Table of Contents
What is Artificial Intelligence?
Artificial Intelligence (AI) is the simulation of human intelligence in machines that are programmed to think and learn like humans.
Machine Learning Fundamentals
Types of Machine Learning
- Supervised Learning: Learning with labeled examples
- Unsupervised Learning: Finding patterns in data without labels
- Reinforcement Learning: Learning through interaction and feedback
Common Algorithms
- Linear Regression: Predicting continuous values
- Decision Trees: Making decisions based on feature splits
- Neural Networks: Mimicking the human brain structure
Practical Applications
- Image recognition and computer vision
- Natural language processing
- Recommendation systems
- Autonomous vehicles
Getting Started with Python
Python is the most popular language for AI/ML development due to its simplicity and rich ecosystem of libraries like TensorFlow, PyTorch, and scikit-learn.