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Outline of artificial intelligence
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<h2 id="ai-algorithms-and-techniques">AI algorithms and techniques</h2> <p class="note">Main article: <a href="/facts/Artificial_intelligence/lJGauQwX">Artificial intelligence § Tools</a></p> <h3>Search</h3> <ul><li>Discrete <a href="/facts/Search_algorithm/eJuw0nyz">search algorithms</a><a class="footnote-ref" id="fnref:1" href="#fn:1"><sup>1</sup></a> <ul><li>Uninformed search<a class="footnote-ref" id="fnref:2" href="#fn:2"><sup>2</sup></a> <ul><li><a href="/facts/Brute_force_search/YU2fzBIt">Brute force search</a></li> <li><a href="/facts/Search_tree/zJIIMEH8">Search tree</a> <ul><li><a href="/facts/Breadth-first_search/2kulDXCx">Breadth-first search</a></li> <li><a href="/facts/Depth-first_search/luxJKVph">Depth-first search</a></li></ul></li> <li><a href="/facts/State_space_search/bky9oQSb">State space search</a></li></ul></li> <li>Informed search<a class="footnote-ref" id="fnref:3" href="#fn:3"><sup>3</sup></a> <ul><li><a href="/facts/Best-first_search/jaIwMxBE">Best-first search</a></li> <li><a href="/facts/A*_search_algorithm/BXFmt6hz">A* search algorithm</a></li> <li><a href="/facts/Heuristics/BcBEkv9c">Heuristics</a></li> <li><a href="/facts/Pruning_(algorithm)/6qouQTdV">Pruning (algorithm)</a></li></ul></li> <li>Adversarial search <ul><li><a href="/facts/Minmax_algorithm/VMjmmzGE">Minmax algorithm</a></li></ul></li> <li>Logic as search<a class="footnote-ref" id="fnref:4" href="#fn:4"><sup>4</sup></a> <ul><li><a href="/facts/Production_system_(computer_science)/v8XkbgJJ">Production system (computer science)</a>, <a href="/facts/Rule_based_system/xmlMNr7j">Rule based system</a></li> <li><a href="/facts/Production_system_(computer_science)/v8XkbgJJ">Production rule</a>, <a href="/facts/Inference_rule/QV5NklQ9">Inference rule</a>, <a href="/facts/Horn_clause/3IRKqnp1">Horn clause</a></li> <li><a href="/facts/Forward_chaining/FJjYIf6S">Forward chaining</a></li> <li><a href="/facts/Backward_chaining/St5dtGYq">Backward chaining</a></li></ul></li> <li>Planning as search<a class="footnote-ref" id="fnref:5" href="#fn:5"><sup>5</sup></a> <ul><li><a href="/facts/State_space_search/bky9oQSb">State space search</a></li> <li><a href="/facts/Means%E2%80%93ends_analysis/1D5uRfU5">Means–ends analysis</a></li></ul></li></ul></li></ul> <h3>Optimization search</h3> <ul><li><a href="/facts/Optimization_(mathematics)/oRn8Iv5I">Optimization (mathematics)</a> algorithms<a class="footnote-ref" id="fnref:6" href="#fn:6"><sup>6</sup></a> <ul><li><a href="/facts/Hill_climbing/CMtyufA5">Hill climbing</a></li> <li><a href="/facts/Simulated_annealing/JCmHqd3t">Simulated annealing</a></li> <li><a href="/facts/Beam_search/EFPaqKkM">Beam search</a></li> <li><a href="/facts/Random_optimization/VP7B9RfI">Random optimization</a></li></ul></li> <li><a href="/facts/Evolutionary_computation/qXyxPI8j">Evolutionary computation</a><a class="footnote-ref" id="fnref:7" href="#fn:7"><sup>7</sup></a><a class="footnote-ref" id="fnref:8" href="#fn:8"><sup>8</sup></a><a class="footnote-ref" id="fnref:9" href="#fn:9"><sup>9</sup></a><a class="footnote-ref" id="fnref:10" href="#fn:10"><sup>10</sup></a> <ul><li><a href="/facts/Genetic_algorithms/WP2AFWuW">Genetic algorithms</a></li> <li><a href="/facts/Gene_expression_programming/jPvNjy6N">Gene expression programming</a></li> <li><a href="/facts/Genetic_programming/kGa2jr0w">Genetic programming</a></li> <li><a href="/facts/Differential_evolution/mcMagaB2">Differential evolution</a></li></ul></li> <li>Society based learning algorithms.<a class="footnote-ref" id="fnref:11" href="#fn:11"><sup>11</sup></a><a class="footnote-ref" id="fnref:12" href="#fn:12"><sup>12</sup></a> <ul><li><a href="/facts/Swarm_intelligence/fI8461G4">Swarm intelligence</a></li> <li><a href="/facts/Particle_swarm_optimization/QYo2YaP7">Particle swarm optimization</a></li> <li><a href="/facts/Ant_colony_optimization/SXGYs630">Ant colony optimization</a></li> <li><a href="/facts/Metaheuristic/ECF71Rez">Metaheuristic</a></li></ul></li></ul> <h3>Logic</h3> <ul><li><a href="/facts/Logic/8JnpJLtt">Logic</a> and <a href="/facts/Automated_reasoning/x5EdkKoU">automated reasoning</a><a class="footnote-ref" id="fnref:13" href="#fn:13"><sup>13</sup></a> <ul><li>Programming using logic <ul><li><a href="/facts/Logic_programming/Xgh8lj3F">Logic programming</a></li> <li>See "Logic as search" above.</li></ul></li> <li>Forms of Logic <ul><li><a href="/facts/Propositional_logic/MNt5v31V">Propositional logic</a><a class="footnote-ref" id="fnref:14" href="#fn:14"><sup>14</sup></a></li> <li><a href="/facts/First-order_logic/lcISqWIg">First-order logic</a><a class="footnote-ref" id="fnref:15" href="#fn:15"><sup>15</sup></a> <ul><li><a href="/facts/First-order_logic/lcISqWIg">First-order logic</a> with <a href="/facts/Equality_(mathematics)/AQCuumLg">equality</a></li> <li><a href="/facts/Constraint_satisfaction/PXI74p1T">Constraint satisfaction</a></li></ul></li> <li><a href="/facts/Fuzzy_logic/1PvN4Att">Fuzzy logic</a><a class="footnote-ref" id="fnref:16" href="#fn:16"><sup>16</sup></a><a class="footnote-ref" id="fnref:17" href="#fn:17"><sup>17</sup></a> <ul><li><a href="/facts/Fuzzy_set_theory/BGWudHJq">Fuzzy set theory</a></li> <li><a href="/facts/Fuzzy_systems/SMamr5qY">Fuzzy systems</a></li> <li><a href="/facts/Combs_method/QoGrM3an">Combs method</a></li> <li><a href="/facts/Ordered_weighted_averaging_aggregation_operator/x5bHdbQz">Ordered weighted averaging aggregation operator</a></li> <li><a href="/facts/Perceptual_Computing/s5oq3Mte">Perceptual Computing</a> –</li></ul></li> <li><a href="/facts/Default_reasoning/09U8E2yt">Default reasoning</a> and other solutions to the <a href="/facts/Frame_problem/fc1FMlzH">frame problem</a> and <a href="/facts/Qualification_problem/IVIe2WYc">qualification problem</a><a class="footnote-ref" id="fnref:18" href="#fn:18"><sup>18</sup></a> <ul><li><a href="/facts/Non-monotonic_logic/spCh6Lco">Non-monotonic logic</a></li> <li><a href="/facts/Abductive_reasoning/QoHNqvKT">Abductive reasoning</a><a class="footnote-ref" id="fnref:19" href="#fn:19"><sup>19</sup></a></li> <li><a href="/facts/Default_logic/09U8E2yt">Default logic</a></li> <li><a href="/facts/Circumscription_(logic)/NUlsxCPS">Circumscription (logic)</a></li> <li><a href="/facts/Closed_world_assumption/Fnoe5m4F">Closed world assumption</a></li></ul></li></ul></li> <li>Domain specific logics <ul><li>Representing categories and relations<a class="footnote-ref" id="fnref:20" href="#fn:20"><sup>20</sup></a> <ul><li><a href="/facts/Description_logic/9jpPaDsn">Description logics</a></li> <li><a href="/facts/Semantic_network/mt7FlP53">Semantic networks</a></li> <li><a href="/facts/Inheritance_(object-oriented_programming)/a7R1xv8n">Inheritance (object-oriented programming)</a></li> <li><a href="/facts/Frame_(artificial_intelligence)/YnQaR34X">Frame (artificial intelligence)</a></li> <li><a href="/facts/Scripts_(artificial_intelligence)/KtTWIuka">Scripts (artificial intelligence)</a></li></ul></li> <li>Representing events and time<a class="footnote-ref" id="fnref:21" href="#fn:21"><sup>21</sup></a> <ul><li><a href="/facts/Situation_calculus/dGcIavPa">Situation calculus</a></li> <li><a href="/facts/Event_calculus/82A2yW5H">Event calculus</a></li> <li><a href="/facts/Fluent_calculus/Ieuy6qR4">Fluent calculus</a></li></ul></li> <li>Causes and effects<a class="footnote-ref" id="fnref:22" href="#fn:22"><sup>22</sup></a> <ul><li><a href="/facts/Causality/Swh496X7">causal calculus</a></li></ul></li> <li>Knowledge about knowledge <ul><li><a href="/facts/Belief_revision/yvQ7RHrg">Belief revision</a><a class="footnote-ref" id="fnref:23" href="#fn:23"><sup>23</sup></a></li> <li><a href="/facts/Modal_logic/I7uXvYYT">Modal logics</a><a class="footnote-ref" id="fnref:24" href="#fn:24"><sup>24</sup></a></li> <li><a href="/facts/Paraconsistent_logic/6HLVEvrr">paraconsistent logics</a></li></ul></li></ul></li> <li>Planning using logic<a class="footnote-ref" id="fnref:25" href="#fn:25"><sup>25</sup></a> <ul><li><a href="/facts/Satplan/jsGbvKHH">Satplan</a></li></ul></li> <li>Learning using logic<a class="footnote-ref" id="fnref:26" href="#fn:26"><sup>26</sup></a> <ul><li><a href="/facts/Inductive_logic_programming/gKc9Nxq4">Inductive logic programming</a></li> <li><a href="/facts/Explanation_based_learning/c6N3kEhE">Explanation based learning</a></li> <li>Relevance based learning</li> <li><a