AI Disciplines

Machine Learning

Core Concepts

• Supervised Learning
• Unsupervised Learning
• Reinforcement Learning

Advanced Topics

• Deep Learning
• Transfer Learning
• Ensemble Methods

Natural Language Processing (NLP)

Core Concepts

• Text Classification
• Sentiment Analysis
• Named Entity Recognition (NER)

Advanced Topics

• Machine Translation
• Text Generation
• Advanced NLP Models (e.g., BERT, Transformers)

Computer Vision

Core Concepts

• Image Classification
• Object Detection
• Image Segmentation

Advanced Topics

• Facial Recognition
• Generative Adversarial Networks (GANs)
• Video Analysis

Robotics

Core Concepts

• Robot Kinematics
• Path Planning
• Sensor Fusion

Advanced Topics

• Autonomous Navigation
• Human-Robot Interaction
• Swarm Intelligence

AI Ethics

Core Concepts

• Bias in AI
• Privacy and Security
• Transparency and Explainability

Advanced Topics

• Ethical Guidelines and Regulations
• Fairness in AI Algorithms
• Societal Impact of AI

AI in Healthcare

Core Concepts

• Medical Imaging Analysis
• Predictive Analytics in Healthcare
• Personalized Medicine

Advanced Topics

• AI in Drug Discovery
• Robotic Surgery
• Healthcare Chatbots