MITS Department of Artificial Intelligence
1. Mathematics and Scientific Foundations
- Calculus
- Linear Algebra
- Probability and Statistics
- Discrete Mathematics
- Numerical Methods
- Optimization Techniques
- Mathematical Foundations of Machine Learning
2. Computer Science Foundations
- Programming Fundamentals
- Object-Oriented Programming
- Data Structures and Algorithms
- Computer Organization and Architecture
- Operating Systems
- Database Management Systems
- Computer Networks
- Software Engineering
- Web and Cloud Computing
- Distributed Systems
3. Core Artificial Intelligence
- Introduction to Artificial Intelligence
- Machine Learning
- Deep Learning
- Artificial Neural Networks
- Natural Language Processing
- Computer Vision
- Knowledge Representation and Reasoning
- Search and Optimization in AI
- Reinforcement Learning
- Generative Artificial Intelligence
- Large Language Models
- AI Agents and Agentic Systems
- Explainable AI
4. Data Science and AI Infrastructure
- Data Science
- Data Mining
- Big Data Analytics
- Data Engineering
- Data Visualization
- Cloud Computing for AI
- GPU Computing and CUDA
- High-Performance Computing for AI
- MLOps and AI Model Deployment
- AI Infrastructure and Data Centers
5. Robotics and Intelligent Systems
- Introduction to Robotics
- Sensors and Actuators
- Embedded Systems
- Robot Perception
- Robot Motion and Control
- Autonomous Systems
- Human–Robot Interaction
- AI for Drones and Autonomous Vehicles
6. Specialized and Emerging AI
- Multimodal AI
- Speech Recognition and Speech Processing
- Recommender Systems
- Graph Machine Learning
- Edge AI
- Internet of Things and AI
- Digital Twins
- AI for Cybersecurity
- AI for Healthcare
- AI for Manufacturing
- AI for Finance and Economics
- AI for Scientific Discovery
7. Human, Social, Ethical, and Business Dimensions
- Responsible AI and AI Ethics
- AI Safety
- Privacy and Data Protection
- Cybersecurity
- Human–AI Collaboration
- Economics of Artificial Intelligence
- Entrepreneurship and AI Startups
- Intellectual Property and Technology Innovation
- Technology, Society, Employment, and Public Policy
