# Machine learning ## Links (Wikipedia order) <!-- injected from _registry/childlinks/Machine_learning.json (2026-07-30T02:09:12Z) --> `15.ai` · `2008_financial_crisis` · `AAAI_Conference_on_Artificial_Intelligence` · `ACM_Computing_Classification_System` · `ACM_Computing_Surveys` · `ACT-R` · `ADALINE` · `AI-assisted_software_development` · `AIXI` · `AI_agent` · `AI_alignment` · `AI_anthropomorphism` · `AI_boom` · `AI_bubble` · `AI_data_center` · `AI_effect` · `AI_infrastructure` · `AI_literacy` · `AI_nationalism` · `AI_safety` · `AI_slop` · `AI_takeover` · `AI_warfare` · `AI_winter` · `AT&T_Labs` · `Accountability` · `Action_selection` · `Activation_function` · `Active_learning_(machine_learning)` · `Adaptive_website` · `Adobe_Firefly` · `Adversarial_machine_learning` · `Affective_computing` · `Agent2Agent` · `Aidan_Gomez` · `Alan_Mackworth` · `Alan_Turing` · `AlexNet` · `Alex_Graves_(computer_scientist)` · `Alex_Krizhevsky` · [[Algorithm]] · `Algorithmic_bias` · [[Algorithmic_efficiency]] · `Algorithmic_transparency` · `Allen_Newell` · `AlphaFold` · `AlphaGo` · `AlphaZero` · `Analysis_of_algorithms` · `Andrej_Karpathy` · `Andrew_Ng` · `Angoss` · `Anomaly_detection` · `Anthropomorphism` · `Apache_Mahout` · `Apache_OpenNLP` · `Apache_SINGA` · `Apache_Spark` · `Apache_SystemDS` · `Application_security` · `Applications_of_artificial_intelligence` · `Apprenticeship_learning` · `Approximate_computing` · `ArXiv` · `Arithmetic_coding` · `Arthur_Samuel_(computer_scientist)` · `Artificial_Intelligence:_A_Modern_Approach` · `Artificial_Intelligence_Act` · `Artificial_Intelligence_Cold_War` · `Artificial_consciousness` · `Artificial_general_intelligence` · `Artificial_human_companion` · `Artificial_immune_system` · [[Artificial_intelligence]] · `Artificial_intelligence_and_elections` · `Artificial_intelligence_arms_race` · `Artificial_intelligence_controversies` · `Artificial_intelligence_in_architecture` · `Artificial_intelligence_in_education` · `Artificial_intelligence_in_fiction` · `Artificial_intelligence_in_government` · `Artificial_intelligence_in_healthcare` · `Artificial_intelligence_in_industry` · `Artificial_intelligence_in_marketing` · `Artificial_intelligence_in_music` · `Artificial_intelligence_in_video_games` · `Artificial_intelligence_systems_integration` · `Artificial_neuron` · `Ashish_Vaswani` · `Association_for_Computational_Linguistics` · `Association_rule_learning` · `Astroinformatics` · `Attention_(machine_learning)` · [[Augmented_reality]] · `AutoGPT` · `Autoencoder` · `Automata_theory` · `Automated_decision-making` · `Automated_machine_learning` · `Automated_planning_and_scheduling` · `Automated_reasoning` · `Automated_theorem_proving` · `Autophagy` · `Autoregressive_model` · `BIRCH` · `Backdoor_(computing)` · `Backpropagation` · `Bank_fraud` · `Basis_function` · `Batch_normalization` · `Bayesian_inference` · `Bayesian_network` · `Behaviorism` · `Bernard_Widrow` · `Bias–variance_tradeoff` · `Big_data` · [[Bioinformatics]] · `Biology` · `Bitter_lesson` · [[Black_box]] · `Boltzmann_machine` · `Boosting_(machine_learning)` · `Bootstrap_aggregating` · `Bootstrapping_(statistics)` · `Brain` · `Brain–computer_interface` · `CLARION_(cognitive_architecture)` · `CURE_algorithm` · `Caffe_(software)` · `Cambridge_University_Press` · `Cannibalism` · `Canonical_correlation` · `Carla_Brodley` · `CatBoost` · `Centroid` · `ChatGPT` · `Chatbot` · `Chatbot_psychosis` · `Checkers` · `Chemical_synapse` · `Cheminformatics` · `Chinese_room` · `Christopher_Bishop` · `Christopher_D._Manning` · `Classification` · [[Claude_Shannon]] · `Cliff_Shaw` · `Cluster_analysis` · `Coefficient_of_determination` · `Cognitive_architecture` · [[Cognitive_systems_engineering]] · `Commission_for_Racial_Equality` · [[Communication_protocol]] · `Comparison_of_machine_learning_software` · `Competition_in_artificial_intelligence` · `Computability_theory` · `Computational_anatomy` · `Computational_biology` · `Computational_chemistry` · `Computational_complexity` · `Computational_complexity_of_matrix_multiplication` · `Computational_complexity_theory` · `Computational_economics` · `Computational_engineering` · `Computational_geometry` · `Computational_intelligence` · `Computational_learning_theory` · `Computational_linguistics` · `Computational_mathematics` · `Computational_physics` · `Computational_problem` · `Computational_propaganda` · `Computational_social_science` · `Computational_statistics` · `Computer_accessibility` · `Computer_animation` · [[Computer_architecture]] · `Computer_data_storage` · `Computer_graphics` · [[Computer_hardware]] · `Computer_network` · `Computer_program` · [[Computer_science]] · `Computer_security` · `Computer_vision` · `Computing` · `Computing_Machinery_and_Intelligence` · `Computing_platform` · `Concurrency_(computer_science)` · `Concurrent_computing` · `Conditional_independence` · `Conditional_random_field` · `Conference_on_Computer_Vision_and_Pattern_Recognition` · `Conference_on_Neural_Information_Processing_Systems` · `Confusion_matrix` · `Conjugate_gradient_method` · `Connectionism` · `Constraint_satisfaction_problem` · `Continuous_production` · `Control_flow` · [[Control_theory]] · [[Convolution]] · `Convolutional_neural_network` · `Corinna_Cortes` · `Covariance_function` · `Cross-validation_(statistics)` · `Crowdsourcing` · `Cryptography` · `Curriculum_learning` · `Cyber-physical_system` · `Cyberwarfare` · `DALL-E` · `DBSCAN` · `DBpedia` · `Daniel_Kokotajlo_(researcher)` · `Dartmouth_workshop` · `Data` · `Data_analysis` · `Data_augmentation` · `Data_collection` · [[Data_compression]] · `Data_mining` · `Data_quality` · `Database` · `David_J._C._MacKay` · `David_Rumelhart` · `David_Silver_(computer_scientist)` · `Decision_boundary` · `Decision_support_system` · `Decision_tree` · `Decision_tree_learning` · `Deductive_classifier` · `DeepDream` · `DeepSpeed` · `Deep_learning` · `Deep_learning_speech_synthesis` · `Deepfake` · `Deepfake_pornography` · `Deeplearning4j` · `Demis_Hassabis` · `Dempster–Shafer_theory` · `Density_estimation` · [[Dependability]] · `Differentiable_neural_computer` · `Differentiable_programming` · `Diffusion_model` · `Diffusion_process` · `Digital_art` · [[Digital_library]] · `Digital_marketing` · `Dimensionality_reduction` · `Directed_acyclic_graph` · `Discovery_(observation)` · `Discrete_mathematics` · `Distributed_artificial_intelligence` · `Distributed_computing` · `Dlib` · `Document_management_system` · `Domain-specific_language` · `Donald_O._Hebb` · `Double-track_railway` · `Double_descent` · `Dream_Machine_(text-to-video_model)` · `Dynamic_Bayesian_network` · [[Dynamic_programming]] · `E-commerce` · `ECML_PKDD` · `ELKI` · `Echo_state_network` · `Edge_device` · `Educational_technology` · `Ehud_Shapiro` · `Electrocardiography` · `Electrochemical_RAM` · `Electronic_design_automation` · `Electronic_publishing` · `Electronic_voting` · `ElevenLabs` · `Embedded_system` · `Empirical_Methods_in_Natural_Language_Processing` · `Empirical_risk_minimization` · `Ensemble_learning` · `Enterprise_information_system` · `Enterprise_software` · `Errors_and_residuals` · `Ethics` · `Ethics