Data Analytics - 2026 JOB READY EDITION | Scratch To Advanced (Free Complete Course)

Data Analytics Full Course 2026 New Edition From Scratch To Advanced.

All Following Topics Will Be Covered In Upcoming Series :

🔥 Python Basics for Data Analytics

Introduction to Python & Data Analytics

Python Installation on Windows

Python IDE (PyCharm)

First Python Program

Comments, Variables, Datatypes, User Input

Type Casting, Subtypes & Problem Solving

Operators & Operands

Conditional Statements (if–else)

🔁 Python – Loops and Lists

Introduction to Loops

For Loop & While Loop

Nested Loops

Loops with Conditional Statements

Break & Continue Statements

Loops – Problem Solving

Introduction to Lists

List Slicing, Iteration & Functions

List Comprehension & Problem Solving

📦 Tuples, Dictionaries & Sets

Introduction to Tuples

Tuple Slicing, Iteration & Functions

Tuple Problem Solving

Introduction to Dictionaries

Dictionary Iteration & Functions

Nested Dictionaries

Dictionary Problem Solving

Introduction to Sets

Set Methods & Problem Solving

🧩 Python Functions and Modules

Introduction to Functions

Parameters, Arguments & Return Statement

Recursion

Lambda Functions

Local & Global Variables

Functions – Problem Solving

Introduction to Modules

In-built Python Modules

Creating Custom Modules

Random Module Project

🔢 NumPy – Data Manipulation

Introduction to NumPy

Jupyter Notebook Installation

NumPy Array Creation

Indexing & Slicing

Mathematical Operations on Arrays

Combining & Splitting Arrays

Search, Sort & Filter Arrays

Aggregation Functions

Statistical Functions

🐼 Pandas for Data Analysis

Introduction to Pandas

DataFrame Creation & Data Exploration

Handling Duplicate Values

Handling Missing Data

Column Transformation

GroupBy Operations

Merge, Concatenate & Join

Pivoting & Melting DataFrames

📊 Data Visualization – Matplotlib & Seaborn

Introduction to Matplotlib

Bar, Line, Scatter & Pie Charts

Box, Histogram, Violin & Stem Plots

Stack Plot & Step Chart

Legends & Subplots

Saving Charts

Introduction to Seaborn

Data Visualization using Seaborn

Seaborn Project

🗄️ MySQL for Data Analytics

Introduction to MySQL

Installation & Data Import

SELECT Query & WHERE Clause

AND, OR, NOT & LIKE Operators

ORDER BY, LIMIT, BETWEEN

IN & NOT IN Operators

String Functions

Data Aggregation & Numeric Functions

Date Functions & CASE Operator

GROUP BY & HAVING Clause

Joins, Set Operators & Subqueries

Views & Stored Procedures

Window Functions

📈 Excel for Data Analytics

Introduction to MS Excel

Basic Excel Functions

Data Validation

Data Connectors

Conditional Formatting

Sorting & Filtering Data

Handling Null & Duplicate Values

Text Functions & Whitespace Trimming

IF, AND, OR Functions

Date & Time Functions

COUNTIF, SUMIF & XLOOKUP

Power Query – Data Cleaning

Dashboard Creation

Excel Project (myExcel)

📊 Power BI Essentials

Introduction to Power BI

Power BI Desktop Installation

Data Connectors & Transformations

Formatting Tools

Pivoting & Unpivoting Data

Conditional Columns

Merge Queries

Data Model & Relationships

Introduction to DAX

Calculated Columns & Measures

Important DAX Functions

Visualizations & Filters

Report Creation

Custom Visuals

Mobile vs Desktop Report Design

Publishing Reports to Power BI Service

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