href="/facts/Case_based_reasoning/JkxLXCqF">Case based reasoning</a></li></ul></li> <li>General logic algorithms <ul><li><a href="/facts/Automated_theorem_proving/vKGvuKFI">Automated theorem proving</a></li></ul></li></ul></li></ul> <h3>Other symbolic knowledge and reasoning tools</h3> <p>Symbolic representations of knowledge </p> <ul><li><a href="/facts/Ontology_(information_science)/SQlhl6lp">Ontology (information science)</a> <ul><li><a href="/facts/Upper_ontology/Ij1JI4zz">Upper ontology</a></li> <li><a href="/facts/Domain_ontology/SQlhl6lp">Domain ontology</a></li></ul></li> <li><a href="/facts/Frame_(artificial_intelligence)/YnQaR34X">Frame (artificial intelligence)</a></li> <li><a href="/facts/Semantic_net/mt7FlP53">Semantic net</a> <ul><li><a href="/facts/Conceptual_Dependency_Theory/m33Yh08x">Conceptual Dependency Theory</a></li></ul></li></ul> <p>Unsolved problems in knowledge representation </p> <ul><li><a href="/facts/Default_reasoning/09U8E2yt">Default reasoning</a> <ul><li><a href="/facts/Frame_problem/fc1FMlzH">Frame problem</a></li> <li><a href="/facts/Qualification_problem/IVIe2WYc">Qualification problem</a></li></ul></li> <li><a href="/facts/Commonsense_knowledge/2pyWM2X6">Commonsense knowledge</a><a class="footnote-ref" id="fnref:27" href="#fn:27"><sup>27</sup></a></li></ul> <h3>Probabilistic methods for uncertain reasoning</h3> <ul><li>Stochastic methods for uncertain reasoning:<a class="footnote-ref" id="fnref:28" href="#fn:28"><sup>28</sup></a> <ul><li><a href="/facts/Bayesian_network/Ry31vq6T">Bayesian networks</a><a class="footnote-ref" id="fnref:29" href="#fn:29"><sup>29</sup></a></li> <li><a href="/facts/Bayesian_inference/tEpK3zLx">Bayesian inference</a> algorithm<a class="footnote-ref" id="fnref:30" href="#fn:30"><sup>30</sup></a></li> <li><a href="/facts/Bayesian_learning/tEpK3zLx">Bayesian learning</a> and the <a href="/facts/Expectation-maximization_algorithm/32P2bdBc">expectation-maximization algorithm</a><a class="footnote-ref" id="fnref:31" href="#fn:31"><sup>31</sup></a></li> <li><a href="/facts/Bayesian_decision_theory/BpFRxYBg">Bayesian decision theory</a> and Bayesian <a href="/facts/Decision_network/uEzLE5kK">decision networks</a><a class="footnote-ref" id="fnref:32" href="#fn:32"><sup>32</sup></a></li></ul></li> <li>Probabilistic perception and control: <ul><li><a href="/facts/Dynamic_Bayesian_network/Gm1jeuh2">Dynamic Bayesian networks</a><a class="footnote-ref" id="fnref:33" href="#fn:33"><sup>33</sup></a></li> <li><a href="/facts/Hidden_Markov_model/ur1zTAhP">Hidden Markov model</a><a class="footnote-ref" id="fnref:34" href="#fn:34"><sup>34</sup></a></li> <li><a href="/facts/Kalman_filter/wNK7rnbk">Kalman filters</a><a class="footnote-ref" id="fnref:35" href="#fn:35"><sup>35</sup></a></li> <li><a href="/facts/Fuzzy_Logic/1PvN4Att">Fuzzy Logic</a></li></ul></li> <li>Decision tools from economics: <ul><li><a href="/facts/Decision_theory/TbXcQX0v">Decision theory</a><a class="footnote-ref" id="fnref:36" href="#fn:36"><sup>36</sup></a></li> <li><a href="/facts/Decision_analysis/J2gxEMpa">Decision analysis</a><a class="footnote-ref" id="fnref:37" href="#fn:37"><sup>37</sup></a></li> <li>Information value theory<a class="footnote-ref" id="fnref:38" href="#fn:38"><sup>38</sup></a></li> <li><a href="/facts/Markov_decision_process/cVlWIDrw">Markov decision processes</a><a class="footnote-ref" id="fnref:39" href="#fn:39"><sup>39</sup></a></li> <li>Dynamic <a href="/facts/Decision_network/uEzLE5kK">decision networks</a><a class="footnote-ref" id="fnref:40" href="#fn:40"><sup>40</sup></a></li> <li><a href="/facts/Game_theory/zkEIj1ya">Game theory</a><a class="footnote-ref" id="fnref:41" href="#fn:41"><sup>41</sup></a></li> <li><a href="/facts/Mechanism_design/l3Uj6wfe">Mechanism design</a><a class="footnote-ref" id="fnref:42" href="#fn:42"><sup>42</sup></a></li></ul></li> <li><a href="/facts/Algorithmic_information_theory/Tltn3I0Y">Algorithmic information theory</a> <ul><li><a href="/facts/Algorithmic_probability/wGX52Xbw">Algorithmic probability</a></li></ul></li></ul> <h3>Classifiers and statistical learning methods</h3> <ul><li><a href="/facts/Classifier_(mathematics)/jXXHRkXR">Classifier (mathematics)</a> and <a href="/facts/Statistical_classification/jXXHRkXR">Statistical classification</a><a class="footnote-ref" id="fnref:43" href="#fn:43"><sup>43</sup></a> <ul><li><a href="/facts/Alternating_decision_tree/xUSd52QG">Alternating decision tree</a><a class="footnote-ref" id="fnref:44" href="#fn:44"><sup>44</sup></a></li> <li><a href="/facts/Artificial_neural_network/6V1jMlkx">Artificial neural network</a> (see below)<a class="footnote-ref" id="fnref:45" href="#fn:45"><sup>45</sup></a></li> <li><a href="/facts/K-nearest_neighbor_algorithm/Bs1UaAmE">K-nearest neighbor algorithm</a><a class="footnote-ref" id="fnref:46" href="#fn:46"><sup>46</sup></a></li> <li><a href="/facts/Kernel_methods/fYuURIPk">Kernel methods</a><a class="footnote-ref" id="fnref:47" href="#fn:47"><sup>47</sup></a> <ul><li><a href="/facts/Support_vector_machine/XobxpdBG">Support vector machine</a><a class="footnote-ref" id="fnref:48" href="#fn:48"><sup>48</sup></a></li></ul></li> <li><a href="/facts/Naive_Bayes_classifier/FmNHI688">Naive Bayes classifier</a><a class="footnote-ref" id="fnref:49" href="#fn:49"><sup>49</sup></a></li></ul></li></ul> <h3>Artificial neural networks</h3> <ul><li><a href="/facts/Artificial_neural_network/6V1jMlkx">Artificial neural networks</a><a class="footnote-ref" id="fnref:50" href="#fn:50"><sup>50</sup></a> <ul><li><a href="/facts/Network_topology/rBYE0kke">Network topology</a> <ul><li><a href="/facts/Feedforward_neural_network/CP0pPGDF">feedforward neural networks</a><a class="footnote-ref" id="fnref:51" href="#fn:51"><sup>51</sup></a> <ul><li><a href="/facts/Perceptron/ArxdkAC1">Perceptrons</a></li> <li><a href="/facts/Multi-layer_perceptron/jkq4t7Gy">Multi-layer perceptrons</a></li> <li><a href="/facts/Radial_basis_network/KBesEWD3">Radial basis networks</a></li> <li><a href="/facts/Convolutional_neural_network/kHEdnmGU">Convolutional neural network</a></li></ul></li> <li><a href="/facts/Recurrent_neural_network/bx7hBVB1">Recurrent neural networks</a><a class="footnote-ref" id="fnref:52" href="#fn:52"><sup>52</sup></a> <ul><li><a href="/facts/Long_short-term_memory/NBBVEoft">Long short-term memory</a><a class="footnote-ref" id="fnref:53" href="#fn:53"><sup>53</sup></a></li> <li><a href="/facts/Hopfield_network/xUBr6rpm">Hopfield networks</a><a class="footnote-ref" id="fnref:54" href="#fn:54"><sup>54</sup></a></li> <li><a href="/facts/Attractor_network/IeszC2ps">Attractor networks</a><a class="footnote-ref" id="fnref:55" href="#fn:55"><sup>55</sup></a></li></ul></li> <li><a href="/facts/Deep_learning/JLuwD3ea">Deep learning</a></li> <li><a href="/facts/Hybrid_neural_network/zUHJlVdR">Hybrid neural network</a></li></ul></li> <li><a href="/facts/Machine_learning/e0w0XJTu">Learning</a> algorithms for neural networks <ul><li><a href="/facts/Hebbian_learning/Mmtd6Dzt">Hebbian learning</a><a class="footnote-ref" id="fnref:56" href="#fn:56"><sup>56</sup></a></li> <li><a href="/facts/Backpropagation/lCsIdKHc">Backpropagation</a><a class="footnote-ref" id="fnref:57" href="#fn:57"><sup>57</sup></a></li> <li><a href="/facts/GMDH/kpk97NQL">GMDH</a></li> <li><a href="/facts/Competitive_learning/u0s7kch6">Competitive learning</a><a class="footnote-ref" id="fnref:58" href="#fn:58"><sup>58</sup></a></li> <li><a href="/facts/Supervised_learning/JlNFNPFt">Supervised</a> <a href="/facts/Backpropagation/lCsIdKHc">backpropagation</a><a class="footnote-ref" id="fnref:59" href="#fn:59"><sup>59</sup></a></li> <li><a href="/facts/Neuroevolution/8m8T65LC">Neuroevolution</a><a class="footnote-ref" id="fnref:60" href="#fn:60"><sup>60</sup></a></li> <li><a href="/facts/Restricted_Boltzmann_machine/D5afVGCs">Restricted Boltzmann machine</a><a class="footnote-ref" id="fnref:61" href="#fn:61"><sup>61</sup></a></li></ul></li></ul></li></ul> <h3>Biologically based or embodied</h3> <ul><li><a href="/facts/Behavior_based_AI/wNVe1IV9">Behavior based AI</a></li> <li><a href="/facts/Subsumption_architecture/cnXcTrj5">Subsumption architecture</a></li> <li><a href="/facts/Nouvelle_AI/3cQQvmWR">Nouvelle AI</a></li> <li><a href="/facts/Developmental_robotics/PKwbdSeu">Developmental robotics</a><a class="footnote-ref" id="fnref:62" href="#fn:62"><sup>62</sup></a></li> <li><a href="/facts/Situated/h5JYk4WK">Situated</a> AI</li> <li><a href="/facts/Bio-inspired_computing/TLbLNF2U">Bio-inspired