AI Basics

A

Activation Function Active Appearance Models Active Learning AdaBoost Adversarial Attack Adversarial Defense Adversarial Machine Learning Adversarial Networks Adversarial Patch Adversarial Transferability AI Ethics AIOps

Ambient Intelligence Analogical Reasoning Anomaly Detection Ant Colony Optimization Approximate Bayesian Computation Artificial General Intelligence Artificial Immune System Artificial Immune Systems Artificial Life Simulation Artificial Neural Network Artificial Societies Artificial Superintelligence

Associate Memory Network Associative Memory Network Associative Rule Learning Asynchronous Learning Attention Mechanism Attention-based Models Attentional Blink Augmented Intelligence Augmented Reality Autoencoder Automated Machine Learning AutoML Meta-Learning

B

Backpropagation Backpropagation Decorrelation Backpropagation Through Structure Backpropagation Through Time Bag of Words Bagging Batch Normalization Bayesian Deep Learning Bayesian Deep Reinforcement Learning Bayesian Inference

Bayesian Information Criterion Bayesian Network Bayesian Networks Bayesian Optimization Bayesian Reasoning Behavior Cloning Behavior Trees Bidirectional Encoder Representations from Transformers Bidirectional Long Short-Term Memory Big Data

Bio-inspired Computing Bio-inspired Computing Models Boltzmann Machine Boosting Boosting Algorithms Boosting Techniques Brain-Computer Interface Brain-inspired Computing Broad Learning System

C

Capsule Network Capsule Neural Networks Causal Inference Character Recognition Classification Closed-Loop Control Systems Clustering Analysis Co-Active Learning Co-Training Cognitive Architecture Cognitive Computing Collaborative Filtering Combinatorial Optimization

Common Sense Reasoning Compositional Pattern-Producing Networks (CPPNs) Computational Creativity Computer Vision Concept Drift Concept Learning Constrained Optimization Content-Based Recommender Systems Contextual Bandits Contrastive Divergence Contrastive Learning Conversational Agents Convolutional Autoencoder

Convolutional Encoder-Decoder Network Convolutional Long Short-Term Memory Convolutional Long Short-Term Memory (ConvLSTM) Convolutional Neural Gas Convolutional Neural Network Convolutional Recurrent Neural Network Convolutional Sparse Autoencoder Convolutional Sparse Coding Crossover Curriculum Learning Cyber Physical System Cyclical Learning Rate

D

Data mining Data preprocessing Data visualization Data warehousing Databases Decision support systems Decision Trees Deep Learning Deliberative agents Dempster-Shafer theory Design of experiments

Diagnostics Differential Evolution Differential privacy Digital libraries Digital signal processing Digital Twins Dimensionality reduction Direct search methods Discriminant analysis Distributed artificial intelligence Distributed computing

Distributed control systems Distributed databases Distributed systems Document analysis Domain Adaptation Domain knowledge Domain-specific languages Drones Dynamic models Dynamic programming Dynamic programming languages

E

Edge computing Education Elastic net regularization Elastic search Emotional intelligence Empirical analysis Empirical Risk Minimization End-to-end learning Energy efficiency Ensemble Learning Entity resolution

Environments Episodic memory Error analysis Error correction Estimation theory Ethical AI Event-driven systems Evolutionary Algorithms Evolutionary programming Evolutionary strategies Expectation-maximization algorithm

Expert Systems Explainability Explainable AI Exploratory data analysis Exponential smoothing Expression recognition Extensible markup language Extrapolation Eye tracking

F

Face recognition Facial expression analysis Factor analysis Factorization machines Fairness Fault diagnosis Fault tolerance Fault trees Feature Extraction Feature scaling Feature selection

Federated databases Federated Learning Feedback control Feedforward networks Feedforward neural networks Filtering Finite element methods Finite state machines Flocks and herds Forecasting Formal concept analysis

Formal methods Formal verification Forward and Backward Chaining Fourier transforms Fraud detection Functional magnetic resonance imaging Functional programming Fuzzy Logic Fuzzy set theory

G

Game theory Gated recurrent units Gaussian elimination Gaussian filters Gaussian mixture models Gaussian processes Gaussian processes regression General adversarial networks Generalized additive models Generalized linear models

