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Course Overview
Schedule of Classes
Course Curriculum
4 Subjects
Excel
10 Exercises • 39 Learning Materials
Excel Basics
1.How is Excel important to businesses
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2. Understanding the excel interface
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3. Basic Formatting in Excel
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4. Insertion and Deletion in Excel
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5. Data Types in Excel
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Excel Basics Quiz
Exercise
Sort and Filter
1. Applying the sort function
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2. Applying the filter function
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3. Applying the advanced filter function
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Text functions
1. Using the UPPER, LOWER and PROPER functions
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2. Using the LEFT, RIGHT and SEARCH functions
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3. Using the TRIM, CONCAT and LEN functions
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Text Functions Quiz
Exercise
Statistical functions
1. Using the MIN, MAX AVERAGE functions
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2. Finding the Standard deviations
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3. Find the percentiles of data
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4. Finding the Outliers present in data
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5. Finding the Missing values in data
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Statistical Functions Quiz
Exercise
Logical functions
1. Using the IF function
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2. Using the IF ERROR function
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3. Applying the COUNTIF function
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4. Applying the SUMIF function
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5. Applying the AVERAGEIF function
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Logical Functions Quiz
Exercise
Conditional Formatting
1. Using Colorbars for formatting
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2. Using Colorscales for formatting
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Lookup Functions
1. Applying VLOOKUP function
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Applying HLOOKUP function
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Lookup Functions Quiz
Exercise
Index and Match
Why to use Index and Match?
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Applying Index and Match
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Index and Match Function Quiz
Exercise
Pivot Tables
Making Pivot Tables
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Making Pivot Charts
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Pivot Tables Quiz
Exercise
Dashboards
Basics of Data Visualizations
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Making Charts in Excel
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Making Dashboards
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Adding Slicers in Dashbaords
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Formatting dashboards
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Dashboards Quiz
Exercise
What If Analysis
Goal Seek Analysis
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Data Tables
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Scenario Management
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What -if Analysis
Exercise
Regression
Understanding Regression
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Performing Linear Regression
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Linear Regression Quiz
Exercise
Python
8 Exercises • 69 Learning Materials
About this Course
About this Course
Variable, Data Type, Operator
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Strings
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Loops and Conditionals
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Getting Started
Why Shoul we learn Python
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Installing Python and Jupyter Notebook
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Variables and Data Types
Naming Convention for variables
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Built in Data Types and Type Casting
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Scope of Variables
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Exercise on Variables and Data Types
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Solution on Variables and Data Types
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Exercise on Scope of Variables
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Solution on Scope of Variables
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Variables and Datatypes Quiz
Exercise
Operators
Arithmetic and Assignment Operators
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Comparison, Logical, and Bitwise Operators
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Identity and Membership Operators
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Exercise on Arithmetic and Assignment Operators
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Solution on Arithmetic and Assignment Operators
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Exercise on Comparison, Logical, and Bitwise Operators
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Solution on Comparison, Logical, and Bitwise Operators
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Exercise on Identity and Membership Operators
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Solution on Identity and Membership Operators
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Operators Quiz
Exercise
Strings
String Formatting
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String Methods
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User Input
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Exercise on Strings
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Solution on Strings
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Strings Quiz
Exercise
Loops and Conditionals
If, elif, and else
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For and While
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Break and Continue
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Exercise on Loops and Conditionals
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Solution on Loops and Conditionals
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Loops and Conditionals Quiz
Exercise
Lists and Tuples
Differences between Lists and Tuples
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Operations on Lists
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Operations on Tuples
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Exercises on Lists
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Solution on Lists
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List and Tuples Quiz
Exercise
Sets and Dictionaries
Introduction to Dictionaries
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Operations on Dictionaries
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Nested Dictionaries
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Introduction to Sets
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Set Operations
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Exercises on Dictionaries
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Solution on Dictionaries
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Exercises on Sets
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Solution on Sets
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Sets and Dictionaries Quiz
Exercise
Stacks and Queues
Introduction to Stacks and Queues
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Implementing Stacks and Queues using Lists
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Implementing Stacks and Queues using Deque
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Exercises on Stacks and Queues
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Solution on Stacks and Queues
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Stacks and Queues Quiz
Exercise
Searching, Sorting, and Time Complexity
Time Complexity
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Linear Search
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Binary Search
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Bubble Sort
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Insertion and Selection Sort
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Merge Sort
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Exercise on Searching and Sorting
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Solution on Searching and Sorting
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Exercise on Time Complexity
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Solution on Time Complexity
