DATA ANALYTICS WITH GEN AI – COMBO PROGRAM

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The Data Analytics with GenAI – Combo Program is designed for learners who want to combine data analytics skills with the power of Generative AI. The training covers data analysis, data visualization, reporting, business intelligence, prompt engineering, AI-powered insights, and the use of GenAI tools for data-driven decision-making. Through hands-on projects and real-world business scenarios, students learn how to analyze data more efficiently and generate meaningful insights using modern AI technologies. As organizations increasingly adopt AI-powered analytics, this course is ideal for data analysts, business analysts, students, working professionals, and anyone looking to build a future-ready career in data and AI.

Duration of Training : 100 Hours
Batch type : Weekdays/Weekends
Mode of Training : Classroom/Online/Corporate Training
Detailed Syllabus : Excel + SQL + Python + Power BI + Generative AI +
Agentic AI With Projects, Assignments & Real-Time Job-Oriented Scenarios

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Overview

The Syllabus

Curriculum Designed by Experts

Module 1: Business Analytics & Data Analytics Fundamentals

Topics

Introduction to Data Analytics

• Data Analytics Lifecycle
• Types of Analytics
o Descriptive Analytics
o Diagnostic Analytics
o Predictive Analytics
o Prescriptive Analytics
• Analytics Maturity Models
• Data-Driven Decision Making

Business Understanding

• Business KPIs
• Revenue Analysis
• Customer Analytics
• Financial Analytics
• Marketing Analytics
• HR Analytics

Assignment

• Analyze KPIs of an E-Commerce Company

Job Scenario

• Management requests monthly business performance analysis

Module 2: Advanced Excel For Data Analytics

Topics

Excel Foundations

• Data Types
• Formatting
• Conditional Formatting
• Data Validation
• Named Ranges

Advanced Functions

• IF, Nested IF
• AND, OR
• SUMIF, COUNTIF
• VLOOKUP
• HLOOKUP
• INDEX + MATCH
• XLOOKUP
• TEXT Functions
• DATE Functions

Data Analysis

• Sorting
• Filtering
• Advanced Filters
• Pivot Tables
• Pivot Charts
• What-If Analysis
• Scenario Manager
• Goal Seek

Power Query

• ETL Concepts
• Merge Queries
• Append Queries
• Data Transformation

Dashboard Development

• KPI Reporting
• Executive Dashboards
• Dynamic Charts

Projects

Sales Analytics Dashboard

• Revenue Trends
• Regional Analysis
• Product Analysis

HR Dashboard

• Attrition Analysis
• Employee Performance

Assignments

• Customer Data Cleanup
• Revenue Analysis
• Automated KPI Reporting

Job-Oriented Scenarios

• Monthly Sales Reporting
• Financial Dashboard Creation
• Business KPI Reporting

Module 3: Sql For Data Analytics

Topics

SQL Fundamentals

• Database Concepts
• Tables
• Constraints
• Data Types

Querying Data

• SELECT
• WHERE
• ORDER BY
• GROUP BY
• HAVING

Joins

• INNER JOIN
• LEFT JOIN
• RIGHT JOIN
• FULL JOIN
• SELF JOIN

Advanced SQL

• Subqueries
• Correlated Queries
• Window Functions
• Ranking Functions
• CTEs
• Views
• Stored Procedures

Business Analytics Queries

• Revenue Analysis
• Customer Segmentation
• Product Analysis
• Inventory Analysis

Projects

Retail Analytics Database

• Sales Analytics
• Customer Insights

Banking Analytics Project

• Customer Transactions
• Revenue Analytics

Assignments

• 100 Business SQL Queries
• Customer Segmentation
• Revenue Analysis

Job-Oriented Scenarios

• Find Top Customers
• Revenue Trend Analysis
• Product Performance Reporting

Module 4: Python For Data Analytics

Topics

Python Fundamentals

• Variables
• Loops
• Functions
• OOP Basics

NumPy

• Arrays
• Mathematical Operations
• Statistical Analysis

Pandas

• DataFrames
• Data Cleaning
• Missing Value Handling
• Data Transformation
• Grouping
• Aggregations

Exploratory Data Analysis

• Statistical Analysis
• Correlation Analysis
• Trend Analysis
• Feature Engineering