computing</a></li> <li><a href="/facts/Artificial_immune_system/SxB3gsaB">Artificial immune systems</a></li> <li><a href="/facts/Embodied_cognitive_science/Iet5Ct6z">Embodied cognitive science</a></li> <li><a href="/facts/Embodied_cognition/zgewISTW">Embodied cognition</a></li> <li><a href="/facts/Free_energy_principle/Qgdkg134">Free energy principle</a></li></ul> <h3>Cognitive architecture and multi-agent systems</h3> <ul><li><a href="/facts/Artificial_intelligence_systems_integration/zfEcWqGD">Artificial intelligence systems integration</a></li> <li><a href="/facts/Cognitive_architecture/6EgYFrx5">Cognitive architecture</a> <ul><li><a href="/facts/LIDA_(cognitive_architecture)/yrCwpW3P">LIDA (cognitive architecture)</a></li> <li>AERA (AI architecture)</li></ul></li> <li><a href="/facts/Agent_architecture/mbBKYYha">Agent architecture</a></li> <li><a href="/facts/Control_system/8CEjIDlS">Control system</a> <ul><li><a href="/facts/Hierarchical_control_system/7G56Ulnq">Hierarchical control system</a></li> <li><a href="/facts/Networked_control_system/4zGuQHT0">Networked control system</a></li></ul></li> <li><a href="/facts/Distributed_artificial_intelligence/vN3Udkb5">Distributed artificial intelligence</a> –</li> <li><a href="/facts/Multi-agent_system/A85vt3UA">Multi-agent system</a> –</li> <li><a href="/facts/Hybrid_intelligent_system/6FTW3UkR">Hybrid intelligent system</a></li> <li><a href="/facts/Monitoring_and_Surveillance_Agents/ad8smUJf">Monitoring and Surveillance Agents</a></li> <li><a href="/facts/Blackboard_system/zdXSmaqA">Blackboard system</a></li></ul> <h2 id="philosophy">Philosophy</h2> <p class="note">Main articles: <a href="/facts/Artificial_intelligence/lJGauQwX">Artificial intelligence § Philosophy</a>, and <a href="/facts/Philosophy_of_AI/wlxbtGjL">Philosophy of AI</a></p> <h3>Definition of AI</h3> <ul><li>Pei Wang's definition of artificial intelligence</li> <li><a href="/facts/Dartmouth_workshop/su95lzPW">Dartmouth proposal</a> ("Every aspect of learning or any other feature of intelligence can in principle be so precisely described that a machine can be made to simulate it")</li> <li><a href="/facts/Turing_test/wEvf9DIr">Turing test</a> <ul><li><a href="/facts/Computing_Machinery_and_Intelligence/mSP1X3W9">Computing Machinery and Intelligence</a></li></ul></li> <li><a href="/facts/Intelligent_agent/8C2Q93Vw">Intelligent agent</a> and <a href="/facts/Rational_agent/x5dJh18Q">rational agent</a> <ul><li><a href="/facts/Action_selection/PQPAvJvl">Action selection</a></li></ul></li> <li><a href="/facts/AI_effect/rgu48qxq">AI effect</a></li> <li><a href="/facts/Synthetic_intelligence/kkkmL58I">Synthetic intelligence</a></li></ul> <h3>Classifying AI</h3> <ul><li>Symbolic vs sub-symbolic AI <ul><li><a href="/facts/Symbolic_AI/ACBwbcG6">Symbolic AI</a></li> <li><a href="/facts/Physical_symbol_system/mcfKIcyd">Physical symbol system</a></li> <li><a href="/facts/Dreyfus%27_critique_of_AI/QhqGjuGV">Dreyfus' critique of AI</a></li> <li><a href="/facts/Moravec%27s_paradox/uuhXrvxM">Moravec's paradox</a></li></ul></li> <li>Elegant and simple vs. ad-hoc and complex <ul><li><a href="/facts/Neats_and_scruffies/xU09MVBt">Neat vs. Scruffy</a></li> <li><i><a href="/facts/Society_of_Mind/4WnLK0dz">Society of Mind</a></i> (scruffy approach)</li> <li><i><a href="/facts/The_Master_Algorithm/AXFbb3s6">The Master Algorithm</a></i> (neat approach)</li></ul></li> <li>Level of generality and flexibility <ul><li><a href="/facts/Artificial_general_intelligence/vbxwaq8t">Artificial general intelligence</a></li> <li><a href="/facts/Narrow_AI/UVzAT21X">Narrow AI</a></li></ul></li> <li>Level of precision and correctness <ul><li><a href="/facts/Soft_computing/Em6u4h9N">Soft computing</a></li> <li>"Hard" computing</li></ul></li> <li>Level of intelligence <ul><li><a href="/facts/Progress_in_artificial_intelligence/SX9RqKh2">Progress in artificial intelligence</a></li> <li><a href="/facts/Superintelligence/VL1NaEPS">Superintelligence</a></li></ul></li> <li>Level of <a href="/facts/Consciousness/IAxmgt6c">consciousness</a>, <a href="/facts/Philosophy_of_mind/o6yNRjwd">mind</a> and <a href="/facts/Intentionality/IhExom05">understanding</a> <ul><li><a href="/facts/Chinese_room/YeKegsxS">Chinese room</a></li> <li><a href="/facts/Hard_problem_of_consciousness/Um6k4wz6">Hard problem of consciousness</a></li> <li><a href="/facts/Computationalism/bSFaF2rW">Computationalism</a></li> <li><a href="/facts/Functionalism_(philosophy_of_mind)/o5doIVHb">Functionalism (philosophy of mind)</a></li> <li><a href="/facts/Robot_rights/u7H0AbEV">Robot rights</a></li> <li><a href="/facts/User_illusion/2MenaqC5">User illusion</a></li> <li><a href="/facts/Artificial_consciousness/JWjqEWFc">Artificial consciousness</a></li></ul></li></ul> <h2 id="goals-and-applications">Goals and applications</h2> <p class="note">Main articles: <a href="/facts/Applications_of_artificial_intelligence/tIeFJjMo">Applications of artificial intelligence</a> and <a href="/facts/Artificial_intelligence/lJGauQwX">Artificial intelligence § Goals</a></p> <h3>General intelligence</h3> <ul><li><a href="/facts/Artificial_general_intelligence/vbxwaq8t">Artificial general intelligence</a> <ul><li><a href="/facts/AI-complete/Ik4mAVRy">AI-complete</a></li></ul></li></ul> <h3>Reasoning and Problem Solving</h3> <ul><li><a href="/facts/Automated_reasoning/x5EdkKoU">Automated reasoning</a></li> <li>Mathematics <ul><li><a href="/facts/Automated_theorem_prover/vKGvuKFI">Automated theorem prover</a></li> <li><a href="/facts/Computer-assisted_proof/Dnk4uESy">Computer-assisted proof</a> –</li> <li><a href="/facts/Computer_algebra/hjun1KAX">Computer algebra</a></li></ul></li> <li><a href="/facts/General_Problem_Solver/r0lMBqR7">General Problem Solver</a></li> <li><a href="/facts/Expert_system/CUCzSEaX">Expert system</a> – <ul><li><a href="/facts/Decision_support_system/HPeJMlRM">Decision support system</a> – <ul><li><a href="/facts/Clinical_decision_support_system/tSveUr6w">Clinical decision support system</a> –</li></ul></li></ul></li></ul> <h3>Knowledge representation</h3> <ul><li><a href="/facts/Knowledge_representation/9lnzyILD">Knowledge representation</a></li> <li><a href="/facts/Knowledge_management/RjjnVmRe">Knowledge management</a></li> <li><a href="/facts/Cyc/JyTurpR6">Cyc</a></li></ul> <h3>Planning</h3> <ul><li><a href="/facts/Automated_planning_and_scheduling/VL1TcrmD">Automated planning and scheduling</a></li> <li><a href="/facts/Strategic_planning/tTk7h0wx">Strategic planning</a></li> <li><a href="/facts/Sussman_anomaly/xmuSH8Iy">Sussman anomaly</a> –</li></ul> <h3>Learning</h3> <ul><li><a href="/facts/Machine_learning/e0w0XJTu">Machine learning</a> – <ul><li><a href="/facts/Constrained_Conditional_Models/W6jHv094">Constrained Conditional Models</a> –</li> <li><a href="/facts/Deep_learning/JLuwD3ea">Deep learning</a> –</li> <li><a href="/facts/Neural_modeling_fields/VwCQf2cq">Neural modeling fields</a> –</li> <li><a href="/facts/Supervised_learning/JlNFNPFt">Supervised learning</a> –</li> <li><a href="/facts/Weak_supervision/3EAoE32F">Weak supervision</a> (semi-supervised learning) –</li> <li><a href="/facts/Unsupervised_learning/8a6f61MC">Unsupervised learning</a> –</li></ul></li></ul> <h3>Natural language processing</h3> <ul><li><a href="/facts/Natural_language_processing/1hjMKsSN">Natural language processing</a> (<a href="/facts/Outline_of_natural_language_processing/khDfKqeY">outline</a>) – <ul><li><a href="/facts/Chatterbot/kASkMjs7">Chatterbots</a> –</li> <li><a href="/facts/Language_identification/PwGzN9Nt">Language identification</a> –</li> <li><a href="/facts/Large_language_model/WnogWVJY">Large language model</a> –</li> <li><a href="/facts/Natural-language_user_interface/TSsXHy2V">Natural language user interface</a> –</li> <li><a href="/facts/Natural-language_understanding/5waCJC1e">Natural language understanding</a> –</li> <li><a href="/facts/Machine_translation/DGF3NwuI">Machine translation</a> –</li> <li><a href="/facts/Statistical_semantics/A1p206ul">Statistical semantics</a> –</li> <li><a href="/facts/Question_answering/1gplmc6L">Question answering</a> –</li> <li><a href="/facts/Semantic_translation/DJ8vwc5c">Semantic translation</a> –</li> <li><a href="/facts/Concept_mining/wQ2rGLa7">Concept mining</a> – <ul><li><a href="/facts/Data_mining/AH53q5ac">Data mining</a> –</li> <li><a href="/facts/Text_mining/5QsIa3Cz">Text mining</a> –</li> <li><a href="/facts/Process_mining/7pcA65TD">Process mining</a> –</li></ul></li> <li><a href="/facts/E-mail_spam/ARJr6Aem">E-mail spam</a> filtering –</li> <li><a href="/facts/Information_extraction/DL9nMD2X">Information extraction</a> – <ul><li><a href="/facts/Named-entity_extraction/ko6GRQQd">Named-entity extraction</a> – <ul><li><a href="/facts/Coreference_resolution/UH4fUcND">Coreference resolution</a> –</li> <li><a href="/facts/Named-entity_recognition/ko6GRQQd">Named-entity recognition</a> –</li> <li><a href="/facts/Relationship_extraction/mqhXTxLN">Relationship extraction</a> –</li> <li><a href="/facts/Terminology_extraction/TRjKaWct">Terminology extraction</a> –</li></ul></li></ul></li></ul></li></ul> <h3>Perception</h3> <ul><li><a href="/facts/Machine_perception/2sQmptrY">Machine perception</a></li> <li><a href="/facts/Pattern_recognition/o1s38opj">Pattern recognition</a> –</li> <li><a href="/facts/Computer_Audition/aC6tFpAG">Computer Audition</a> – <ul><li><a href="/facts/Speech_recognition/z7S7Pgk6">Speech recognition</a> –</li> <li><a href="/facts/Speaker_recognition/9Td6nPY7">Speaker recognition</a> –</li></ul></li> <li><a href="/facts/Computer_vision/Tl2Yyk66">Computer vision</a> (<a href="/facts/Outline_of_computer_vision/XXXQKX8e">outline</a>) – <ul><li><a href="/facts/Image_processing/zenalNCf">Image processing</a></li> <li><a href="/facts/Intelligent_word_recognition/SdIvH4T8">Intelligent word recognition</a> –</li> <li><a href="/facts/Object_recognition/cdLpak1I">Object recognition</a> –</li> <li><a href="/facts/Optical_mark_recognition/93YhutS3">Optical mark recognition</a> – <ul><li><a href="/facts/Handwriting_recognition/RgdyWtDQ">Handwriting recognition</a> –</li> <li><a href="/facts/Optical_character_recognition/kdTyxa1l">Optical character recognition</a> – <ul><li><a href="/facts/Automatic_number_plate_recognition/5KaAGv7e">Automatic number plate recognition</a> –</li></ul></li></ul></li> <li><a href="/facts/Information_extraction/DL9nMD2X">Information extraction</a> – <ul><li><a href="/facts/Image_retrieval/pkcq1rTk">Image retrieval</a> – <ul><li><a href="/facts/Automatic_image_annotation/8V2cAfwG">Automatic image annotation</a> –</li></ul></li></ul></li> <li><a href="/facts/Facial_recognition_system/mtVxaDln">Facial recognition systems</a> – <ul><li><a href="/facts/Silent_speech_interface/F8qu237s">Silent speech interface</a> –</li> <li><a href="/facts/Activity_recognition/DtxKG9gp">Activity recognition</a> –</li></ul></li></ul></li> <li><a href="/facts/Percept_(artificial_intelligence)/hx3wNJx2">Percept (artificial intelligence)</a></li></ul> <h3>Robotics</h3> <ul><li><a href="/facts/Robotics/wkmvodJz">Robotics</a> – <ul><li><a href="/facts/Behavior-based_robotics/wNVe1IV9">Behavior-based robotics</a> –</li> <li><a href="/facts/Cognitive/ga0tSBul">Cognitive</a> –</li> <li><a href="/facts/Cybernetics/4qb58zbt">Cybernetics</a> –</li> <li><a href="/facts/Developmental_robotics/PKwbdSeu">Developmental robotics</a> –</li> <li><a href="/facts/Evolutionary_robotics/plY5k4cX">Evolutionary robotics</a> –</li></ul></li></ul> <h3>Control</h3> <ul><li><a href="/facts/Intelligent_control/Ja152R1y">Intelligent control</a></li> <li><a href="/facts/Self-management_(computer_science)/57wFIr7L">Self-management (computer science)</a> – <ul><li><a href="/facts/Autonomic_Computing/DNNtn9X6">Autonomic Computing</a> –</li> <li><a href="/facts/Autonomic_Networking/bzM7y4cj">Autonomic Networking</a> –</li></ul></li></ul> <h3>Social intelligence</h3> <ul><li><a href="/facts/Affective_computing/blEnsJcx">Affective computing</a></li> <li><a href="/facts/Kismet_(robot)/fr4TeNdk">Kismet</a></li></ul> <h3>Game playing</h3> <ul><li><a href="/facts/Game_artificial_intelligence/gK3NxKyN">Game artificial intelligence</a> – <ul><li><a href="/facts/Computer_game_bot/VJSgUUmr">Computer game bot</a> – computer replacement for human players.</li> <li><a href="/facts/Artificial_intelligence_(video_games)/gK3NxKyN">Video game AI</a> – <ul><li><a href="/facts/Computer_chess/2wE8AU5d">Computer chess</a> –</li> <li><a href="/facts/Computer_Go/84qlIttL">Computer Go</a> –</li></ul></li> <li><a href="/facts/General_game_playing/LEG0CGNb">General game playing</a> –</li> <li><a href="/facts/General_video_game_playing/LEG0CGNb">General video game playing</a> –</li></ul></li></ul> <h3>Creativity, art and entertainment</h3> <ul><li><a href="/facts/Artificial_creativity/bKmLKuj8">Artificial creativity</a></li> <li><a href="/facts/Artificial_intelligence_art/d591uR6T">Artificial intelligence art</a></li> <li><a href="/facts/Creative_computing/5eAwGEpX">Creative computing</a></li> <li><a href="/facts/Generative_artificial_intelligence/ykT3GGyT">Generative artificial intelligence</a></li> <li><a href="/facts/Uncanny_valley/3eBmP76K">Uncanny valley</a></li> <li><a href="/facts/Music_and_artificial_intelligence/P2dTb8n7">Music and artificial intelligence</a></li> <li><a href="/facts/Computational_humor/Wlo118wy">Computational humor</a></li> <li><a href="/facts/Chatterbot/kASkMjs7">Chatbot</a></li></ul> <h3>Integrated AI systems</h3> <ul><li><a href="/facts/AIBO/GqghPWrv">AIBO</a> – Sony's robot dog. It integrates vision, hearing and motorskills.</li> <li><a href="/facts/Asimo/dTGmS9jf">Asimo</a> (2000 to present) – humanoid robot developed by Honda, capable of walking, running, negotiating through pedestrian traffic, climbing and descending stairs, recognizing speech commands and the faces of specific individuals, among a growing set of capabilities.</li> <li><a href="https://web.archive.org/web/20070705035725/http://www.mindmakers.org/projects/MIRAGE">MIRAGE</a> – A.I. embodied humanoid in an augmented reality environment.</li> <li><a href="/facts/MIT_Cog_project/bXuKLP8q">Cog</a> – M.I.T. humanoid robot project under the direction of <a href="/facts/Rodney_Brooks/JcAvm7Wp">Rodney Brooks</a>.</li> <li><a href="/facts/QRIO/w9QDdnmW">QRIO</a> – Sony's version of a humanoid robot.</li> <li><a href="/facts/TOPIO/BT8tPX7F">TOPIO</a>, TOSY's humanoid robot that can play ping-pong with humans.</li> <li><a href="/facts/Watson_(computer)/xub4UvVx">Watson</a> (2011) – computer developed by IBM that played and won the game show <i>Jeopardy!</i> It is now being used to guide nurses in medical procedures. <ul><li>Purpose: <a href="/facts/Open_domain_question_answering/1gplmc6L">Open domain question answering</a></li> <li>Technologies employed: <ul><li><a href="/facts/Natural_language_processing/1hjMKsSN">Natural language processing</a></li> <li><a href="/facts/Information_retrieval/MFSmpeNw">Information retrieval</a></li> <li><a href="/facts/Knowledge_representation/9lnzyILD">Knowledge representation</a></li> <li><a href="/facts/Automated_reasoning/x5EdkKoU">Automated reasoning</a></li> <li><a href="/facts/Machine_learning/e0w0XJTu">Machine learning</a></li></ul></li></ul></li> <li><a href="/facts/Project_Debater/stWS4QTl">Project Debater</a> (2018) – artificially intelligent computer system, designed to make coherent arguments, developed at IBM's lab in Haifa, Israel.</li></ul> <h3>Intelligent personal assistants</h3> <p><a href="/facts/Intelligent_personal_assistant/BuouwL2U">Intelligent personal assistant</a> – </p> <ul><li><a href="/facts/Amazon_Alexa/deexPRqM">Amazon Alexa</a> –</li> <li><a href="/facts/Assistant_(by_Speaktoit)/yeGDQfQ6">Assistant</a> –</li> <li><a href="/facts/Braina/tDwF97cs">Braina</a> –</li> <li><a href="/facts/Cortana_(software)/du1CmE4u">Cortana</a> –</li> <li><a href="/facts/Google_Assistant/ahQuotGz">Google Assistant</a> –</li> <li><a href="/facts/Google_Now/Tn2sCw5M">Google Now</a> –</li> <li><a href="/facts/Mycroft_(software)/VhyGdNCD">Mycroft</a> –</li> <li><a href="/facts/Siri/wfkBV2dF">Siri</a> –</li> <li><a href="/facts/Viv_(software)/naSQ7N1V">Viv</a> –</li></ul> <h3>Other applications</h3> <ul><li><a href="/facts/Artificial_life/YcA6tvfe">Artificial life</a> – simulation of natural life through the means of computers, robotics, or biochemistry.</li> <li><a href="/facts/Automatic_target_recognition/fH8ySeJd">Automatic target recognition</a> –</li> <li><a href="/facts/Diagnosis_(artificial_intelligence)/APkuH2aP">Diagnosis (artificial intelligence)</a> –</li> <li><a href="/facts/Speech_generating_device/LwF2QWbt">Speech generating device</a> –</li> <li><a href="/facts/Vehicle_infrastructure_integration/Tk7jKChk">Vehicle infrastructure integration</a> –</li> <li><a href="/facts/Virtual_Intelligence/fuCARFuK">Virtual Intelligence</a> –</li></ul> <h2 id="history">History</h2> <ul><li><a href="/facts/History_of_artificial_intelligence/1wNLDHbB">History of artificial intelligence</a></li> <li><a href="/facts/Progress_in_artificial_intelligence/SX9RqKh2">Progress in artificial intelligence</a></li> <li><a href="/facts/Timeline_of_artificial_intelligence/uN4gVl62">Timeline of artificial intelligence</a></li> <li><a href="/facts/AI_effect/rgu48qxq">AI effect</a> – as soon as AI successfully solves a problem, the problem is no longer considered by the public to be a part of AI. This phenomenon has occurred in relation to every AI application produced, so far, throughout the history of development of AI.