Decision Trees and Random Forests
Decision Trees A decision tree is a supervised machine learning algorithm that resembles a flowchart, making decisions based on a ...
Linear and Logistic Regression
Linear Regression Linear regression is a statistical method used to model the relationship between a dependent variable and one or ...
Supervised Learning
Supervised Learning: Learning with Labels Supervised learning is a machine learning technique where the algorithm is trained on a labeled ...
Machine Learning and Pattern Recognition
The Interplay of Machine Learning and Pattern Recognition Pattern recognition is a subfield of machine learning that focuses on identifying ...
Knowledge Representation
Knowledge Representation in AI Knowledge representation is a crucial aspect of artificial intelligence that focuses on capturing and structuring information ...
Logical Inference
Logical Inference: Reasoning with Logic Logical inference is the process of deriving new information from known information using rules of ...
First-Order Logic
First-Order Logic: Beyond Propositions First-order logic (FOL), also known as predicate logic, is a more expressive form of logic than ...
Propositional Logic
Propositional Logic: The Building Blocks of Reasoning Propositional logic is a branch of logic that deals with propositions (statements) that ...
Logic and Reasoning
Logic and Reasoning: The Foundation of Intelligence Logic and reasoning are the cornerstones of intelligent systems. They provide the framework ...
Particle Swarm Optimization
Particle Swarm Optimization (PSO) Particle Swarm Optimization (PSO) is a computational method inspired by the social behavior of bird flocking ...