_of_artificial_intelligence` · `European_Conference_on_Computer_Vision` · `Evolutionary_algorithm` · `Expectation–maximization_algorithm` · [[Expert_system]] · `Explainable_artificial_intelligence` · `Exploratory_data_analysis` · `Exploratory_factor_analysis` · `Extended_reality` · `Facial_recognition_system` · `Fact` · `Factor_analysis` · `Fairness_(machine_learning)` · `False_positive_rate` · [[Fault_tolerance]] · `Feature_(machine_learning)` · `Feature_engineering` · `Feature_learning` · `Federated_learning` · `Feedforward_neural_network` · `Fei-Fei_Li` · `Few-shot_learning` · `Field-programmable_gate_array` · `Flux_(text-to-image_model)` · `Form_factor_(design)` · `Formal_language` · `Formal_methods` · `Frank_Rosenblatt` · `François_Chollet` · `Friendly_artificial_intelligence` · `Functional_programming` · `Fuzzy_clustering` · `Fuzzy_logic` · `GPT_Image` · [[Game_theory]] · `Gated_recurrent_unit` · `Gating_mechanism` · `Gboard` · `General_game_playing` · `General_linear_model` · `Generative_AI` · `Generative_adversarial_network` · `Generative_audio` · `Generative_engine_optimization` · `Generative_model` · [[Genetic_algorithm]] · `Genie_(world_model)` · `Gensim` · `Geoffrey_Hinton` · `Geographic_information_system` · `Geolitica` · `Gerrymandering` · `Glenfinnan_Viaduct` · `Glossary_of_artificial_intelligence` · `Go_(game)` · `Goof` · `Google` · `Google_APIs` · `Google_Cloud_Platform` · `Google_Colab` · `Gordon_Plotkin` · `Gradient_descent` · `Grammar_induction` · `Graph_neural_network` · `Graphical_model` · [[Graphics_processing_unit]] · `Green_computing` · `Grok_sexual_deepfake_scandal` · `H2O_(software)` · `Hallucination` · `Hallucination_(artificial_intelligence)` · `Handwriting_recognition` · `Hardware_acceleration` · `Hardware_security` · `Harvard_University` · `Health_informatics` · `Hebbian_theory` · [[Herbert_A._Simon]] · `Heuristic` · `Heuristic_(computer_science)` · `Hidden_Markov_model` · `Hierarchical_clustering` · `Highway_network` · `History_of_artificial_intelligence` · `House_of_Habsburg` · `Human-centered_computing` · `Human-in-the-loop` · `Human_brain` · `Human_image_synthesis` · `Humanity's_Last_Exam` · `Human–AI_interaction` · `Human–computer_interaction` · `Hutter_Prize` · `Hyperparameter_(machine_learning)` · `IBM` · `IBM_Watson` · `IBM_Watson_Studio` · `IBM_Watsonx` · `IEEE_Spectrum` · `IEEE_Transactions_on_Pattern_Analysis_and_Machine_Intelligence` · `Ian_Goodfellow` · `Ideogram_(text-to-image_model)` · `Ilya_Sutskever` · [[Image_compression]] · `Imagen_(text-to-image_model)` · `Imitation_learning` · `Imprecise_probability` · `Inbreeding` · `Independent_component_analysis` · `Inductive_logic_programming` · `Inductive_programming` · [[Inductive_reasoning]] · [[Industrial_process_control]] · `Infer.NET` · `Inference_engine` · `Influence_diagram` · `Information_retrieval` · `Information_security` · [[Information_system]] · [[Information_theory]] · `Institute_of_Electrical_and_Electronics_Engineers` · `Insurance` · `Integrated_circuit` · `Integrated_development_environment` · `Intelligent_agent` · `Interaction_design` · `International_Conference_on_Computational_Intelligence_Methods_for_Bioinformatics_and_Biostatistics` · `International_Conference_on_Computer_Vision` · `International_Conference_on_Intelligent_Robots_and_Systems` · `International_Conference_on_Learning_Representations` · `International_Conference_on_Machine_Learning` · `International_Joint_Conference_on_Artificial_Intelligence` · `Internet_fraud` · `Interpreter_(computing)` · `Intrusion_detection_system` · `Investigative_journalism` · `Investment_management` · `Isolation_forest` · `It's_the_Most_Terrible_Time_of_the_Year` · `JASP` · `James_Goodnight` · `Jan_Leike` · `Jerome_H._Friedman` · `John_Hopfield` · `John_McCarthy_(computer_scientist)` · `John_Schulman` · [[John_von_Neumann]] · `Joseph_Weizenbaum` · `Journal_of_Machine_Learning_Research` · `Jubatus` · `Jürgen_Schmidhuber` · `K-SVD` · `K-means_clustering` · `K-nearest_neighbors_algorithm` · `KNIME` · `KXEN_Inc.