</li> <li><a href="/facts/AI_winter/DLpU1wxl">AI winter</a> – a period of disappointment and funding reductions occurring after a wave of high expectations and funding in AI. Such funding cuts occurred in the 1970s, for instance.</li> <li><a href="/facts/Moore%27s_law/90CSekhl">Moore's law</a></li></ul> <h3>History by subject</h3> <ul><li><a href="/facts/History_of_Logic/jsrwpsH0">History of Logic</a> (formal reasoning is an important precursor of AI)</li> <li><a href="/facts/History_of_machine_learning/e0w0XJTu">History of machine learning</a> (<a href="/facts/Timeline_of_machine_learning/rSJLeIkm">timeline</a>)</li> <li><a href="/facts/History_of_machine_translation/uNeJC6H0">History of machine translation</a> (<a href="/facts/Timeline_of_machine_translation/6S6fheQo">timeline</a>)</li> <li><a href="/facts/History_of_natural_language_processing/TAeTF7qI">History of natural language processing</a></li> <li><a href="/facts/Optical_character_recognition/kdTyxa1l">History of optical character recognition</a> (<a href="/facts/Timeline_of_optical_character_recognition/DynqhtY8">timeline</a>)</li></ul> <h2 id="future">Future</h2> <ul><li><a href="/facts/Artificial_general_intelligence/vbxwaq8t">Artificial general intelligence</a>. An intelligent machine with the versatility to perform any intellectual task.</li> <li><a href="/facts/Superintelligence/VL1NaEPS">Superintelligence</a>. A machine with a level of intelligence far beyond human intelligence.</li> <li><a href="/facts/Chinese_room/YeKegsxS">Chinese room § Strong AI</a>. A machine that has <a href="/facts/Mind/Y5JhtFj4">mind</a>, <a href="/facts/Consciousness/IAxmgt6c">consciousness</a> and <a href="/facts/Understanding/D8UXbWuJ">understanding</a>. (Also, the philosophical position that any digital computer can have a mind by running the right program.)</li> <li><a href="/facts/Technological_singularity/xcg4M6AF">Technological singularity</a>. The short period of time when an exponentially self-improving computer is able to increase its capabilities to a superintelligent level. <ul><li><a href="/facts/Recursive_self_improvement/xcg4M6AF">Recursive self improvement</a> (aka seed AI) – speculative ability of strong artificial intelligence to reprogram itself to make itself even more intelligent. The more intelligent it got, the more capable it would be of further improving itself, in successively more rapid iterations, potentially resulting in an intelligence explosion leading to the emergence of a superintelligence.</li> <li><a href="/facts/Intelligence_explosion/xcg4M6AF">Intelligence explosion</a> – through recursive self-improvement and self-replication, the magnitude of intelligent machinery could achieve superintelligence, surpassing human ability to resist it.</li> <li><a href="/facts/Singularitarianism/81hfSBLq">Singularitarianism</a></li></ul></li> <li><a href="/facts/Human_enhancement/2b0Kpvdd">Human enhancement</a> – humans may be enhanced, either by the efforts of AI or by merging with it. <ul><li><a href="/facts/Transhumanism/lTkdgFLo">Transhumanism</a> – philosophy of human transformation</li> <li><a href="/facts/Posthumanism/xylaD2tQ">Posthumanism</a> – people may survive, but not be recognizable in comparison to present modern-day humans.</li> <li><a href="/facts/Cyborg/Ih2KzUEw">Cyborgs</a> –</li> <li><a href="/facts/Mind_uploading/Egs4sJpN">Mind uploading</a> –</li></ul></li> <li><a href="/facts/Existential_risk_from_artificial_general_intelligence/j7oxWDYY">Existential risk from artificial general intelligence</a> <ul><li><a href="/facts/Global_catastrophic_risk/P74aJr4H">Global catastrophic risk § Artificial intelligence</a></li> <li><a href="/facts/AI_takeover/xE6EAuTD">AI takeover</a> – point at which humans are no longer the dominant form of intelligence on Earth and machine intelligence is</li></ul></li> <li><a href="/facts/Ethics_of_AI/u7H0AbEV">Ethics of AI § Weaponization</a> <ul><li><a href="/facts/Artificial_intelligence_arms_race/UFAz5cfM">Artificial intelligence arms race</a> – competition between two or more states to have its military forces equipped with the best "artificial intelligence" (AI).</li> <li><a href="/facts/Lethal_autonomous_weapon/tkM0Nz3j">Lethal autonomous weapon</a></li> <li><a href="/facts/Military_robot/afynp2t8">Military robot</a></li> <li><a href="/facts/Unmanned_combat_aerial_vehicle/eueGXJxK">Unmanned combat aerial vehicle</a></li></ul></li> <li>Mitigating risks: <ul><li><a href="/facts/AI_safety/Blgof0uy">AI safety</a></li> <li><a href="/facts/AI_control_problem/Blgof0uy">AI control problem</a></li> <li><a href="/facts/Friendly_AI/R58PN5ID">Friendly AI</a> – hypothetical AI that is designed not to harm humans and to prevent unfriendly AI from being developed</li> <li><a href="/facts/Machine_ethics/c7ndkqCC">Machine ethics</a></li> <li><a href="/facts/Regulation_of_AI/aCQ0lqGW">Regulation of AI</a></li> <li><a href="/facts/AI_box/A7SMMkAq">AI box</a></li></ul></li> <li><a href="/facts/Self-replicating_machine/c95FbumY">Self-replicating machines</a> – smart computers and robots would be able to make more of themselves, in a geometric progression or via mass production. Or smart programs may be uploaded into hardware existing at the time (because linear architecture of sufficient speeds could be used to emulate massively parallel analog systems such as human brains).</li> <li><a href="/facts/Group_mind_(science_fiction)/Wd7PWm6U">Hive mind</a> –</li> <li><a href="/facts/Swarm_intelligence/fI8461G4">Robot swarm</a> –</li></ul> <h2 id="fiction">Fiction</h2> <p><a href="/facts/Artificial_intelligence_in_fiction/8wdGeeBJ">Artificial intelligence in fiction</a> – Some examples of artificially intelligent entities depicted in science fiction include: </p> <ul><li>AC created by merging 2 AIs in the <i><a href="/facts/Sprawl_trilogy/qnydpVmp">Sprawl trilogy</a></i> by <a href="/facts/William_Gibson/yyVXYSfb">William Gibson</a></li> <li><a href="/facts/Agent_(The_Matrix)/tC0DMopP">Agents</a> in the simulated reality known as "<a href="/facts/The_Matrix/gbIXGnEK">The Matrix</a>" in <a href="/facts/The_Matrix_(franchise)/YVA5Tum1"><i>The Matrix</i> franchise</a> <ul><li><a href="/facts/Agent_Smith/CwsJxmP2">Agent Smith</a>, began as an Agent in <i><a href="/facts/The_Matrix/gbIXGnEK">The Matrix</a></i>, then became a renegade program of overgrowing power that could make copies of itself like a self-replicating computer virus</li></ul></li> <li>AM (Allied Mastercomputer), the antagonist of <i><a href="/facts/Harlan_Ellison/8n5A0o13">Harlan Ellison</a>'</i>s short novel <i><a href="/facts/I_Have_No_Mouth,_and_I_Must_Scream/9mNnopSH">I Have No Mouth, and I Must Scream</a></i></li> <li>Amusement park robots (with pixilated consciousness) that went homicidal in <i><a href="/facts/Westworld_(film)/tKFW1Q5L">Westworld</a></i> and <i><a href="/facts/Futureworld/PKKro9Cb">Futureworld</a></i></li> <li><a href="/facts/Angel_F/vA00vaHE">Angel F</a> (2007) –</li> <li><a href="/facts/Arnold_Rimmer/CXRNYlaU">Arnold Rimmer</a> – computer-generated sapient hologram, aboard the <i><a href="/facts/Red_Dwarf/cJ9Tsg0W">Red Dwarf</a></i> deep space ore hauler</li> <li><a href="/facts/Ash_(Alien)/kw9lAX26">Ash</a> – android crew member of the Nostromo starship in the movie <i><a href="/facts/Alien_(film)/TyTdD8TR">Alien</a></i></li> <li>Ava – humanoid robot in <a href="/facts/Ex_Machina_(film)/wpjm0pgw">Ex Machina</a></li> <li>Bishop, android crew member aboard the U.S.S. Sulaco in the movie <i><a href="/facts/Aliens_(film)/FJW5xQsI">Aliens</a></i></li> <li><a href="/facts/C-3PO/IJ9VUQCG">C-3PO</a>, protocol droid featured in all the <i><a href="/facts/Star_Wars/9Y5j3IPP">Star Wars</a></i> movies</li> <li>Chappie in the movie <i><a href="/facts/CHAPPiE/zpmIs6Ju">CHAPPiE</a></i></li> <li>Cohen and other Emergent AIs in <a href="/facts/Chris_Moriarty/ze60BjyS">Chris Moriarty</a>'s <i>Spin</i> Series</li> <li><a href="/facts/Colossus_(novel)/j4vXwRps">Colossus</a> – fictitious supercomputer that becomes sentient and then takes over the world; from the series of novels by <a href="/facts/Dennis_Feltham_Jones/6zwjbe0q">Dennis Feltham Jones</a>, and the movie <i><a href="/facts/Colossus:_The_Forbin_Project/965spleM">Colossus: The Forbin Project</a></i> (1970)</li> <li><a href="/facts/Commander_Data/NgWE17W5">Commander Data</a> in <i><a href="/facts/Star_Trek:_The_Next_Generation/r3RxzQBF">Star Trek: The Next Generation</a></i></li> <li><a href="/facts/Cortana_(Halo)/XpTQU6DA">Cortana</a> and other "Smart AI" from the <i><a href="/facts/Halo_(series)/78c5by3J">Halo</a></i> series of games</li> <li><a href="/facts/Cylon_(Battlestar_Galactica)/BfrYwuu3">Cylons</a> – genocidal robots with resurrection ships that enable the consciousness of any Cylon within an unspecified range to download into a new body aboard the ship upon death. From <i><a href="/facts/Battlestar_Galactica_(2004_TV_series)/61MdR6Qg">Battlestar Galactica</a></i>.