Data Visualization

• Matplotlib
• Seaborn
• Plotly

Automation

• APIs
• Data Collection
• Report Automation

Projects

Customer Segmentation System

Sales Analytics System

Financial Data Analysis Platform

Assignments

• EDA Exercises
• Data Cleaning Projects
• Visualization Tasks

Job-Oriented Scenarios

• Customer Behavior Analysis
• Revenue Trend Analysis
• Automated Reporting

Module 5: Power BI

Topics

Data Connection

• Excel
• SQL Server
• APIs
• Cloud Sources

Power Query

• Data Cleaning
• Data Transformation

Data Modeling

• Fact Tables
• Dimension Tables
• Star Schema
• Snowflake Schema

DAX

• Measures
• Calculated Columns
• Time Intelligence
• KPI Calculations

Dashboard Design

• Interactive Dashboards
• Drill Through
• Drill Down
• Bookmarks
• Tooltips

Power BI Service

• Publishing
• Security
• Workspaces
• Scheduled Refresh

Projects

Executive Dashboard

CFO Dashboard

HR Analytics
Dashboard

Supply Chain Dashboard

Assignments

• DAX Calculations
• Data Modeling
• Dashboard Design

Job-Oriented Scenarios

• CXO Reporting
• Financial Analytics
• KPI Monitoring

Module 6: Generative AI Fundamentals

Topics

AI Fundamentals

• AI vs ML vs Deep Learning
• Large Language Models
• Transformers
• Generative AI Landscape

Leading Models

• ChatGPT
• Gemini
• Claude
• Llama
• Mistral

Enterprise AI Use Cases

• Analytics
• Reporting
• Customer Support
• Business Intelligence

Assignments

• AI Use Case Mapping

Job-Oriented Scenarios

• AI Adoption Strategy

Module 7: Prompt Engineering For Data Analysts

Topics

Prompt Engineering Fundamentals

• Zero-Shot Prompting
• Few-Shot Prompting
• Chain-of-Thought
• Role-Based Prompting

Analytics Prompting

• SQL Generation
• Dashboard Generation
• KPI Analysis
• Data Interpretation

Reporting Prompts

• Business Reports
• Executive Summaries
• Data Storytelling

Projects

AI Reporting Assistant

Assignments

• Create 100 Analytics Prompts

Job-Oriented Scenarios

• Weekly Executive Reporting

Module 8: AI For Excel, Sql & Power Bi

Topics

AI in Excel

• Formula Generation
• Data Cleanup
• Insights Generation

AI in SQL

• Query Writing
• Query Optimization
• Data Exploration

AI in Power BI
• Copilot Features
• Dashboard Narratives
• KPI Explanations

Projects

AI-Powered Dashboard Generator

Assignments

• AI-Based KPI Analysis

Job-Oriented Scenarios

• Automated Reporting Systems

Module 9: Python + Gen AI Integration

Topics

OpenAI APIs

• API Integration
• Prompt Automation
• Data Summarization

AI Analytics Automation

• Report Generation
• Insight Extraction
• Business Narratives

LangChain Fundamentals

• Chains
• Prompt Templates
• Memory

Projects

AI Business Analyst Assistant

Automated Reporting Engine

Assignments

• AI Summary Generator

Job-Oriented Scenarios

• Automated Executive Reports

Module 10: Rag For Analytics

Topics

RAG Architecture

• Embeddings
• Vector Databases
• Retrieval Systems

Enterprise Knowledge Systems

• Analytics Knowledge Base
• Document Search

Vector Databases
• ChromaDB
• Pinecone
• FAISS

Projects

Enterprise Analytics Chatbot

KPI Knowledge Assistant

Assignments

• Company Analytics Knowledge Base

Job-Oriented Scenarios

• Executive Data Query Assistant

Module 11: Agentic AI For Data Analytics

Topics

AI Agents

• Agent Architecture
• Agent Workflows
• Autonomous Analytics

Multi-Agent Systems

• Data Collection Agent
• Reporting Agent
• KPI Agent
• Dashboard Agent

Workflow Automation

• Automated Decision Support
• Continuous Monitoring

Projects

AI Data Analyst Agent

AI Business Intelligence Agent

Assignments

• Build Autonomous KPI Monitoring Agent

Job-Oriented Scenarios

• AI-Based Business Review Meetings

Module 12: Capstone Projects

Project 1
Enterprise Sales Analytics Platform
• Excel
• SQL
• Python
• Power BI
• GenAI

