Advanced Certification in Data Analytics with Gen AI

Module 1 — Introduction to Data Analytics & Modern Data Ecosystem

• Fundamentals of Data Analytics
• Types of Data Analytics
• Data-Driven Decision Making
• Analytics in Business & Industries
• Data Collection & Data Sources
• Structured vs Unstructured Data
• Data Lifecycle & Data Pipelines
• Introduction to Business Intelligence
• Analytics Career Paths & Industry Opportunities

Module 2 — Python Programming for Data Analytics

• Python Basics & Programming Fundamentals
• Variables, Data Types, Operators
• Conditional Statements & Loops
• Functions & Modules
• File Handling
• Exception Handling
• NumPy for Numerical Computing
• Pandas for Data Manipulation
• DataFrames & Series
• Data Cleaning Techniques
• Data Transformation & Aggregation

Module 3 — SQL & Database Analytics

• Introduction to Databases
• Relational Database Concepts
• SQL Fundamentals
• CRUD Operations
• Joins & Relationships
• Aggregate Functions
• Group By & Having
• Subqueries & Nested Queries
• Stored Procedures & Views
• Data Warehousing Concepts
• Real-Time Business Data Analysis

Module 4 — Data Cleaning, Processing & Transformation

• Handling Missing Values
• Duplicate Data Removal
• Data Formatting & Standardization
• Feature Engineering Basics
• Outlier Detection
• Data Validation Techniques
• ETL Concepts
• Data Integration Techniques
• Data Preparation for Analytics & AI

Module 5 — Data Visualization & Dashboard Development

• Fundamentals of Data Visualization
• Visual Storytelling Techniques
• Charts & Graph Types
• Interactive Dashboards
• KPI & Business Metrics Design
• Power BI Dashboard Development
• Tableau Dashboard Development
• Excel Advanced Analytics
• Data Reporting & Presentation Techniques
• Real-Time Analytics Dashboards

Module 6 — Statistics for Data Analytics

• Descriptive Statistics
• Inferential Statistics
• Probability Concepts
• Data Distribution
• Correlation & Covariance
• Hypothesis Testing
• Regression Concepts
• Statistical Analysis Techniques
• Business Forecasting Basics

Module 7 — Advanced Data Analytics with AI

• Predictive Analytics
• Customer Analytics
• Sales Analytics
• Financial Analytics
• Marketing Analytics
• HR Analytics
• Healthcare Analytics
• AI-Powered Data Interpretation
• Automated Insights Generation
• AI-Based Trend Prediction

Module 8 — Generative AI for Data Analytics

• Introduction to Generative AI
• Prompt Engineering for Analysts
• AI Tools for Analytics Automation
• AI-Assisted Report Generation
• ChatGPT for Data Analytics
• AI-Based Dashboard Assistance
• Data Summarization using AI
• AI-Based Business Recommendations
• Generative AI Workflow Automation
• Responsible AI Usage

Module 9 — Big Data & Cloud Analytics Fundamentals

• Introduction to Big Data
• Hadoop Ecosystem Overview
• Spark Fundamentals
• Cloud Analytics Concepts
• Data Storage in Cloud
• Introduction to AWS & Azure Analytics Services
• Real-Time Data Processing Basics
• Scalable Analytics Systems

Module 10 — Real-Time Projects & Industry Capstone

• Business Analytics Projects
• Dashboard Development Projects
• AI Analytics Automation Projects
• Data Reporting Projects
• Industry Use Case Implementations
• Resume Building
• LinkedIn Optimization
• Interview Preparation
• Mock Interviews
• Final Industry Capstone Project