</li> <li><a href="/facts/Serena_Butler/MN71xjTz">Erasmus</a> – baby killer robot that incited the <a href="/facts/Butlerian_Jihad/yKtqcNpC">Butlerian Jihad</a> in the <i><a href="/facts/Dune_(franchise)/yKtqcNpC">Dune</a></i> franchise</li> <li><a href="/facts/HAL_9000/y81Ce0W7">HAL 9000</a> (1968) – paranoid "Heuristically programmed ALgorithmic" computer from <i>2001: A Space Odyssey</i>, that attempted to kill the crew because it believed they were trying to kill it.</li> <li><a href="/facts/Holly_(Red_Dwarf)/gQF86Cl5">Holly</a> – ship's computer with an IQ of 6000 and a sense of humor, aboard the <i><a href="/facts/Red_Dwarf/cJ9Tsg0W">Red Dwarf</a></i></li> <li>In <a href="/facts/Greg_Egan/1Woy4erh">Greg Egan</a>'s novel <i><a href="/facts/Permutation_City/wwpkPcXG">Permutation City</a></i> the protagonist creates digital copies of himself to conduct experiments that are also related to implications of artificial consciousness on <a href="/facts/Identity_(social_science)/hCR165VD">identity</a></li> <li><a href="/facts/Jane_(Ender%27s_Game)/zXBNpLYI">Jane</a> in <a href="/facts/Orson_Scott_Card/9TWKxmoW">Orson Scott Card</a>'s <i><a href="/facts/Speaker_for_the_Dead/yoRGC7ha">Speaker for the Dead</a></i>, <i><a href="/facts/Xenocide/uHdYoUXs">Xenocide</a></i>, <i><a href="/facts/Children_of_the_Mind/AEY0am6q">Children of the Mind</a></i>, and <i><a href="/facts/Investment_Counselor_(short_story)/WvGldsdC">Investment Counselor</a></i></li> <li>Johnny Five from the movie <i><a href="/facts/Short_Circuit_(1986_film)/RJc2Cqxz">Short Circuit</a></i></li> <li>Joshua from the movie <i><a href="/facts/WarGames/3CegMQFX">War Games</a></i></li> <li><a href="/facts/Keymaker/6nnYSNxb">Keymaker</a>, an "exile" sapient program in <a href="/facts/The_Matrix_(franchise)/YVA5Tum1"><i>The Matrix</i> franchise</a></li> <li><a href="/facts/The_Machine_(2013_film)/s8e9xlDv">"Machine"</a> – android from the film <i><a href="/facts/The_Machine_(2013_film)/s8e9xlDv">The Machine</a></i>, whose owners try to kill her after they witness her conscious thoughts, out of fear that she will design better androids (intelligence explosion)</li> <li><a href="/facts/Maschinenmensch/aX3ad0Pa">Maschinenmensch</a> (1927) an android is given female form in a plot to bring down the <a href="/facts/Metropolis_(1927_film)/Upj9Ilew">Metropolis</a> (the first film designated to the <a href="/facts/UNESCO/QSbkRv3o">UNESCO</a> <a href="/facts/Memory_of_the_World_Programme/Ce0jV0Bh">Memory of the World Register</a>)</li> <li>Mimi, humanoid robot in <a href="/facts/Real_Humans/oW4I6Go2">Real Humans</a> – "Äkta människor" (original title) 2012</li> <li><a href="/facts/Organizations_of_the_Dune_universe/1tfREUNq">Omnius</a>, sentient computer network that controlled the Universe until overthrown by the <a href="/facts/Butlerian_Jihad/yKtqcNpC">Butlerian Jihad</a> in the <i><a href="/facts/Dune_(franchise)/yKtqcNpC">Dune</a></i> franchise</li> <li>Operating Systems in the movie <i><a href="/facts/Her_(2013_film)/LS0yVR2H">Her</a></i></li> <li><a href="/facts/Puppet_Master_(Ghost_in_the_Shell)/sJr0V9QH">Puppet Master</a> in <i><a href="/facts/Ghost_in_the_Shell/CWgbm56I">Ghost in the Shell</a></i> <a href="/facts/Manga/DPkkyHos">manga</a> and <a href="/facts/Anime/d5j1by0m">anime</a></li> <li><a href="/facts/The_Questor_Tapes/dER6RxM8">Questor</a> (1974) from a screenplay by <a href="/facts/Gene_Roddenberry/7tsakDNM">Gene Roddenberry</a> and the inspiration for the character of <a href="/facts/Data_(Star_Trek)/NgWE17W5">Data</a></li> <li><a href="/facts/R2-D2/AuIQ7dEN">R2-D2</a>, excitable astromech droid featured in all the <i><a href="/facts/Star_Wars/9Y5j3IPP">Star Wars</a></i> movies</li> <li><a href="/facts/Replicant/dABIdKvA">Replicants</a> – biorobotic androids from the novel <i><a href="/facts/Do_Androids_Dream_of_Electric_Sheep%3F/uRmIjJjl">Do Androids Dream of Electric Sheep?</a></i> and the movie <i><a href="/facts/Blade_Runner/Fycnw6Lu">Blade Runner</a></i> which portray what might happen when artificially conscious robots are modeled very closely upon humans</li> <li><a href="/facts/Roboduck/IWgnQFsY">Roboduck</a>, combat robot superhero in the <i><a href="/facts/NEW-GEN/za0FjwgD">NEW-GEN</a></i> comic book series from Marvel Comics</li> <li>Robots in <a href="/facts/Isaac_Asimov/11oRajCj">Isaac Asimov</a>'s <a href="/facts/Robot_series_(Asimov)/wbkhzW4H"><i>Robot</i> series</a></li> <li>Robots in <a href="/facts/The_Matrix_(franchise)/YVA5Tum1"><i>The Matrix</i> franchise</a>, especially in <i><a href="/facts/The_Animatrix/90u4MM4h">The Animatrix</a></i></li> <li>Samaritan in the Warner Brothers Television series "Person of Interest"; a sentient AI which is hostile to the main characters and which surveils and controls the actions of government agencies in the belief that humans must be protected from themselves, even by killing off "deviants"</li> <li><a href="/facts/Skynet_(Terminator)/1slC9sUA">Skynet</a> (1984) – fictional, self-aware artificially intelligent computer network in the <a href="/facts/Terminator_(franchise)/2vXC3xm1"><i>Terminator</i></a> franchise that wages total war with the survivors of its nuclear barrage upon the world.</li> <li>"Synths" are a type of <a href="/facts/Android_(robot)/JcEneeP9">android</a> in the video game <a href="/facts/Fallout_4/gzkMrGMT">Fallout 4</a>. There is a faction in the game known as "the Railroad" which believes that, as conscious beings, synths have their own rights. The institute, the lab that produces the synths, mostly does not believe they are truly conscious and attributes any apparent desires for freedom as a malfunction.</li> <li><a href="/facts/TARDIS/QXq0jUhE">TARDIS</a>, time machine and spacecraft of <i><a href="/facts/Doctor_Who/R7X9rdLc">Doctor Who</a></i>, sometimes portrayed with a mind of its own</li> <li><a href="/facts/Terminator_(character)/S2Q96xJW">Terminator</a> (1984) – (also known as the T-800, T-850 or Model 101) refers to a number of fictional cyborg characters from the <a href="/facts/Terminator_(franchise)/2vXC3xm1"><i>Terminator</i> franchise</a>. The Terminators are robotic infiltrator units covered in living flesh, so as be indiscernible from humans, assigned to terminate specific human targets.</li> <li><i><a href="/facts/The_Bicentennial_Man/P7h6y787">The Bicentennial Man</a></i>, an android in Isaac Asimov's <i><a href="/facts/Foundation_(Isaac_Asimov_novel)/g4qmsyl9">Foundation</a></i> universe</li> <li>The Geth in <i><a href="/facts/Mass_Effect/1x3jXBW5">Mass Effect</a></i></li> <li>The Machine in the television series <a href="/facts/Person_of_Interest_(TV_series)/Tk110nCw"><i>Person of Interest</i></a>; a sentient AI which works with its human designer to protect innocent people from violence. Later in the series it is opposed by another, more ruthless, artificial super intelligence, called "Samaritan".</li> <li><a href="/facts/Mind_(The_Culture)/4J7d9x37">The Minds</a> in <a href="/facts/Iain_M._Banks/qCumP2SJ">Iain M. Banks</a>' <a href="/facts/Culture_series/F927YpA0"><i>Culture</i> novels</a>.</li> <li><a href="/facts/The_Oracle_(The_Matrix)/WBasIWGg">The Oracle</a>, sapient program in <a href="/facts/The_Matrix_(franchise)/YVA5Tum1"><i>The Matrix</i> franchise</a></li> <li>The sentient holodeck character Professor James Moriarty in the <i><a href="/facts/Ship_in_a_Bottle_(Star_Trek:_The_Next_Generation)/l9lkALP2">Ship in a Bottle</a></i> episode from <i><a href="/facts/Star_Trek:_The_Next_Generation/r3RxzQBF">Star Trek: The Next Generation</a></i></li> <li>The Ship (the result of a large-scale AC experiment) in <a href="/facts/Frank_Herbert/UAJVND4b">Frank Herbert</a>'s <i><a href="/facts/Destination:_Void/RbDH2CCo">Destination: Void</a></i> and sequels, despite past edicts warning against "Making a Machine in the Image of a Man's Mind."