Generative adversarial imitation learning Generative models Genetic algorithms Genetic counseling Genetic programming Geometric algorithms Geospatial data analysis Gesture recognition Goal-oriented agents Gradient boosting

Gradient descent Gradient-based optimization Granger causality Graph clustering Graph databases Graph theory Graphical models Greedy algorithms Group decision making Grouping

H

Handwritten Text Recognition Haptic Technology Hardware Implementation of AI Harmonic Convolutional Neural Networks Health Informatics Hebbian Learning Heterogeneous Data Integration Heterogeneous Networks Heuristic Search Algorithms Hidden Markov Models

Hierarchical Reinforcement Learning High-Dimensional Data Visualization Hindsight Experience Replay Holistic Data Quality Management Holographic Reduced Representations Homomorphic Encryption Human Activity Recognition Human Emotion Recognition Human Pose Estimation Human-In-The-Loop Machine Learning

Human-Like AI Human-Robot Interaction Hybrid Deep Learning Hybrid Intelligent Systems Hybrid Recommender Systems Hyperbolic Attention Networks Hyperbolic Embeddings Hypernetworks Hyperparameter Optimization Hyperspectral Imaging

I

Image Captioning Image Compression Image Recognition Image Segmentation Image Synthesis Imbalanced Data Classification Imitation Learning In-Memory Computing Incremental Clustering Incremental Learning

Independent Component Analysis Inductive Logic Programming Inference Engine Inference in Bayesian Networks Influence Maximization Information Extraction Instance-Based Learning Intelligent Control Systems Intelligent Tutoring Systems Intelligent User Interfaces

Intention Recognition Interactive Data Visualization Interactive Machine Learning Interactive Robotics Interpretable Machine Learning Intrinsic Motivation Intuitive Physics Inverse Reinforcement Learning Iterative Deep Learning

J

J-Metric Jaccard Index Jaccard Similarity JADE Algorithm Jaro-Winkler Distance Jigsaw Puzzles Solving Jittered Sampling Jittering Job Scheduling Joint Action Learning

Joint Attention Mechanism Joint Bayesian Network Joint Decision Making Joint Discriminative and Generative Models Joint Embedding Joint Graphical Model Joint Hyperparameter Optimization Joint Image-Text Embeddings Joint Intent Detection and Slot Filling Joint Learning of Visual and Language Representations

Joint Optimization Joint Reasoning Joint Representation Learning Joint Training Junction Tree Algorithm Jupyter Notebook Just-In-Time Compilation Just-In-Time Debugging Just-In-Time Learning Just-In-Time Query Processing

K

K-fold cross-validation K-nearest neighbors algorithm Kalman filtering Kernel density estimation Kernel methods Kernel trick Key-frame-based action recognition Key-frame-based video summarization Keyframe extraction Keyphrase extraction

Keyword spotting Kinect sensor-based human activity recognition Kinematic analysis Kinematic control Kinematic modeling Knowledge discovery Knowledge engineering Knowledge extraction Knowledge graph alignment Knowledge graph completion

Knowledge graph construction Knowledge graph embedding Knowledge graph reasoning Knowledge graph visualization Knowledge graphs Knowledge graphs for language understanding Knowledge representation and reasoning Knowledge transfer Knowledge-based systems Kullback-Leibler divergence

L

Label propagation Language identification Language modeling Language translation Large margin classifiers Latent Dirichlet allocation Latent semantic analysis Layer-wise relevance propagation Learning from imbalanced datasets Learning from noisy data

Learning to rank Lexical analysis Linear algebra Linear discriminant analysis Linear dynamical systems Linear programming Linear regression Linear-quadratic-Gaussian contro Link analysis Link prediction

Local binary patterns Local feature extraction Locality-sensitive hashing Logical inference Logical reasoning Logistic regression Long short-term memory networks Low-rank matrix completion Low-rank matrix factorization

M

Machine learning Markov decision processes Markov Random Fields Matrix factorization Maximum likelihood estimation Mean shift Memory-based reasoning Meta-learning Model selection Model-free reinforcement learning Monte Carlo methods

Multi-agent systems Multi-armed bandits Multi-object tracking Multi-task learning Multiclass classification Multilayer perceptron Multimodal fusion Multimodal generation Multimodal learning Multimodal recognition Multimodal representation learning

