Advanced Certification in Gen AI

Module 1 – Introduction to Generative AI

• Fundamentals of Artificial Intelligence
• Evolution of Generative AI
• Applications of Gen AI
• AI Ecosystem Overview
• Large Language Models Introduction
• AI Transformation Across Industries
• AI Ethics & Responsible AI
• Future of Generative AI
• Intelligent Automation Basics
• AI-powered Productivity Systems

Module 2 – Python Programming for AI

• Python Fundamentals
• Data Types & Operators
• Functions & Modules
• File Handling
• Exception Handling
• Object-Oriented Programming
• APIs & JSON Handling
• Automation Scripting
• Python Libraries for AI
• Real-Time AI Data Processing

Module 3 – Data Science & AI Foundations

• Data Collection Techniques
• Data Cleaning & Preprocessing
• NumPy & Pandas
• Data Visualization
• Exploratory Data Analysis
• Statistical Foundations
• AI Data Pipelines
• Business Data Interpretation
• Data-driven Decision Making
• Intelligent Analytics Basics

Module 4 – Machine Learning Fundamentals

• Introduction to Machine Learning
• Supervised Learning
• Unsupervised Learning
• Regression Techniques
• Classification Models
• Clustering Algorithms
• Model Evaluation
• Feature Engineering
• Predictive Analytics
• Intelligent Decision Systems

Module 5 – Deep Learning & Neural Networks

• Artificial Neural Networks
• TensorFlow Fundamentals
• Keras Framework
• CNN Architectures
• RNN & LSTM Concepts
• Transfer Learning
• Deep Learning Optimization
• NLP Foundations
• AI Model Training
• Intelligent Learning Systems

Module 6 – Large Language Models (LLMs)

• Introduction to LLMs
• Transformer Architecture Basics
• GPT Models Overview
• Gemini & Claude Models
• Tokenization Concepts
• Embeddings & Vectorization
• LLM Capabilities & Limitations
• Fine-Tuning Basics
• Context Windows
• AI Inference Systems

Module 7 – Prompt Engineering Mastery

• Prompt Engineering Fundamentals
• Zero-shot Prompting
• Few-shot Prompting
• Chain of Thought Prompting
• Role-based Prompting
• Structured Prompt Design
• AI Response Optimization
• Prompt Testing & Evaluation
• AI Workflow Prompting
• Enterprise Prompt Engineering

Module 8 – Generative AI Application Development

• OpenAI API Integration
• Gemini API Integration
• AI Chatbot Development
• AI Content Generation Systems
• AI-powered Assistants
• AI Automation Workflows
• AI Image Generation Basics
• Multi-modal AI Systems
• AI Recommendation Systems
• Enterprise AI Integration

Module 9 – Retrieval-Augmented Generation (RAG)

• Introduction to RAG
• Embeddings & Vector Databases
• Semantic Search
• Knowledge Retrieval Systems
• Document Processing
• AI Search Pipelines
• Context-aware AI Systems
• AI Knowledge Bases
• RAG Optimization
• Enterprise AI Retrieval Systems

Module 10 – Agentic AI & Autonomous Systems

• Agentic AI Fundamentals
• AI Agents & Workflows
• Autonomous AI Systems
• Tool Calling Concepts
• AI Memory Systems
• Multi-Agent Architecture
• AI Task Planning
• Intelligent Automation Pipelines
• AI Reasoning Systems
• Enterprise AI Agents

Module 11 – Full Stack AI Integration

• Frontend Fundamentals
• React.js Basics
• Backend API Development
• FastAPI Fundamentals
• AI-powered Web Applications
• AI SaaS Product Development
• Database Integration
• Authentication Systems
• Real-Time AI Applications
• AI Product Architecture

Module 12 – Cloud AI & Deployment

• Cloud Computing Fundamentals
• AWS & Azure Basics
• AI Model Deployment
• Docker Fundamentals
• CI/CD Basics
• Cloud Storage Systems
• Scalable AI Infrastructure
• AI Deployment Pipelines
• Monitoring & Logging
• Production AI Systems

Module 13 – AI Security & Governance

• AI Security Fundamentals
• Data Privacy Concepts
• Secure AI Development
• AI Governance
• Responsible AI Practices
• Ethical AI Systems
• Bias & Fairness in AI
• Secure API Systems
• Enterprise AI Compliance
• AI Risk Management

Module 14 – Real-Time Generative AI Projects

• AI Chatbot Development
• Resume Analyzer AI
• AI Interview Assistant
• AI Content Generator
• AI-powered CRM Assistant
• AI Knowledge Assistant
• AI Automation Platform
• AI Recommendation Engine
• AI SaaS Product
• Multi-Agent AI System

Module 15 – Career Acceleration & Industry Readiness

• Resume Building
• ATS Optimization
• LinkedIn Branding
• GitHub Portfolio Building
• Technical Interview Preparation
• AI Mock Interviews
• Freelancing & Startup Guidance
• Industry Mentorship
• Product Presentation Skills
• Placement Assistance