` · `Keras` · `Kernel_regression` · `Kling_AI` · `Knowledge_base` · `Knowledge_distillation` · `Knowledge_graph_embedding` · `Knowledge_representation_and_reasoning` · `Kubeflow` · `Kunihiko_Fukushima` · `LIBSVM` · `LIDA_(cognitive_architecture)` · `LIONsolver` · `Labeled_data` · `Language_model` · `Large_language_model` · `Latent_diffusion_model` · `LeNet` · `Learning_classifier_system` · `Learning_curve_(machine_learning)` · `Learning_to_rank` · `Left-_and_right-hand_traffic` · `Leo_Breiman` · `Lethal_autonomous_weapon` · `Library_(computing)` · `LightGBM` · `Linear_classifier` · `Linear_discriminant_analysis` · `Linear_regression` · `List_of_Julia_software_and_tools` · `List_of_Python_software` · `List_of_algorithms` · `List_of_artificial_intelligence_companies` · `List_of_artificial_intelligence_projects` · `List_of_computer_size_categories` · `List_of_datasets_for_machine-learning_research` · `List_of_datasets_in_computer_vision_and_image_processing` · `List_of_large_language_models` · [[Lists_of_open-source_artificial_intelligence_software]] · `Local_outlier_factor` · `Logic_in_computer_science` · `Logic_programming` · `Logical_conjunction` · `Logistic_regression` · `Long_short-term_memory` · `Loss_function` · `Loss_functions_for_classification` · `Lotfi_A._Zadeh` · `Luca_Carloni` · `M-theory_(learning_framework)` · `MATLAB` · `ML.NET` · `Machine_Learning_(journal)` · `Machine_ethics` · `Machine_learning_control` · `Machine_learning_in_bioinformatics` · `Machine_learning_in_earth_sciences` · `Machine_learning_in_physics` · `Machine_perception` · `Machine_translation` · `Machine_unlearning` · `Mallet_(software_project)` · `Mamba_(deep_learning_architecture)` · `Manifold` · `Manifold_hypothesis` · `Map_(mathematics)` · `Marketing` · `Markov_decision_process` · `Marvin_Minsky` · `Mathematical_analysis` · `Mathematical_induction` · [[Mathematical_model]] · [[Mathematical_optimization]] · [[Mathematical_software]] · `Matrix_(mathematics)` · `Matrix_decomposition` · `Mean_shift` · `Mechanistic_interpretability` · `Medical_diagnosis` · `Mehryar_Mohri` · `Memtransistor` · `Meta-learning_(computer_science)` · `Michal_Aharon` · `Microsoft_Cognitive_Toolkit` · `Middleware` · `Midjourney` · `Military_applications_of_artificial_intelligence` · `MindSpore` · `Misinformation` · `Mlpack` · `Mobile_computing` · `Model_Context_Protocol` · `Model_collapse` · `Model_compression` · `Model_of_computation` · `Model_selection` · `Modeling_language` · `MuZero` · `Multi-agent_reinforcement_learning` · [[Multi-agent_system]] · `Multi-task_learning` · `Multidimensional_system` · `Multilayer_perceptron` · `Multilinear_subspace_learning` · `Multimedia_database` · `Multimodal_learning` · [[Multiprocessing]] · [[Multithreading_(computer_architecture)]] · `Multivariate_normal_distribution` · `Mustafa_Suleyman` · `Naive_Bayes_classifier` · `Naomi_Altman` · `Nathaniel_Rochester_(computer_scientist)` · `Natural_language_processing` · `Natural_selection` · `Nature_Machine_Intelligence` · `Nature_Methods` · `Netflix` · `Netflix_Prize` · `Network_architecture` · `Network_performance` · `Network_scheduler` · `Network_security` · `Network_service` · `Network_simulation` · `Networking_hardware` · `Neural_Computation_(journal)` · `Neural_Designer` · `Neural_Turing_machine` · `Neural_field` · `Neural_machine_translation` · [[Neural_network_(machine_learning)]] · `Neural_radiance_field` · `Neuro-symbolic_AI` · `NeuroSolutions` · `Neuromorphic_computing` · `Neuron` · `Nils_John_Nilsson` · `Noam_Shazeer` · `Non-negative_matrix_factorization` · `Normalization_(machine_learning)` · `Numerical_analysis` · `OPTICS_algorithm` · `Oasis_(Minecraft_clone)` · `Occam_learning` · `Oliver_Selfridge` · `Online_advertising` · `Online_integrated_development_environment` · `Online_machine_learning` · `Ontology_learning` · `Open-source_artificial_intelligence` · `OpenAI` · `OpenAI_Five` · `OpenCV` · `OpenCog` · `OpenNN` · `Open_source` · `Operating_system` · `Operational_definition` · [[Operations_research]] · `Optical_character_recognition` · `Oracle_Cloud` · `Oracle_Data_Mining` · `Orange_(software)` · `Ordinary_least_squares` · `Organization_of_Behavior` · `Oriol_Vinyals` · `Outlier` · `Outline_of_computer_science` · `Outline_of_machine_learning` · `Overfitting` · `Parallel_computing` · `Parameter` · `Paraphrase` · `Pattern_recognition` · `Paul_Werbos` · `Pause_Giant_AI_Experiments:_An_Open_Letter` · `Pedro_Domingos` · `Perceptron` · `Peripheral` · `Peter_E._Hart` · `Peter_Norvig` · `Philosophy_of_artificial_intelligence` · `Photograph_manipulation` · `Physical_Review_E` · `Physical_neural_network` · `Physics-informed_neural_networks` · `Platt_scaling` · `Policy_gradient_method` · `PolyAnalyst` · `Polynomial_regression` · `Possibility_theory` · `Post-training_of_large_language_models` · `Precautionary_principle` · `Precision_agriculture` · `Pricing` · `Principal_component_analysis` · `Printed_circuit_board` · `ProPublica` · `Probabilistic_classification` · [[Probability]] · `Probability_mass_function` · `Probability_theory` · `Probably_approximately_correct_learning` · `Procedural_reasoning_system` · `Processor_(computing)` · `Product_placement` · `Programming_language` · `Programming_language_theory` · `Programming_paradigm` · `Programming_team` · `Programming_tool` · `Progress_in_artificial_intelligence` · `Project_Debater` · `Prolog` · `Prompt_engineering` · `Proper_generalized_decomposition` · `Pruning_(artificial_neural_network)` · `Punched_tape` · `PyTorch` · `PyTorch_Lightning` · `Q-learning` · [[Quantum_computing]] · `Quantum_machine_learning` · `Quasi-Newton_method` · `Quoc_V._Le` · `ROOT` · `Rakesh_Agrawal_(computer_scientist)` · `Random_forest` · `Random_sample_consensus` · `Randomized_algorithm` · `Ranking` · `RapidMiner` · `Ray_Solomonoff` · [[Real-time_computing]] · `Real_number` · `Reasoning_model` · `Reasoning_system` · `Receiver_operating_characteristic` · [[Recommender_system]] · `Recraft` · `Recurrent_neural_network` · `Recursive_self-improvement` · `Regression_analysis` · `Regularization_(mathematics)` · `Regulation_of_artificial_intelligence` · `Regulation_of_artificial_intelligence_in_the_United_States` · [[Reinforcement_learning]] · `Reinforcement_learning_from_human_feedback` · `Relevance_vector_machine` · `Removal_of_Sam_Altman_from_OpenAI` · `Rendering_(computer_graphics)` · `Requirements_analysis` · `Reservoir_computing` · `Residual_neural_network` · `Restricted_Boltzmann_machine` · `Retrieval-augmented_generation` · `Richard_O._Duda` · `Ridge_regression` · `Riffusion` · `Robert_Tibshirani` · `Robot_control` · `Robot_learning` · `Robot_locomotion` · [[Robotics]] · `Rule-