Introduction to Machine Learning

Machine Learning enables computers to learn from data without explicit programming.

Types of Learning

Supervised Learning

Learn from labeled data to make predictions.

Unsupervised Learning

Find patterns in unlabeled data.

Reinforcement Learning

Learn through interaction and rewards.

Common Algorithms

Linear Regression

Predict continuous values using a linear relationship.

Classification

Categorize data into predefined classes.

Clustering

Group similar data points together.

Popular Libraries

• Python: scikit-learn, TensorFlow, PyTorch
• JavaScript: TensorFlow.js, ML5.js

Real-World Applications

• Recommendation systems
• Image recognition
• Natural language processing
• Fraud detection

Getting Started

Start with simple datasets and gradually increase complexity.