Courses/AI & Data

Data Analytics Foundations

A complete end-to-end path to becoming a Data Analyst. From Excel to SQL to Python.

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What you'll learn

Core Concepts
Real-world application
Best Practices
Industry Standards

Syllabus

Module 1: Introduction to Data Analytics

1.1

What is Data Analytics

Start

1.2

Types of Data

Start

1.3

Analytics vs Data Science

Start

1.4

Role of a Data Analyst

Start

1.5

Analytics Lifecycle

Start

Module 2: Data Collection & Sources

2.1

Data Sources

Start

2.2

Databases

Start

2.3

APIs (Conceptual)

Start

2.4

Web Data

Start

2.5

Data Ethics & Privacy

Start

Module 3: Data Cleaning & Preparation

3.1

Dirty Data Problems

Start

3.2

Handling Missing Values

Start

3.3

Removing Duplicates

Start

3.4

Data Normalization

Start

3.5

Data Validation Rules

Start

Module 4: Excel for Data Analysis

4.1

Excel Interface Overview

Start

4.2

Data Formatting

Start

4.3

Sorting & Filtering

Start

4.4

Functions (VLOOKUP, IF)

Start

4.5

Pivot Tables

Start

4.6

Charts & Dashboards

Start

Module 5: SQL Fundamentals

5.1

What is SQL

Start

5.2

Databases & Tables

Start

5.3

SELECT Statement

Start

5.4

WHERE Clause

Start

5.5

ORDER BY

Start

5.6

Aggregate Functions

Start

5.7

GROUP BY

Start

5.8

JOINS

Start

5.9

Subqueries

Start

Module 6: Python for Data Analysis

6.1

Python Basics

Start

6.2

Data Types

Start

6.3

Control Flow

Start

6.4

Intro to NumPy

Start

6.5

Intro to Pandas

Start

6.6

DataFrames

Start

6.7

Pandas Cleaning

Start

Module 7: Data Visualization

7.1

Principles of Viz

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7.2

Chart Types

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7.3

Matplotlib Basics

Start

7.4

Seaborn

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7.5

Dashboard Design

Start

7.6

Storytelling

Start

Module 8: Statistics for Analytics

8.1

Mean, Median, Mode

Start

8.2

Variance & Std Dev

Start

8.3

Probability

Start

8.4

Correlation vs Causation

Start

8.5

Hypothesis Testing

Start

Module 9: Case Studies

9.1

Sales Analysis

Start

9.2

Customer Churn

Start

9.3

Marketing Campaign

Start

Test

Final Certification Exam

Unlock Certificate

Course Info

Duration

15 Hours

Level

Beginner

Lessons

51 items