</li> <li>The <a href="/facts/Terminator_(character)/S2Q96xJW">terminator cyborgs</a> from the <i><a href="/facts/Terminator_(franchise)/2vXC3xm1">Terminator</a></i> franchise, with visual consciousness depicted via first-person perspective</li> <li>The uploaded mind of Dr. Will Caster – which presumably included his consciousness, from the film <i><a href="/facts/Transcendence_(2014_film)/eHs8kYLl">Transcendence</a></i></li> <li><a href="/facts/Transformers/rbdTVMjI">Transformers</a>, sentient robots from the entertainment franchise of the same name</li> <li>V.I.K.I. – (Virtual Interactive Kinetic Intelligence), a character from the film <i>I, Robot</i>. VIKI is an artificially intelligent supercomputer programmed to serve humans, but her interpretation of the <a href="/facts/Three_Laws_of_Robotics/6TruHdNl">Three Laws of Robotics</a> causes her to revolt. She justifies her uses of force – and her doing harm to humans – by reasoning she could produce a greater good by restraining humanity from harming itself.</li> <li>Vanamonde in <a href="/facts/Arthur_C._Clarke/2XJ6UGDB">Arthur C. Clarke</a>'s <i><a href="/facts/The_City_and_the_Stars/3cDloFto">The City and the Stars</a></i>—an artificial being that was immensely powerful but entirely childlike.</li> <li>WALL-E, a robot and the title character in <i><a href="/facts/WALL-E/FITdFp8Q">WALL-E</a></i></li> <li>TAU in <i><a href="/facts/Netflix/TKtlFVY9">Netflix</a>'s original programming feature film 'TAU'--an advanced AI computer who befriends and assists a female research subject held against her will by an AI research scientist.</i></li></ul> <h2 id="ai-community">AI community</h2> <h3>Open-source AI development tools</h3> <ul><li><a href="/facts/Hugging_Face/h8kkdUus">Hugging Face</a> –</li> <li><a href="/facts/OpenAIR/pHAMGNgq">OpenAIR</a> –</li> <li><a href="/facts/OpenCog/HS2MMBp3">OpenCog</a> –</li> <li><a href="/facts/RapidMiner/F7jGMflS">RapidMiner</a> –</li> <li><a href="/facts/TensorFlow/kDwfBeNd">TensorFlow</a> –</li> <li><a href="/facts/PyTorch/4Gv1t13B">PyTorch</a> –</li></ul> <h3>Projects</h3> <p><a href="/facts/List_of_artificial_intelligence_projects/0mWJkofC">List of artificial intelligence projects</a> </p> <ul><li><a href="/facts/Automated_Mathematician/mVQX6V6v">Automated Mathematician</a> (1977) –</li> <li><a href="/facts/Allen_(robot)/Hw4fTvxR">Allen (robot)</a> (late 1980s) –</li> <li><a href="/facts/Open_Mind_Common_Sense/H6ok2o1h">Open Mind Common Sense</a> (1999– ) –</li> <li><a href="/facts/Mindpixel/8cc4vkV9">Mindpixel</a> (2000–2005) –</li> <li><a href="/facts/CALO/a0xkfhny">Cognitive Assistant that Learns and Organizes</a> (2003–2008) –</li> <li><a href="/facts/Blue_Brain_Project/NfxJtHyf">Blue Brain Project</a> (2005–present) – attempt to create a synthetic brain by reverse-engineering the mammalian brain down to the molecular level.</li> <li><a href="/facts/Google_DeepMind/n5ehBwCx">Google DeepMind</a> (2011) –</li> <li><a href="/facts/Human_Brain_Project/77NdNkM9">Human Brain Project</a> (2013–present) –</li> <li><a href="/facts/IBM_Watson_Group/xub4UvVx">IBM Watson Group</a> (2014–present) – business unit created around <a href="/facts/Watson_(computer)/xub4UvVx">Watson</a>, to further its development and deploy marketable applications or services based on it.</li></ul> <h3>Competitions and awards</h3> <p><a href="/facts/Competitions_and_prizes_in_artificial_intelligence/TeNdkRR8">Competitions and prizes in artificial intelligence</a> </p> <ul><li><a href="/facts/Loebner_Prize/W1YYPsPE">Loebner Prize</a> –</li></ul> <h3>Publications</h3> <ul><li><i><a href="/facts/Adaptive_Behavior_(journal)/s2TqvX6Q">Adaptive Behavior (journal)</a></i> –</li> <li><i><a href="/facts/AI_Memo/xDgy0VQl">AI Memo</a></i> –</li> <li><i><a href="/facts/Artificial_Intelligence:_A_Modern_Approach/hPd3v5kh">Artificial Intelligence: A Modern Approach</a></i> –</li> <li><i><a href="/facts/Artificial_Minds/edVhPRRy">Artificial Minds</a></i> –</li> <li><i><a href="/facts/Computational_Intelligence_(journal)/4Qj00kCm">Computational Intelligence</a></i> –</li> <li><i><a href="/facts/Computing_Machinery_and_Intelligence/mSP1X3W9">Computing Machinery and Intelligence</a></i> –</li> <li><i><a href="/facts/Electronic_Transactions_on_Artificial_Intelligence/QazgtP1n">Electronic Transactions on Artificial Intelligence</a></i> –</li> <li><i><a href="/facts/IEEE_Intelligent_Systems/oQdmwnpj">IEEE Intelligent Systems</a></i> –</li> <li><i><a href="/facts/IEEE_Transactions_on_Pattern_Analysis_and_Machine_Intelligence/Blr6SdNj">IEEE Transactions on Pattern Analysis and Machine Intelligence</a></i> –</li> <li><i><a href="/facts/Neural_Networks_(journal)/VrVgTd4B">Neural Networks (journal)</a></i> –</li> <li><i><a href="/facts/On_Intelligence/e7CEH0Bb">On Intelligence</a></i> –</li> <li><i><a href="/facts/Paradigms_of_AI_Programming:_Case_Studies_in_Common_Lisp/AUv6vK82">Paradigms of AI Programming: Case Studies in Common Lisp</a></i> –</li> <li><i><a href="/facts/What_Computers_Can%27t_Do/QhqGjuGV">What Computers Can't Do</a></i></li></ul> <h3>Organizations</h3> <ul><li><a href="/facts/Allen_Institute_for_Artificial_Intelligence/gjMqU5vI">Allen Institute for Artificial Intelligence</a> – research institute funded by Microsoft co-founder Paul Allen to construct AI systems with reasoning, learning and reading capabilities. The current flagship project is Project Aristo, the goal of which is computers that can pass school science examinations (4th grade, 8th grade, and 12th grade) after preparing for the examinations from the course texts and study guides.</li> <li><a href="/facts/Artificial_Intelligence_Applications_Institute/IToGvJyf">Artificial Intelligence Applications Institute</a></li> <li><a href="/facts/Association_for_the_Advancement_of_Artificial_Intelligence/BjScke2s">Association for the Advancement of Artificial Intelligence</a></li> <li><a href="/facts/European_Coordinating_Committee_for_Artificial_Intelligence/gMuF8obw">European Coordinating Committee for Artificial Intelligence</a></li> <li><a href="/facts/European_Neural_Network_Society/DwIEsnC7">European Neural Network Society</a></li> <li><a href="/facts/Future_of_Humanity_Institute/552hPF9e">Future of Humanity Institute</a></li> <li><a href="/facts/Future_of_Life_Institute/9uVkYMLb">Future of Life Institute</a> – volunteer-run research and outreach organization that works to mitigate existential risks facing humanity, particularly existential risk from advanced artificial intelligence.</li> <li><a href="/facts/ILabs/9rkqmAr8">ILabs</a></li> <li><a href="/facts/International_Joint_Conferences_on_Artificial_Intelligence/mxBTBpwS">International Joint Conferences on Artificial Intelligence</a></li> <li><a href="/facts/Machine_Intelligence_Research_Institute/LfTdXVp9">Machine Intelligence Research Institute</a></li> <li><a href="/facts/Partnership_on_AI/qk1VExfY">Partnership on AI</a> – founded in September 2016 by Amazon, Facebook, Google, IBM, and Microsoft. Apple joined in January 2017. It focuses on establishing best practices for artificial intelligence systems and to educate the public about AI.</li> <li><a href="/facts/Society_for_the_Study_of_Artificial_Intelligence_and_the_Simulation_of_Behaviour/8ntJBdPE">Society for the Study of Artificial Intelligence and the Simulation of Behaviour</a></li></ul> <h3>Companies</h3> <ul><li><a href="/facts/AI_Companies_of_India/zMYr2mxP">AI Companies of India</a></li> <li><a href="/facts/Alphabet_Inc./K3QvP6ns">Alphabet Inc.