Data Analytics with AI – Course Curriculum

What is Data Analytics?

Data Analytics is the process of collecting, organizing, transforming, and analyzing data to uncover meaningful insights that help businesses make smarter decisions.

Simply put,

“Data Analytics transforms raw data into valuable business insights.”

Tools Covered in this Course

Throughout this AI Powered Data Analytics program, you’ll gain practical experience using industry-leading tools, including:

• Microsoft SQL Server
• Power BI
• Python
• Advanced Microsoft Excel
• Tableau
• Microsoft Fabric
• ChatGPT & AI Tools
• GitHub Copilot
• Microsoft Copilot

Who Can Join?

This course is designed for:

• Fresh Graduates
• Final Year Students
• Working Professionals
• Career Switchers
• Business Analysts
• Software Professionals
• Anyone interested in Data Analytics and Business Intelligence

Microsoft SQL Server (SQL & T-SQL)

Overview

Microsoft SQL Server is one of the world’s leading Relational Database Management Systems (RDBMS). In this module, you’ll learn how to store, retrieve, manage, and analyze business data using SQL and T-SQL while building a strong foundation in database management.

Topics Covered

• Database Fundamentals
• SQL Server Introduction
• SQL Commands
• Constraints
• Clauses
• Aggregate Functions
• String Functions
• Date Functions
• NULL Functions
• Window Functions
• SQL Joins
• Set Operators
• Loops & Iterative Statements
• CTEs
• Sub Queries
• Views
• T-SQL Programming
• Stored Procedures
• User Defined Functions (UDF)
• Triggers
• Indexing
• Query Optimization
• Database Normalization
• Data Warehouse Concepts

Power BI Desktop & Microsoft Fabric

Overview

Learn to build interactive dashboards and powerful business reports using Microsoft Power BI and Microsoft Fabric. This module focuses on transforming raw data into business intelligence through modern visualization and reporting techniques.

Topics Covered

Power BI Desktop

• Introduction to Power BI
• Components of Power BI
• Power BI Building Blocks
• Data Connectivity Modes
• Report Views
• Power Query Editor
• ETL Operations
• Query Transformation
• Data Modeling
• Semantic Models
• Relationships
• Cardinality
• Cross Filter Direction

DAX (Data Analysis Expressions)

• DAX Fundamentals
• Row Context
• Filter Context
• Context Transition
• Aggregate Functions
• Text Functions
• Date Functions
• Logical Functions
• Time Intelligence
• Information Functions
• Relationship Functions
• Table Functions
• Window Functions
• DAX Query View

Dashboard Development

• Charts
• Maps
• KPI Visuals
• Tables
• Matrix
• Slicers
• AI Visuals
• Report Optimization
• Incremental Refresh
• Row Level Security (RLS)

Microsoft Fabric

• Microsoft Fabric Overview
• Lakehouse
• Warehouse
• Semantic Models
• Collaboration
• Data Gateway
• Schedule Refresh
• Fabric Workspace
• Content Sharing

Business Storytelling

• Data Storytelling
• Business Communication
• Dashboard Presentation
• AI Assisted Reporting

Python for Data Analytics

Overview

Master Python programming for modern Data Analytics by learning data processing, automation, visualization, statistical analysis, and Exploratory Data Analysis (EDA).

Topics Covered

Python Fundamentals

• Variables
• Data Types
• Operators
• Conditional Statements
• Loops
• Functions
• Data Structures
• Object-Oriented Programming
• Exception Handling
• File Handling

Python Libraries

• NumPy
• Pandas
• Matplotlib
• Plotly
• Tkinter

Exploratory Data Analysis (EDA)

• Data Cleaning
• Univariate Analysis
• Bivariate Analysis
• Multivariate Analysis
• Correlation Analysis
• Data Quality Checks

Statistics

• Descriptive Statistics
• Probability
• Sampling
• Distributions
• Hypothesis Testing
• Regression
• Business Analytics

Advanced Microsoft Excel

Overview

Learn Advanced Excel techniques used by Data Analysts for cleaning, analyzing, reporting, and dashboard creation.

Topics Covered

• Excel Fundamentals
• Data Cleaning
• Formula Writing
• Relative & Absolute References
• Text Functions
• Date Functions
• Lookup Functions
• Logical Functions
• Statistical Functions
• Conditional Formatting
• Pivot Tables
• Pivot Charts
• Power Query
• Power Pivot
• Dashboard Design
• Data Visualization

Tableau for Data Analytics

Overview

Create interactive dashboards and visual reports using Tableau to present business insights effectively.

Topics Covered

• Tableau Introduction
• Tableau Architecture
• Tableau Interface
• Tableau Products
• Data Connections
• Calculated Fields
• Filters
• Data Visualization
• Dashboard Development
• Dashboard Actions
• Data Blending

AI in Data Analytics

Overview

Discover how Artificial Intelligence is transforming Data Analytics by automating repetitive tasks, generating insights, improving productivity, and accelerating business reporting.

Topics Covered

• Introduction to Generative AI
• AI for Data Analysts
• Prompt Engineering
• AI Output Validation
• Data Privacy & Governance
• ChatGPT for Analytics
• Claude AI
• GitHub Copilot
• Microsoft Copilot
• AI-Powered SQL
• AI-Powered Python
• AI-Powered Dashboards
• AI Reporting
• AI Data Cleaning
• AI Data Transformation
• AI Data Visualization
• AI Business Insights

Real-World AI Use Cases

• Retail Product Recommendations
• E-Commerce Personalization
• Banking Analytics
• Healthcare Predictions
• Customer Behavior Analysis
• Business Intelligence Automation

Capstone Projects

Build your portfolio by working on real-world projects, including:

• Retail Sales Analytics
• Customer Insights Dashboard
• Banking Loan Risk Analysis
• Telecom Customer Churn Prediction
• Social Media Sentiment Analysis
• E-Commerce Sales Dashboard
• Healthcare Analytics
• Weather Forecasting
• End-to-End Business Intelligence Project

Real-World Data Analytics Workflow

Understand and implement the complete analytics lifecycle followed by leading organizations.

Workflow

• Business Problem Understanding
• Data Collection
• SQL Data Extraction
• Data Cleaning
• Data Transformation
• Data Modeling
• Data Visualization
• Insight Generation
• Dashboard Development
• Business Presentation
• Stakeholder Communication

Why Choose SIRI AI TECH HUB?

At SIRI AI TECH HUB, we deliver industry-focused Data Analytics training with real-time projects, expert mentorship, AI-powered learning, live case studies, resume preparation, mock interviews, certification guidance, and placement assistance. Our practical approach ensures you gain hands-on experience with the latest analytics tools and become job-ready for today’s data-driven industry. Whether you’re a fresher or a working professional, our course is designed to help you build a successful career as a Data Analyst or Business Intelligence Professional.