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Course Overview
Schedule of Classes
Course Curriculum
3 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
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PyCharm
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Anaconda
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Spyder
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Jupyter
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Running Python Script
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Getting Started with Python Programming
Creating your First Python Program
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Reading & Printing to Screen
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Interactive & Script Mode
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Python File Extensions
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Basic Concepts in Python
Shell as a Calculator
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Comments in Python
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Multiline Statements
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Quotations in Python
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Variables
Introduction to Variables
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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
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Operators
Arithmetic Operator
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Assignment Operator
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Comparison Operator
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Logical Operator
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Bitwise Operator
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Membership Operator
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Operator Precedence
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Evaluating Expression
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Python Practical on Operators
Find the Length and Breadth of Rectangle
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Add and get the quotient
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Calculate (a+b)^2
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Decision Making
Introduction to Decision Making
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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
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Even or odd
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Quiz on Data types and Decision making
Quiz on Data types and Decision making
Exercise
Loops
Introduction to Loops
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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
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Reverse 3 or 4 digit number
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Factorial of a number
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Collections : List - 1
Introduction to Collections
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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
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Convert Alternative letters to Uppercase
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Find Common element in three sets using Lists
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Find Missing and Additional values
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Functions
Introduction to Functions
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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
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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
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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
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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
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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
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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
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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
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Quiz on NumPy and Matrix Operations
Quiz on NumPy and Matrix Operations
Exercise
Practical on Operators
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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Data Analytics
57 Learning Materials
About Course
Course Overview
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Introduction to Data Analysis
What is Data Analysis?
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Why is Data Analysis important?
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Sources of Data
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Sampling Techniques
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Data Quality Issues
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Data Management and Storage
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Introduction to Data Visualisation
Introduction to Data Visualisation
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Data Wrangling
Introduction to Data Wrangling
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Subsetting a Dataset
Subsetting a Dataset
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Selecting Columns
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Selecting - Rows
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Selecting Rows & Columns
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Slicing Columns
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Slicing Rows
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Slicing Rows and Columns
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Indexing
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Filtering
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Combining and Merging Data Sets
Database-Style Merging Datasets
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Merging on Index - Outer
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Merging on Index - Left
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Merging on Index - Right
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Concatenating Along an Axis
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Combining Data with Overlap
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Reshaping
Reshaping
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Data Transformation
Introducton for Data Transformation
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Removing Duplicates & Replacing Values
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Transforming Data Using a Function or Mapping
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Renaming Axis Indexes
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Data Discretization
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String Manipulation
String Manipulation
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Group By Operations
Introduction to Group By
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Exploring get_group
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Group by Syntax & Iterating Over Groups
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Grouping with Dicts and Series
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Grouping with Functions
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Grouping by Index Levels
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Data Aggregation
Introduction to Data Aggregation
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Syntax of Data Aggregation
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Column-wise and Multiple Function
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Returning Aggregated Data in “unindexed” Form
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Group-wise Operations and Transformations
Apply: General split-apply-combine
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Quantile and Bucket Analysis
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Filling Missing Values with Group-specific Values
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Random Sampling and Permutation
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Random Sampling and Permutation using Group By
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Group Weighted Average and Correlation
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Pivot Tables and Cross-Tabulation
Pivot Table
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Cross-Tabulation
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Data Preparation & Basic Models
Data Preparation
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Advanced Data Transformation Techniques
Linear Transformations
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Quadratic Transformations
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Non-polynomial Transformations
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Polynomial Transformations
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Rank Transformations
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Box-Cox Transformations
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Histogram
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Course Instructor
Setwin Online
107 Courses • 2628 Students
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