Course Contents

Module 1: Introduction to Artificial Intelligence

• What is Artificial Intelligence?
• History and Evolution of AI
• Applications of AI
• Types of AI
• AI in Modern Industries

Module 2: Python Programming for AI

• Python Fundamentals
• Data Structures and Functions
• Object-Oriented Programming
• Python Libraries for AI
• Working with Jupyter Notebook

Module 3: Mathematics for AI

• Linear Algebra Basics
• Probability and Statistics
• Calculus Fundamentals
• Data Interpretation
• Mathematical Foundations of AI

Module 4: Data Handling and Preprocessing

• Data Collection Techniques
• Data Cleaning and Transformation
• Feature Engineering
• Handling Missing Data
• Data Preparation for AI Models

Module 5: Machine Learning Fundamentals

• Introduction to Machine Learning
• Supervised Learning
• Unsupervised Learning
• Reinforcement Learning Basics
• Model Training and Evaluation

Module 6: Machine Learning Algorithms

• Linear Regression
• Logistic Regression
• Decision Trees
• Random Forest
• Support Vector Machines (SVM)
• Clustering Techniques

Module 7: Deep Learning

• Introduction to Deep Learning
• Artificial Neural Networks (ANN)
• Deep Neural Networks (DNN)
• Activation Functions
• TensorFlow and Keras Basics

Module 8: Natural Language Processing (NLP)

• Text Processing Techniques
• Sentiment Analysis
• Language Translation Concepts
• Text Classification
• AI Chatbots and Virtual Assistants

Module 9: Computer Vision

• Image Processing Fundamentals
• Image Classification
• Object Detection
• Facial Recognition Concepts
• Computer Vision Applications

Module 10: Generative AI

• Introduction to Generative AI
• Large Language Models (LLMs)
• AI Content Generation
• Prompt Engineering
• AI-Powered Applications

Module 11: AI Model Deployment

• Model Deployment Basics
• API Integration
• Cloud-Based AI Solutions
• Performance Monitoring
• Production Environment Setup

Module 12: AI Ethics and Responsible AI

• Ethical AI Development
• Privacy and Security
• Bias in AI Systems
• Explainable AI
• Responsible Use of AI

Module 13: Industry Applications of AI

• Healthcare AI Solutions
• Financial Analytics
• Smart Manufacturing
• E-Commerce Recommendations
• AI in Education and Research

Module 14: Live Projects & Case Studies

• AI Chatbot Development
• Customer Prediction System
• Image Recognition Project
• Sentiment Analysis Application
• Recommendation Engine
• AI-Based Business Solution