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Course Overview
Schedule of Classes
Course Curriculum
4 Subjects
Excel
10 Exercises • 40 Learning Materials
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Updated Job Posts in the Market
Excel Basics
1.How is Excel important to businesses
External Link
2. Understanding the excel interface
External Link
3. Basic Formatting in Excel
External Link
4. Insertion and Deletion in Excel
External Link
5. Data Types in Excel
External Link
Excel Basics Quiz
Exercise
Sort and Filter
1. Applying the sort function
External Link
2. Applying the filter function
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3. Applying the advanced filter function
External Link
Text functions
1. Using the UPPER, LOWER and PROPER functions
External Link
2. Using the LEFT, RIGHT and SEARCH functions
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3. Using the TRIM, CONCAT and LEN functions
External Link
Text Functions Quiz
Exercise
Statistical functions
1. Using the MIN, MAX AVERAGE functions
External Link
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
External Link
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
External Link
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
External Link
Index and Match Function Quiz
Exercise
Pivot Tables
Making Pivot Tables
External Link
Making Pivot Charts
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Pivot Tables Quiz
Exercise
Dashboards
Basics of Data Visualizations
External Link
Making Charts in Excel
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Making Dashboards
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Adding Slicers in Dashbaords
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Formatting dashboards
External Link
Dashboards Quiz
Exercise
What If Analysis
Goal Seek Analysis
External Link
Data Tables
External Link
Scenario Management
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What -if Analysis
Exercise
Regression
Understanding Regression
External Link
Performing Linear Regression
External Link
Linear Regression Quiz
Exercise
Python
8 Exercises • 69 Learning Materials
About this Course
About this Course
Variable, Data Type, Operator
ZIP
Strings
ZIP
Loops and Conditionals
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Getting Started
Why Shoul we learn Python
External Link
Installing Python and Jupyter Notebook
External Link
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
External Link
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
External Link
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
External Link
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
External Link
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
External Link
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
External Link
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
External Link
Insert, Update, and Delete
External Link
Introduction to DDL and DML Quiz
Exercise
Joins, Sub Queries, & Set Operations
Foreign Key
External Link
Joins
External Link
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
External Link
Loading Tables into a Pandas DataFrame
External Link
Accessing Database using Python Quiz
Exercise
Introduction to Big Query
What is Big query
External Link
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
External Link
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)
External Link
Data Analysis project - Part 2 (Exercises and Solutions)
External Link
Data warehouse
What is Data warehouse
External Link
Properties of modern Data warehouse
External Link
Alternatives to Big query
External Link
Data warehouse Quiz
Exercise
Resources
Installation and Set up
ZIP
Introduction to DQL
ZIP
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
53 Learning Materials
Resources
Statistics and Probability - Materials
ZIP
Hypothesis Testing Material
ZIP
Introduction to Statistics
Why you should learn Statistics and Probability
External Link
Walking through the course Content
External Link
Introduction to Probability
Applications of Probability in Real Life- Part 1
External Link
Application of probability in real life Part-2
Video
00:13:19
Basic Probability
Video
00:14:10
Conditional Probability
Video
00:14:10
Bayes' Theorem
Video
00:16:19
Set Theory
Video
00:10:16
Permutations and Combinations
Video
00:13:17
Descriptive Statistics
Types of Data
External Link
Measures of Central Tendency
External Link
Measures of Spread
External Link
Measures of Dependence
External Link
Quiz on Descriptive Statistics
External Link
Quiz Solution on Descriptive Statistics
External Link
Statistical Distributions
Continuous vs Discrete Distributions
External Link
Introduction to Normal Distribution
External Link
Concept of Skewness
External Link
Using QQ Plots to check Normal Distribution
External Link
Quiz on Statistical Distributions
Quiz Solution on Statistical Distributions
External Link
Inferential Statistics
Sample Mean and Population Mean
External Link
Central Limit Theorem
External Link
Bias and Variance
External Link
Maximum Likelihood Estimation
External Link
Confidence Intervals
External Link
Quiz on Inferential Statistics
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Quiz Solution on Inferential Statistics
External Link
Introduction to Hypothesis Testing
What is Hypothesis Testing
External Link
Null Hypothesis and Alternate Hypothesis
External Link
Types of Error
External Link
P-Value and Level of Significance
External Link
Quiz on Hypothesis Testing
External Link
Quiz Solution on Hypothesis Testing
External Link
Student's T Test
One Sampled T Test
External Link
Two Sampled T Test
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Paired Sampled T Test
External Link
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
External Link
Two Sampled Z Test
External Link
Quiz on Z Test
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Quiz Solution on Z Test
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ANOVA Test
One Sampled ANOVA Test
External Link
Two Sampled ANOVA Test
External Link
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
External Link
Quiz on Chi Squared Test
Quiz Solution on Chi Squared Test
External Link
Course Instructor
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SkillArbitrage
242 Courses • 4623 Students
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