based_machine_learning` · `Rule-based_system` · `Runway_(company)` · `SAS_(software)` · `SPSS_Modeler` · `Scikit-learn` · `Search_algorithm` · `Security_hacker` · `Security_service_(telecommunication)` · `Seedance_2.0` · `Self-driving_car` · `Self-organizing_map` · `Self-supervised_learning` · `Semantic_analysis_(machine_learning)` · `Semantic_reasoner` · `Sensitivity_and_specificity` · [[Sensor]] · `Sentiment_analysis` · `Seppo_Linnainmaa` · `SequenceL` · `Seymour_Papert` · `Shogun_(toolbox)` · `Shun'ichi_Amari` · `Sigmoid_function` · [[Signal_processing]] · `Similarity_learning` · `Social_computing` · `Social_network` · `Social_software` · `Softmax_function` · `Software_agent` · `Software_configuration_management` · `Software_construction` · `Software_deployment` · `Software_design` · `Software_development` · `Software_development_process` · [[Software_engineering]] · `Software_framework` · `Software_maintenance` · [[Software_quality]] · `Software_repository` · `Solid_modeling` · `Solomonoff's_theory_of_inductive_inference` · `Sonar` · `Sora_(text-to-video_model)` · `Sparse_dictionary_learning` · `Sparse_matrix` · `Speech_recognition` · `Spiking_neural_network` · `Splunk` · `Springer_Nature` · `Springer_Science+Business_Media` · `St_George's,_University_of_London` · `Stable_Diffusion` · `Statement_on_AI_Risk` · `State–action–reward–state–action` · `Statistical_classification` · `Statistical_inference` · `Statistical_learning_in_language_acquisition` · `Statistical_learning_theory` · `Statistics` · `Stephen_Grossberg` · `Stevan_Harnad` · `Stochastic_computing` · `Stochastic_gradient_descent` · `Stochastic_process` · `Structural_health_monitoring` · `Structured_prediction` · `Stuart_J._Russell` · `Sun_Microsystems` · `Suno_(platform)` · `Supervised_learning` · `Support_vector_machine` · `Swarm_intelligence` · `Symbolic_artificial_intelligence` · `Synapse` · `Syntactic_pattern_recognition` · `Synthetic_data` · `System_on_a_chip` · `T-distributed_stochastic_neighbor_embedding` · `Takeo_Kanade` · `Task_(computing)` · `Tay_(chatbot)` · `Taylor_Swift_deepfake_pornography_controversy` · `Technological_unemployment` · [[Telecommunications]] · `Temporal_difference_learning` · [[Tensor]] · `TensorFlow` · `Tensor_Processing_Unit` · `Text-to-image_model` · `Text-to-video_model` · `Text_corpus` · `The_Jacobite_(steam_train)` · `The_Master_Algorithm` · `The_Register` · `The_Wall_Street_Journal` · `Theano_(software)` · `Theoretical_computer_science` · `Theory_of_computation` · `Théâtre_D'opéra_Spatial` · `Time_(magazine)` · `Time_complexity` · [[Time_series]] · `Timeline_of_artificial_intelligence` · `Timeline_of_machine_learning` · `TinyML` · `Titanic` · `Tom_M._Mitchell` · `Tomasz_Imieliński` · `Tomographic_reconstruction` · `Topic_model` · `Topological_deep_learning` · `Torch_(machine_learning)` · `Training,_validation,_and_test_data_sets` · `Transfer_learning` · `Transformer_(deep_learning)` · `Trevor_Hastie` · `Turing_test` · `U-Net` · `Uber` · `Ubiquitous_computing` · `Udio` · `Uncanny_valley` · `Uncertainty_quantification` · `Unsupervised_learning` · `Vapnik–Chervonenkis_theory` · `Variational_autoencoder` · `Veo_(text-to-video_model)` · [[Very-large-scale_integration]] · `Vibe_coding` · `Video_game` · `Vinod_Khosla` · `Virtual_machine` · `Virtual_politician` · [[Virtual_reality]] · `Vision_transformer` · `Visualization_(graphics)` · `Voiceverse_NFT_plagiarism_scandal` · `Vowpal_Wabbit` · `Walter_Pitts` · `Warren_Sturgis_McCulloch` · `WaveNet` · [[Wayback_Machine]] · `Weak_artificial_intelligence` · `Weak_supervision` · `Wearable_computer` · `Weight_initialization` · `Whisper_(speech_recognition_system)` · `White-box_testing` · `Wikidata` · `Wireless_sensor_network` · `Word_embedding` · `Word_processor` · `Workplace_impact_of_artificial_intelligence` · `World_Wide_Web` · `World_model_(artificial_intelligence)` · `XGBoost` · `YAGO_(database)` · `Yann_LeCun` · `Yooreeka` · `Yoshua_Bengio` · `Zero-shot_learning` ## From