DATA ANALYSIS
Introduction
Data analyst Vs Data scientist
Overview of Big data
FUNDAMENTALS OF STATISTICS
Sample
Population
Random varibales
Mean
Median
Mode
Probability
Bayes theorem
Chi Square test
F test
T test
Z test
Normal Distribution
Normal Variates
Bi-nominal theorem
FUNDAMENTALS OF SQL
Basics of DBMS
Codd rules
Types of DBMS
ER Diagrams
ERD to Tables
Relational DBMS (RDBMS)
Introduction to SQL
In-built functions
User created Functions
Constraints
Views
Joins
Sub Queries
Operators
Expressions
DATA ANALYSI WITH EXCEL
Working with Excel tables
Importing data into excel
Data cleaning
Functions
Database functions
Pivot tables
Pivot charts
Graphs
Statistical Functions in Excel
Applying statitcs to data using...
DATA ANALYSIS
Introduction
Data analyst Vs Data scientist
Overview of Big data
FUNDAMENTALS OF STATISTICS
Sample
Population
Random varibales
Mean
Median
Mode
Probability
Bayes theorem
Chi Square test
F test
T test
Z test
Normal Distribution
Normal Variates
Bi-nominal theorem
FUNDAMENTALS OF SQL
Basics of DBMS
Codd rules
Types of DBMS
ER Diagrams
ERD to Tables
Relational DBMS (RDBMS)
Introduction to SQL
In-built functions
User created Functions
Constraints
Views
Joins
Sub Queries
Operators
Expressions
DATA ANALYSI WITH EXCEL
Working with Excel tables
Importing data into excel
Data cleaning
Functions
Database functions
Pivot tables
Pivot charts
Graphs
Statistical Functions in Excel
Applying statitcs to data using Excel
DATA ANALYSIS WITH PYTHON
Introducing Data Analysis and Libraries
NumPy Arrays and Vectorized Computation
Data Analysis with Pandas
Data Visualization
Time Series
Interacting with Databases
Data Analysis Application Examples
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