Machine Learning

A type of artificial intelligence that enables computers to learn and make decisions from data.

What is Machine Learning?

Machine Learning (ML) is a subset of artificial intelligence that provides systems the ability to automatically learn and improve from experience without being explicitly programmed. Machine learning focuses on the development of computer programs that can access data and use it to learn for themselves.

Types of Machine Learning

Supervised Learning: The model is trained on labeled data
Unsupervised Learning: The model finds patterns in unlabeled data
Reinforcement Learning: The model learns through trial and error using rewards

Common Algorithms

Linear Regression
Decision Trees
Random Forest
Neural Networks
Support Vector Machines

Applications

Machine Learning is used in:

Image recognition
Speech recognition
Medical diagnosis
Financial forecasting
Recommendation systems

Loss Function

Mathematical function that quantifies the difference between predicted and actual values in machine learning models.

Machine Translation

Automatic translation of text or speech from one language to another using computational methods.