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Searching, sorting, time complexity Quiz
Exercise
Resources
Lists and Tuples
ZIP
Sets and Dictionaries – Materials
ZIP
Stacks and Queues – Materials
ZIP
Variables
ZIP
Data-Types
ZIP
Operators
ZIP
Strings
ZIP
Loops-and-Conditionals
ZIP
SQL
7 Exercises • 54 Learning Materials
Getting Started
Introduction to SQL
External Link
Build your first SQL query
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Basic SQL queries Part - 1
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Basic SQL queries Part - 2
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Brain Buster Exercise
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Brain Buster Solution
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Getting started Quiz
Exercise
Installation and Set up
Installation
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Interface walkthrough
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Creating Required Databases
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Introduction to DQL
Type of SQL Commands
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The SELECT Command
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Numerical Functions
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String Functions
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Exercises on String Functions
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The Having Clause
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Filtering using the Like Operator
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Introduction to DQL
Exercise
Introduction to DDL and DML
Numerical Datatypes
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String Datatypes
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Constraints
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Creating Databases and Tables
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Alter, Drop, and Truncate Lesson pageSettings
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Insert, Update, and Delete
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Introduction to DDL and DML Quiz
Exercise
Joins, Sub Queries, & Set Operations
Foreign Key
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Joins
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Left, Right, and Outer Join
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Compound Joins, and Multiple Joins
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Star Schema
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Sub Queries Part 1
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Sub Queries Part 2
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Joins, Subqueries, & Set Operations Quiz
Exercise
Accessing Databases using Python
Connecting MySQL through Python
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Loading Tables into a Pandas DataFrame
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Accessing Database using Python Quiz
Exercise
Introduction to Big Query
What is Big query
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How Big query works
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Getting started with GCP and Big Query
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Importing Dataset and Executing your first Big query
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Visualizing using Data Studio
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BI Engine
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SQL exercise on Big query
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Introduction to big query Quiz
Exercise
Big Query for Data Analysis
Use of Big query in Data Analysis
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Exploring Big query dataset on Kaggle kernel
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Connecting Big query to Tableau Desktop for Visualizations
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Data Analysis project - Part 1 (Introduction and Setting up Problem statement)
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Data Analysis project - Part 2 (Exercises and Solutions)
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Data warehouse
What is Data warehouse
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Properties of modern Data warehouse
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Alternatives to Big query
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Data warehouse Quiz
Exercise
Resources
Installation and Set up
ZIP
Introduction to DQL
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Course PPTs
ZIP
Course PPTs
ZIP
Introduction to DDL and DML
ZIP
Joins, Sub queries and set operations
ZIP
Accessing Databases using Python
ZIP
Course PPTs
ZIP
Statistics and Hypothesis Testing
54 Learning Materials
Resources
Statistics and Probability - Materials
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Hypothesis Testing Material
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Introduction to Statistics
Why you should learn Statistics and Probability
External Link
Walking through the course Content
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Introduction to Probability
Applications of Probability in Real Life
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Basic Probability
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Conditional Probability
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Bayes' Theorem
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Set Theory
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Permutations and Combinations
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Quiz on Probability
Quiz Solution on Probability
External Link
Descriptive Statistics
Types of Data
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Measures of Central Tendency
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Measures of Spread
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Measures of Dependence
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Quiz on Descriptive Statistics
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Quiz Solution on Descriptive Statistics
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Statistical Distributions
Continuous vs Discrete Distributions
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Introduction to Normal Distribution
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Concept of Skewness
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Using QQ Plots to check Normal Distribution
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Quiz on Statistical Distributions
Quiz Solution on Statistical Distributions
External Link
Inferential Statistics
Sample Mean and Population Mean
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Central Limit Theorem
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Bias and Variance
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Maximum Likelihood Estimation
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Confidence Intervals
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Quiz on Inferential Statistics
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Quiz Solution on Inferential Statistics
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Introduction to Hypothesis Testing
What is Hypothesis Testing
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Null Hypothesis and Alternate Hypothesis
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Types of Error
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P-Value and Level of Significance
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Quiz on Hypothesis Testing
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Quiz Solution on Hypothesis Testing
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Student's T Test
One Sampled T Test
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Two Sampled T Test
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Paired Sampled T Test
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Quiz on Student's T Test
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Quiz Solution on Student's T Test
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Z Test
One Sampled Z Test
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Two Sampled Z Test
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Quiz on Z Test
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Quiz Solution on Z Test
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ANOVA Test
One Sampled ANOVA Test
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Two Sampled ANOVA Test
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Quiz on ANOVA Test
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Quiz Solution on ANOVA Test
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Chi Squared Test
Goodness of Fit Test
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Test of Independence
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Quiz on Chi Squared Test
Quiz Solution on Chi Squared Test
External Link
Course Instructor
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SkillArbitrage
201 Courses • 240454 Students
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