Multimodal retrieval Multimodal sentiment analysis Multiple-instance learning Multivariate regression Multivariate time series forecasting Music analysis Music generation Music recommendation Music transcription

N

Naive Bayes Natural Language Processing (NLP) Nearest Neighbor Negative Sampling Network Compression Network Science Network Topology Network Visualization Neural Architecture Search Neural Collaborative Filtering

Neural Differential Equations Neural Machine Translation Neural Networks Neural Style Transfer Neural Tangent Kernel Neuroevolution Neuromorphic Computing Node Embedding Noise Reduction Techniques Non-autoregressive models

Non-negative Matrix Factorization Non-parametric models Nonlinear Dimensionality Reduction Nonlinear Programming Nonlinear Regression Nonparametric Regression Normalization Novelty Detection Numerical Methods Numerical Optimization

O

Object Detection Object Tracking Objective Functions Observational Learning Off-policy Learning One-shot Learning Online Anomaly Detection Online Computation Online Convex Optimization Online Learning

Online Meta-learning Online Reinforcement Learning Online Time Series Analysis Online Transfer Learning Ontology Learning Open Set Recognition OpenAI Operator Learning Opinion Mining Optical Character Recognition (OCR)

Optimal Control Optimal Stopping Optimal Transport Optimization Algorithms Ordinal Regression Ordinary Differential Equations (ODEs) Orthogonalization Out-of-distribution Detection Outlier Detection Overfitting

P

Pairwise Learning Pairwise Ranking Parity Learning Partial Least Squares Regression Pattern Recognition Perceptron Learning Algorithm Permutation Invariance Point Cloud Processing Policy Gradient Methods Policy Search Pooling Layers

Positive-Definite Kernels Positive-Unlabeled Learning Pre-trained Models Precision and Recall Predictive Analytics Predictive Maintenance Predictive Modeling Preference Elicitation Preference Learning Principal Component Analysis (PCA) Privacy Preserving Data Mining

Privacy Preserving Machine Learning Probabilistic Graphical Models Probabilistic Matrix Factorization Probabilistic Programming Probabilistic Time Series Models Prompt Engineering Prototype-based Learning Proximal Policy Optimization (PPO) Pruning

Q

Q-LAMBDA Q-learning Q-matrix learning QoE-aware service selection QoS-aware service selection Quadratic programming for AI Quality control in AI Quality estimation of machine translation Quality evaluation of AI models Quality of AI-generated content

Quality of data for AI Quality-aware machine learning Quality-aware reinforcement learning Quantitative evaluation of AI systems Quantization of neural networks Quantum artificial intelligence Quantum computing for AI Quantum machine learning Quantum natural language processing Quantum neural networks

Quantum variational autoencoder Quantum-inspired computing Quantum-inspired support vector machine Quasi-Newton methods Query expansion Query optimization Query segmentation Query-based learning Question answering QuickDraw

R

Random forests Random search Random walk models Ranking algorithms Ranking evaluation metrics RBF neural networks Recommendation systems Recommender systems in e-commerce Recommender systems in social networks Recurrent attention model

Recurrent neural networks Regression analysis Regression trees Reinforcement learning Reinforcement learning for games Reinforcement learning in healthcare Reinforcement learning with function approximation Reinforcement learning with human feedback Relevance feedback Representation learning

Reservoir computing Residual networks Resource allocation for AI systems RNN Encoder-Decoder Robotic manipulation Robotic perception Robotics Robust machine learning Rule mining Rule-based systems

S

Saliency detection Scalable machine learning Self-organizing maps Self-supervised learning Semantic segmentation Semi-supervised clustering Semi-supervised learning Sentiment analysis Sequence labeling Sequence-to-sequence learning

Siamese neural networks Simulated annealing Social network analysis with AI Sparse coding Speech recognition Speech synthesis Spiking neural networks Statistical machine learning Statistical relational learning Stochastic gradient descent

Stochastic optimization Streaming learning Structured prediction Style transfer StyleGAN Support vector machines Swarm intelligence Swarm robotics Synthetic data for privacy-preserving AI Synthetic data generation

T

TensorFlow