Module 1 – Introduction to Artificial Intelligence

• What is Artificial Intelligence?
• AI, Machine Learning & Deep Learning
• Types and applications of AI
• AI in Computer Science
• AI development workflow
• Introduction to AI tools

Module 2 – Python Programming for AI

• Python fundamentals
• Variables, data types and operators
• Conditional statements
• Loops
• Functions
• Lists, tuples, dictionaries and sets
• File handling
• NumPy
• Pandas
• Matplotlib

Module 3 – Data Science & Data Preprocessing

• Introduction to Data Science
• Data collection and preparation
• Data cleaning
• Handling missing values
• Data visualization
• Feature selection
• Training and testing datasets

Module 4 – Machine Learning

• Machine Learning concepts
• Supervised Learning
• Unsupervised Learning
• Regression
• Classification
• Clustering
• Decision Trees
• Random Forest
• K-Nearest Neighbors
• Model evaluation
• Scikit-learn

Module 5 – Deep Learning & Neural Networks

• Neural Network fundamentals
• Artificial Neural Networks
• Activation functions
• Forward and backward propagation
• Training neural networks
• CNN fundamentals
• Introduction to TensorFlow/Keras

Module 6 – Natural Language Processing

• Introduction to NLP
• Text preprocessing
• Tokenization
• Stop-word removal
• Sentiment analysis
• Text classification
• Chatbot development
• Introduction to NLP libraries

Module 7 – Computer Vision

• Introduction to Computer Vision
• Image processing
• Image classification
• Object detection basics
• Face detection
• OpenCV
• AI-based image applications

Module 8 – Generative AI

• Introduction to Generative AI
• Large Language Models
• AI chatbots
• Prompt Engineering
• AI-assisted coding
• Text and image generation
• Responsible use of Generative AI

Module 9 – AI Application Development

• AI model integration
• Building AI-powered applications
• APIs and AI services
• Web-based AI applications
• Database integration
• Deployment basics

Module 10 – AI Projects

• Student Performance Prediction
• Spam Message Detection
• AI Chatbot
• House Price Prediction
• Sentiment Analysis
• Image Classification
• Face Detection System
• AI-based Recommendation System
• Final Mini Project