User:Rowanharley/Books/Artificial Intelligence


 * Computer science


 * What is Artificial Intelligence?
 * Artificial intelligence


 * Uses for Artificial Intelligence
 * Pattern recognition
 * Speech recognition
 * Computer vision
 * Natural language processing


 * Neurons and Neural Networks
 * Artificial neuron
 * Artificial neural network
 * Feedforward neural network
 * Recurrent neural network


 * Types of Learning
 * Deep learning
 * Supervised learning
 * Unsupervised learning
 * Reinforcement learning


 * Probability & Statistics
 * Probability
 * Probability theory
 * Probability distribution
 * Probability density function
 * Random variable
 * Maximum likelihood estimation
 * Expected value
 * Statistics
 * Statistical classification
 * Linear regression
 * Logistic regression
 * Regression analysis


 * Machine Learning
 * Machine learning


 * Algorithms & Functions
 * Algorithm
 * Perceptron
 * Activation function
 * Multilayer perceptron
 * Backpropagation
 * Softmax function
 * Gradient descent
 * Loss function
 * Support vector machine
 * Sigmoid function
 * Rectifier (neural networks)
 * Hyperbolic function
 * Logistic function
 * Differentiable function
 * Continuous function
 * Mathematical optimization
 * Multinomial logistic regression
 * Normal distribution
 * Cumulative distribution function
 * Monotonic function