Slicing
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Accessing Data from Series using loc & iloc
External Link
Series Attributes - 1
External Link
Series Attributes-2
External Link
Pandas Series-3
Sorting and Converting Type of Elements in Series
External Link
Working with Null Values in Series
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Summarising Series-1
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Summarising Series-2
External Link
Working with Duplicate Values
External Link
Pandas Series - 4
Arithmetic Operations on Pandas Series
External Link
Comparison / Relational Operations with Pandas Series - 1
External Link
Comparison / Relational Operations with Pandas Series - 2
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Comparison / Relational Operations with Pandas Series - 3
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Logical Operators on Pandas Series
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Manipulating Pandas Series
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Pandas DataFrame - 1
Introduction to Pandas DataFrame
External Link
Creating Pandas DataFrame
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DataFrame Attributes - 1
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DataFrame Attributes - 2
External Link
Converting and Sorting Elements
External Link
Working with Null Values in DataFrame
External Link
Pandas DataFrame - 2
Summarising DataFrame - 1
External Link
Summarising DataFrame - 2
External Link
Working with Duplicates
External Link
Arithmetic Operations on Pandas Dataframe - 1
External Link
Arithmetic Operations on Pandas Dataframe - 2
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Pandas DataFrame - 3
Comparison Operations on Pandas Dataframe - 1
External Link
Comparison Operations on Pandas Dataframe - 2
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Comparison Operations on Pandas Dataframe - 3
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Logical Operations on Pandas Dataframe - 1
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Logical Operations on Pandas Dataframe - 2
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Manipulating Pandas Dataframe
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Pandas DataFrame - 4
Accessing Single Column in a DataFrame
External Link
Accessing Multiple Columns
External Link
Accessing Rows in a DataFrame
External Link
Accessing Single Element in a DataFrame
External Link
Reading Data from variuos types of files.
Reading & Saving CSV File
External Link
Reading & Saving Excel File
External Link
Reading & Saving JSON File
External Link
Reading Data from SQL Database
External Link
Matplotlib for Data Science
34 Learning Materials
Introduction to Data Visualisation
Introduction to Data Visualisation
External Link
Matplotlib Architecture
Matplotlib Architecture
External Link
Working with Matplotlib
Working with Matplotlib
External Link
Decorators and Styles - 1
Grids
External Link
Axes
External Link
Labels
External Link
Markers
External Link
Colors
External Link
Title
External Link
Decorators and Styles - 2
Legends
External Link
Ticks
External Link
Font Styles
External Link
Limits
External Link
Decorators and Styles on the Bar Graph
External Link
Different types of Plots - 1
Single Line Plot
External Link
Multi Line Plot
External Link
Scatter Plot
External Link
Stack Plot
External Link
Stream Plot
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Different Types of Plots - 2
Sub-Plot
External Link
Step Plot
External Link
Filled Plot
External Link
Hexagonal Bin Plot
External Link
Different Types of Plots - 3
Box Plot
External Link
ViolinPlot
External Link
Different Types of Graphs
Bar Graph
External Link
Multi Bar Graph
External Link
Stacked Bar Graph
External Link
Different Types of Charts
Different Types of Charts
External Link
Pie Chart
External Link
Bubble Chart
External Link
Polar Chart
External Link
Histograms and Contours
Histogram
External Link
Contour Plot
External Link
Course Instructor
Setwin Online
107 Courses • 2628 Students
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