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Data Analytics Masterclass Curriculum

Introduction to Data Analytics

MS–Excel (Basic to Advance)

• Referencing, Named ranges,Uses,Arithemetic Functions

• Logical functions

• VLookup, Hlookup, Index, Match

• Advanced functions

• Date and Text Functions

• Data cleaning, Data type identification, Remove Duplicates, Formatting and Filtering

• Data Visualization: Conditional Formatting, Charts

• Data Summarization: Pivot Report and Charts

• Data Summarization: Dashboard Creation, Tips and Tricks

• Connecting to Data: Power Query, Pivot, Power Pivot within Excel

MYSQL

Introduction to Mysql

• Introduction to Databases

• Introduction to RDBMS

• Different types of RDBMS

• Software Installation(MySQL Workbench)

SQL Commands and Data Types

• Types of SQL Commands (DDL,DML,DQL,DCL,TCL) and their applications

• Data Types in SQL (Numeric, Char, Datetime)

DQL, Operators & Subqueries

• SELECT, LIMIT, DISTINCT, WHERE, AND, OR, IN, NOT IN, BETWEEN, EXIST, ISNULL, IS NOT NULL, ORDER BY

Group Operations & Aggregate Functions

• Group By, Having Clause, COUNT, SUM, AVG, MIN, MAX

• String Functions

• Date & Time Function

Joins

• INNER, LEFT, RIGHT, CROSS

• Self Joins

• Full outer join with UNION and UNION ALL

Window Functions & Advanced Queries

• RANK, DENSE_RANK, ROW_NUMBER, LAG, LEAD, PARTITION BY

• Common Table Expressions (CTEs)

• CASE WHEN

• Views

• Functions

• Stored Procedures

DDL

• Create, Drop, Alter, Rename, Truncate

DML

• Insert, Update, Delete

TABLEAU

Introduction to Tableau

• Tableau File Extensions

• Data Types, Dimensions, Measures, Aggregation concept

• Tableau Desktop Installation

• Data Source Overview

• Live Vs Extract

Basic Charts & Formatting

• Overview of worksheet sections

• Bar Chart, Stacked Bar Chart

• Text Table, Highlight Table

• Formatting: Remove grid lines, hiding the axes, conversion of numbers to thousands, millions, Shading, Row divider, Column divider

Filters

• Types of Filters

• Extract, Data Source, Context, Dimension, Measure, Quick Filters

• Order of operation of filters

Calculations

• Examples of Basic Calculations: Aggregate functions

• Level of Detail

• Table Calculations

Data Combining Techniques

• Combining

• Joins, Relationships, Blending & Union

Charts

• Different type of charts

• Combined Axis

Calculated Fields & Parameters

• Creating Calculated Fields

• What are Parameters ? Purpose and examples

Analytics & Dashboard

• Overview of Dashboard: Tiled Vs Floating

• Dashboard creation with formatting

• Publishing your Dashboard on Tableau Public

POWER BI

Power BI Introduction and Installation

• Understanding Power BI Background

• Installation of Power BI and check list for installation

Data Type and Load

• Loading data from multiple sources

• Data type and the type of default chart on drag drop.

Power BI Visualization

• Understanding Column Chart

• Understanding Line Chart

• Conditional formatting

Power Query Editor

• Loading data from folder

• Understanding Power Query in detail

• Promote header, Split to limiter, Add columns, append, merge queries etc.

Modelling with Power BI

• Loading multiple data from different format

• Understanding modelling (How to create relationship)

• Connection type, Data cardinality, Filter direction

• Making dashboard using new loaded data

Power Query Editor Filter Data

• Power Query Custom Column & Conditional Column

• Manage Parameter

• Introduction to Filter and types of filter

• Trend analysis, Future forecast

Customize the data in Power BI

• Understanding Tool tip with information

• Use and understanding of Drill Down

• Visual interaction and customisation of visual interaction

• Drill through function and usage

• Button triggers

• Bookmark and different use and implementation

• Navigation buttons

Dax Expressions

• Introduction to DAX

• Table Dax, Calculated column, DAX measure and difference

• Calculated Column

• Related, Lookup value, switch, Datedif, Rankx, Date functions

• Dax Measure and Quick Measure

Publishing Your Dashboards

• Introduction to Power BI Service

• Collaboration using Power BI

• Creating Dashboards using Power BI Cloud/Service

• Publishing Your Dashboard

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