Project 2
Customer Churn Analytics with AI Insights

Project 3
Retail Business Intelligence System

Project 4
Banking Analytics & Fraud Detection Dashboard

Project 5
Financial Analytics Copilot

Project 6
HR Analytics & Workforce Intelligence Platform

Project 7
AI-Powered Executive Reporting System

Project 8
Enterprise Analytics Knowledge Assistant (RAG)

Project 9
AI-Powered Data Analyst Agent

Project 10
End-to-End Data Analytics & Business Intelligence Platform

Interview Preparation

Excel
• 200+ Questions

SQL
• 300+ Questions

Python
• 250+ Questions

Power BI
• 300+ Questions

GenAI
• 200+ Questions

Prompt Engineering
• 100+ Questions

Agentic AI
• 100+ Questions

Mock Interviews
• Data Analyst
• Business Analyst
• Power BI Developer
• Reporting Analyst
• Analytics Consultant
• AI-Powered Data Analyst

Job Roles Covered

• Data Analyst
• Senior Data Analyst
• Business Analyst
• Reporting Analyst
• Power BI Developer
• BI Developer
• Analytics Consultant
• Data Analytics Engineer
• AI-Powered Data Analyst
• GenAI Analytics Specialist
• Business Intelligence Consultant
• Analytics Product Analyst

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Why Radical Technologies

Live Online Training

Highly practical oriented training

Installation of Software On your System

24/7 Email and Phone Support

100% Placement Assistance until you get placed

Global Certification Preparation

Trainer Student Interactive Portal

Assignments and Projects Guided by Mentors

And Many More Features

Course completion certificate and Global Certifications are part of our all Master Program

Live Classroom Training

Weekend / Weekdays / Morning / Evening Batches

80:20 Practical and Theory Ratio

Real-life Case Studies

Easy Coverup if you missed any sessions

PSI | Kryterion | Redhat Test Centers

Life Time Video Classroom Access ( coming soon )

Resume Preparations and Mock Interviews

And Many More Features

Course completion certificate and Global Certifications are part of our all Master Program

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Self Paced Learning

Learn 300+ Courses at Your Own Time

50000+ Satisfied Learners

Course Completion Certificate

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Mentor Support Available

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Attend Our Virtual Job Fair

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Course completion certificate and Global Certifications are part of our all Master Program

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At Radical Technologies, we ensure you’re ready to shine in any interview. Our comprehensive Interview Preparation program includes mock interviews, expert feedback, and tailored coaching sessions to build your confidence. Learn how to effectively communicate your skills, handle technical questions, and make a lasting impression on potential employers. With our guidance, you’ll walk into your interviews prepared and poised for success.

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Data Analytics With GenAI – Combo Course Certification With Training In Bangalore

Q: Module 1: Business Analytics & Data Analytics Fundamentals

Topics Introduction to Data Analytics • Data Analytics Lifecycle • Types of Analytics o Descriptive Analytics o Diagnostic Analytics o Predictive Analytics o Prescriptive Analytics • Analytics Maturity Models • Data-Driven Decision Making Business Understanding • Business KPIs • Revenue Analysis • Customer Analytics • Financial Analytics • Marketing Analytics • HR Analytics Assignment • Analyze KPIs of an E-Commerce Company Job Scenario • Management requests monthly business performance analysis

Q: Module 2: Advanced Excel For Data Analytics

Topics Excel Foundations • Data Types • Formatting • Conditional Formatting • Data Validation • Named Ranges Advanced Functions • IF, Nested IF • AND, OR • SUMIF, COUNTIF • VLOOKUP • HLOOKUP • INDEX + MATCH • XLOOKUP • TEXT Functions • DATE Functions Data Analysis • Sorting • Filtering • Advanced Filters • Pivot Tables • Pivot Charts • What-If Analysis • Scenario Manager • Goal Seek Power Query • ETL Concepts • Merge Queries • Append Queries • Data Transformation Dashboard Development • KPI Reporting • Executive Dashboards • Dynamic Charts Projects Sales Analytics Dashboard • Revenue Trends • Regional Analysis • Product Analysis HR Dashboard • Attrition Analysis • Employee Performance Assignments • Customer Data Cleanup • Revenue Analysis • Automated KPI Reporting Job-Oriented Scenarios • Monthly Sales Reporting • Financial Dashboard Creation • Business KPI Reporting