the Real GENERATIVE library  *Machine learning — placed from the Real G.E.N.E.R.A.T.I.V.E. course library (Computation and Cybersecurity room). Source: Wikimedia Commons (via Wikipedia article media). [Details & license](https://commons.wikimedia.org/wiki/File:Dall-e_3_%28jan_%2724%29_artificial_intelligence_icon.png).* > Machine learning (ML) is a field of study in artificial intelligence concerned with the development and study of statistical algorithms that can learn from data and generalize to unseen data, and thus perform tasks without explicit instructions.[1] Advances in the field of deep learning have allowed neural networks to surpass many previous approaches in perf ([Wikipedia](https://en.wikipedia.org/wiki/Machine_learning)) <!-- REAL-GENERATIVE-MEDIA:END --> > Summary stub · part of Systems Science · [Wikipedia source](https://en.wikipedia.org/wiki/Machine_learning) ## Summary Machine learning (ML) is a field of study in [[Artificial_intelligence|artificial intelligence]] concerned with the development and study of statistical algorithms that can learn from data and generalize to unseen data, and thus perform tasks without explicit instructions. Within a subdiscipline in machine learning, advances in the field of deep learning have allowed neural networks, a class of statistical algorithms, to surpass many previous machine learning approaches in performance. ## Key points - Machine learning (ML) is a field of study in artificial intelligence concerned with the development and study of statistical algorithms that can learn from data and generalize to unseen data, and thus perform tasks without explicit instructions - Within a subdiscipline in machine learning, advances in the field of deep learning have allowed neural networks, a class of statistical algorithms, to surpass many previous machine learning approaches in performance. - Related to systems science as a key concept or application ## Relation to Systems Science Machine learning is fundamental to [[Network_science|network science]] and complex systems analysis within systems science. ## Sources - [Machine learning — Wikipedia](https://en.wikipedia.org/wiki/Machine_learning) Back to Systems Science --- <!-- SEMIOTIC-PROFILE:START --> ## Semiotic profile > *The semiotic universals this article invokes, machine-derived from the crossref — **unverified** (born so). Populated 2026-07-06 for the Systems room.* **Universals (3):** 🟡 science (7) · 🟡 system (7) · 🟢 network (4) **Enter by sign:** Systems Semiotic Gateway · Alphabetum · Icon Registry · ← Systems Portal <!-- SEMIOTIC-PROFILE:END --> <!-- REAL-GENERATIVE-MEDIA:START --> ## Wikipedia : Wikitube **Strict pair:** [Wikipedia](https://en.wikipedia.org/wiki/Machine_learning) : [Wikitube](https://en.wikitube.io/wiki/Machine_learning) ## Previous hub tags Tree parents: [[Complex_system]] · [[Control_theory]] · [[Cybernetics]] · [[Dynamical_system]] · [[Emergence]] · [[Feedback]] · [[Graph_theory]] · [[Information_theory]] · [[Self-organization]] · [[Systems_science]] · [[Systems_theory]]. Legacy hubs: none. --- *Sources: 2 legacy notes. Minted wave 1, 2026-07-30 (v1.6 order).*