Q: Module 3: Sql For Data Analytics

Topics SQL Fundamentals • Database Concepts • Tables • Constraints • Data Types Querying Data • SELECT • WHERE • ORDER BY • GROUP BY • HAVING Joins • INNER JOIN • LEFT JOIN • RIGHT JOIN • FULL JOIN • SELF JOIN Advanced SQL • Subqueries • Correlated Queries • Window Functions • Ranking Functions • CTEs • Views • Stored Procedures Business Analytics Queries • Revenue Analysis • Customer Segmentation • Product Analysis • Inventory Analysis Projects Retail Analytics Database • Sales Analytics • Customer Insights Banking Analytics Project • Customer Transactions • Revenue Analytics Assignments • 100 Business SQL Queries • Customer Segmentation • Revenue Analysis Job-Oriented Scenarios • Find Top Customers • Revenue Trend Analysis • Product Performance Reporting

Q: Module 4: Python For Data Analytics

Topics Python Fundamentals • Variables • Loops • Functions • OOP Basics NumPy • Arrays • Mathematical Operations • Statistical Analysis Pandas • DataFrames • Data Cleaning • Missing Value Handling • Data Transformation • Grouping • Aggregations Exploratory Data Analysis • Statistical Analysis • Correlation Analysis • Trend Analysis • Feature Engineering Data Visualization • Matplotlib • Seaborn • Plotly Automation • APIs • Data Collection • Report Automation Projects Customer Segmentation System Sales Analytics System Financial Data Analysis Platform Assignments • EDA Exercises • Data Cleaning Projects • Visualization Tasks Job-Oriented Scenarios • Customer Behavior Analysis • Revenue Trend Analysis • Automated Reporting

Q: Module 5: Power BI

Topics Data Connection • Excel • SQL Server • APIs • Cloud Sources Power Query • Data Cleaning • Data Transformation Data Modeling • Fact Tables • Dimension Tables • Star Schema • Snowflake Schema DAX • Measures • Calculated Columns • Time Intelligence • KPI Calculations Dashboard Design • Interactive Dashboards • Drill Through • Drill Down • Bookmarks • Tooltips Power BI Service • Publishing • Security • Workspaces • Scheduled Refresh Projects Executive Dashboard CFO Dashboard HR Analytics Dashboard Supply Chain Dashboard Assignments • DAX Calculations • Data Modeling • Dashboard Design Job-Oriented Scenarios • CXO Reporting • Financial Analytics • KPI Monitoring

Q: Module 6: Generative AI Fundamentals

Topics AI Fundamentals • AI vs ML vs Deep Learning • Large Language Models • Transformers • Generative AI Landscape Leading Models • ChatGPT • Gemini • Claude • Llama • Mistral Enterprise AI Use Cases • Analytics • Reporting • Customer Support • Business Intelligence Assignments • AI Use Case Mapping Job-Oriented Scenarios • AI Adoption Strategy

Q: Module 7: Prompt Engineering For Data Analysts

Topics Prompt Engineering Fundamentals • Zero-Shot Prompting • Few-Shot Prompting • Chain-of-Thought • Role-Based Prompting Analytics Prompting • SQL Generation • Dashboard Generation • KPI Analysis • Data Interpretation Reporting Prompts • Business Reports • Executive Summaries • Data Storytelling Projects AI Reporting Assistant Assignments • Create 100 Analytics Prompts Job-Oriented Scenarios • Weekly Executive Reporting

Q: Module 8: AI For Excel, Sql & Power Bi

Topics AI in Excel • Formula Generation • Data Cleanup • Insights Generation AI in SQL • Query Writing • Query Optimization • Data Exploration AI in Power BI • Copilot Features • Dashboard Narratives • KPI Explanations Projects AI-Powered Dashboard Generator Assignments • AI-Based KPI Analysis Job-Oriented Scenarios • Automated Reporting Systems

Q: Module 9: Python + Gen AI Integration

Topics OpenAI APIs • API Integration • Prompt Automation • Data Summarization AI Analytics Automation • Report Generation • Insight Extraction • Business Narratives LangChain Fundamentals • Chains • Prompt Templates • Memory Projects AI Business Analyst Assistant Automated Reporting Engine Assignments • AI Summary Generator Job-Oriented Scenarios • Automated Executive Reports

Q: Module 10: Rag For Analytics

Topics RAG Architecture • Embeddings • Vector Databases • Retrieval Systems Enterprise Knowledge Systems • Analytics Knowledge Base • Document Search Vector Databases • ChromaDB • Pinecone • FAISS Projects Enterprise Analytics Chatbot KPI Knowledge Assistant Assignments • Company Analytics Knowledge Base Job-Oriented Scenarios • Executive Data Query Assistant

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