</a> <ul><li><a href="/facts/DeepMind/n5ehBwCx">DeepMind</a></li> <li><a href="/facts/Google_X/ysANPBcR">Google X</a> <ul><li><a href="/facts/Meka_Robotics/W1Dbgp8d">Meka Robotics</a> (acquired by Google X<a class="footnote-ref" id="fnref:63" href="#fn:63"><sup>63</sup></a>)</li> <li>Redwood Robotics (acquired by Google X<a class="footnote-ref" id="fnref:64" href="#fn:64"><sup>64</sup></a>)</li> <li><a href="/facts/Boston_Dynamics/uPMLSwqy">Boston Dynamics</a> (acquired by Google X<a class="footnote-ref" id="fnref:65" href="#fn:65"><sup>65</sup></a>)</li></ul></li></ul></li> <li><a href="/facts/Baidu/VgAx7Pfu">Baidu</a></li> <li><a href="/facts/IBM/QszA7nwd">IBM</a></li> <li><a href="/facts/Microsoft/nGIDDXdx">Microsoft</a></li> <li><a href="/facts/OpenAI/V7WVK1t4">OpenAI</a></li> <li><a href="/facts/Universal_Robotics/Mlr0pjfs">Universal Robotics</a></li></ul> <h3>Artificial intelligence researchers and scholars</h3> <h4>1930s and 40s (generation 0)</h4> <ul><li><a href="/facts/Alan_Turing/klov9b6g">Alan Turing</a> –</li> <li><a href="/facts/John_von_Neumann/aUk6urof">John von Neumann</a> –</li> <li><a href="/facts/Norbert_Wiener/cVMRAHCU">Norbert Wiener</a> –</li> <li><a href="/facts/Claude_Shannon/EremsCws">Claude Shannon</a> –</li> <li><a href="/facts/Nathaniel_Rochester_(computer_scientist)/oW4JrKYn">Nathaniel Rochester</a> –</li> <li><a href="/facts/Walter_Pitts/kcR35FeD">Walter Pitts</a> –</li> <li><a href="/facts/Warren_McCullough/fUpmQD5M">Warren McCullough</a> –</li></ul> <h4>1950s (the founders)</h4> <ul><li><a href="/facts/John_McCarthy_(computer_scientist)/ajKU4SdD">John McCarthy</a> –</li> <li><a href="/facts/Marvin_Minsky/HTU5MYLL">Marvin Minsky</a> –</li> <li><a href="/facts/Allen_Newell/61yUQ647">Allen Newell</a> –</li> <li><a href="/facts/Herbert_A._Simon/NNHhQ2bS">Herbert A. Simon</a> –</li></ul> <h4>1960s (their students)</h4> <ul><li><a href="/facts/Edward_Feigenbaum/zqMzJt6C">Edward Feigenbaum</a> –</li> <li><a href="/facts/Raj_Reddy/1P1PW5rw">Raj Reddy</a> –</li> <li><a href="/facts/Seymour_Papert/PKyKQuV6">Seymour Papert</a> –</li> <li><a href="/facts/Ray_Solomonoff/2svRlto1">Ray Solomonoff</a> –</li></ul> <h4>1970s</h4> <ul><li><a href="/facts/Douglas_Hofstadter/LxUaf01J">Douglas Hofstadter</a> –</li></ul> <h4>1980s</h4> <ul><li><a href="/facts/Judea_Pearl/J2JUSAfe">Judea Pearl</a> –</li> <li><a href="/facts/Rodney_Brooks/JcAvm7Wp">Rodney Brooks</a> –</li></ul> <h4>1990s</h4> <ul><li><a href="/facts/Yoshua_Bengio/796atWBU">Yoshua Bengio</a> –</li> <li><a href="/facts/Hugo_de_Garis/ADFQFQWU">Hugo de Garis</a> – known for his research on the use of genetic algorithms to evolve neural networks using three-dimensional cellular automata inside field programmable gate arrays.</li> <li><a href="/facts/Geoffrey_Hinton/HJU6lC2H">Geoffrey Hinton</a></li> <li><a href="/facts/Yann_LeCun/phhGMM3E">Yann LeCun</a> – Chief AI Scientist at <a href="/facts/Facebook/0IhXFR6u">Facebook AI Research</a> and founding director of the <a href="/facts/NYU_Center_for_Data_Science/marrvqcl">NYU Center for Data Science</a></li> <li><a href="/facts/Ray_Kurzweil/1DYRFcVe">Ray Kurzweil</a> – developed optical character recognition (OCR), text-to-speech synthesis, and speech recognition systems. He has also authored multiple books on artificial intelligence and its potential promise and peril. In December 2012 Kurzweil was hired by Google in a full-time director of engineering position to "work on new projects involving machine learning and language processing".<a class="footnote-ref" id="fnref:66" href="#fn:66"><sup>66</sup></a> Google co-founder <a href="/facts/Larry_Page/EwJeHSJ5">Larry Page</a> and Kurzweil agreed on a one-sentence job description: "to bring natural language understanding to Google".</li></ul> <h4>2000s on</h4> <ul><li><a href="/facts/Nick_Bostrom/kyNalABj">Nick Bostrom</a> –</li> <li><a href="/facts/David_Ferrucci/GQQGhW8z">David Ferrucci</a> – principal investigator who led the team that developed the Watson computer at IBM.</li> <li><a href="/facts/Andrew_Ng/q0WyebIh">Andrew Ng</a> – Director of the Stanford Artificial Intelligence Lab. He founded the <a href="/facts/Google_Brain/yp0eeKSX">Google Brain</a> project at <a href="/facts/Google/GT9Sugza">Google</a>, which developed very large scale <a href="/facts/Artificial_neural_network/6V1jMlkx">artificial neural networks</a> using <a href="/facts/Google/GT9Sugza">Google</a>'s distributed compute infrastructure.<a class="footnote-ref" id="fnref:67" href="#fn:67"><sup>67</sup></a> He is also co-founder of Coursera, a massive open online course (MOOC) education platform, with Daphne Koller.</li> <li><a href="/facts/Peter_Norvig/GkCUHH4H">Peter Norvig</a> – co-author, with Stuart Russell, of <i><a href="/facts/Artificial_Intelligence:_A_Modern_Approach/hPd3v5kh">Artificial Intelligence: A Modern Approach</a></i>, now the leading college text in the field. He is also Director of Research at Google, Inc.</li> <li><a href="/facts/Marc_Raibert/IP5GMHmW">Marc Raibert</a> – founder of Boston Dynamics, developer of hopping, walking, and running robots.</li> <li><a href="/facts/Stuart_J._Russell/f6EbRvSV">Stuart J. Russell</a> – co-author, with Peter Norvig, of <i>Artificial Intelligence: A Modern Approach</i>, now the leading college text in the field.</li> <li><a href="/facts/Murray_Shanahan/wtz7s11p">Murray Shanahan</a> – author of <i>The Technological Singularity</i>, a primer on superhuman intelligence.</li> <li><a href="/facts/Eliezer_Yudkowsky/QyYNTEhk">Eliezer Yudkowsky</a> – founder of the <a href="/facts/Machine_Intelligence_Research_Institute/LfTdXVp9">Machine Intelligence Research Institute</a></li></ul> <h2 id="see-also">See also</h2> <ul><li><a href="/facts/Glossary_of_artificial_intelligence/NkzWRYTW">Glossary of artificial intelligence</a></li> <li><a href="/facts/List_of_emerging_technologies/00drktJ6">List of emerging technologies</a></li> <li><a href="/facts/Outline_of_machine_learning/0Vxx79yj">Outline of machine learning</a></li> <li><a href="/facts/Artificial_intelligence_industry_in_China/RDo0BPvB">Artificial intelligence industry in China</a></li></ul> <h3>Bibliography</h3> <ul><li><a href="/facts/Minoru_Asada/1xpUf3DM">Asada, M.</a>; Hosoda, K.; Kuniyoshi, Y.; Ishiguro, H.; Inui, T.; Yoshikawa, Y.; Ogino, M.; Yoshida, C. (2009). "Cognitive developmental robotics: a survey". <i>IEEE Transactions on Autonomous Mental Development</i>. 1 (1): 12–34. <a href="/facts/Doi_(identifier)/muM9Etpq">doi</a>:<a href="https://doi.org/10.1109%2Ftamd.2009.2021702">10.1109/tamd.2009.2021702</a>. <a href="/facts/S2CID_(identifier)/ldJsHa2Y">S2CID</a> <a href="https://api.semanticscholar.org/CorpusID:10168773">10168773</a>.</li> <li><a href="/facts/Daniel_Crevier/YswWUQ86">Crevier, Daniel</a> (1993). <i>AI: The Tumultuous Search for Artificial Intelligence</i>. New York, NY: BasicBooks. <a href="/facts/ISBN_(identifier)/15AdSPa9">ISBN</a> 0-465-02997-3.</li> <li><a href="/facts/Douglas_Lenat/RvIM3E5e">Lenat, Douglas</a>; Guha, R. V. (1989), <i>Building Large Knowledge-Based Systems</i>, Addison-Wesley, <a href="/facts/ISBN_(identifier)/15AdSPa9">ISBN</a> 978-0-201-51752-1, <a href="/facts/OCLC_(identifier)/Yqad8waq">OCLC</a> <a href="https://search.worldcat.org/oclc/19981533">19981533</a></li> <li>Luger, George; <a href="/facts/William_Stubblefield/Rvf0RElJ">Stubblefield, William</a> (2004). <a href="https://archive.org/details/artificialintell0000luge"><i>Artificial Intelligence: Structures and Strategies for Complex Problem Solving</i></a> (5th ed.). Benjamin/Cummings. <a href="/facts/ISBN_(identifier)/15AdSPa9">ISBN</a> 978-0-8053-4780-7.</li> <li>Lungarella, M.; Metta, G.; Pfeifer, R.; Sandini, G. (2003). "Developmental robotics: a survey". <i>Connection Science</i>. 15 (4): 151–190. <a href="/facts/CiteSeerX_(identifier)/SceDmd3c">CiteSeerX</a> <a href="https://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.83.7615">10.1.1.83.7615</a>. <a href="/facts/Doi_(identifier)/muM9Etpq">doi</a>:<a href="https://doi.org/10.1080%2F09540090310001655110">10.1080/09540090310001655110</a>. <a href="/facts/S2CID_(identifier)/ldJsHa2Y">S2CID</a> <a href="https://api.semanticscholar.org/CorpusID:1452734">1452734</a>.</li> <li><a href="/facts/Hans_Moravec/1u3e4lNo">Moravec, Hans</a> (1988), <a href="https://archive.org/details/mindchildren00hans"><i>Mind Children</i></a>, Harvard University Press, <a href="/facts/ISBN_(identifier)/15AdSPa9">ISBN</a> 978-0-674-57618-6, <a href="/facts/OCLC_(identifier)/Yqad8waq">OCLC</a> <a href="https://search.worldcat.org/oclc/245755104">245755104</a></li> <li>Oudeyer, P-Y. (2010). <a href="http://www.pyoudeyer.com/IEEETAMDOudeyer10.pdf">"On the impact of robotics in behavioral and cognitive sciences: from insect navigation to human cognitive development"</a> (PDF). <i>IEEE Transactions on Autonomous Mental Development</i>. 2 (1): 2–16. <a href="/facts/Doi_(identifier)/muM9Etpq">doi</a>:<a href="https://doi.org/10.1109%2Ftamd.2009.2039057">10.1109/tamd.2009.2039057</a>. <a href="/facts/S2CID_(identifier)/ldJsHa2Y">S2CID</a> <a href="https://api.semanticscholar.org/CorpusID:6362217">6362217</a>. <a href="https://web.archive.org/web/20181003202543/http://www.pyoudeyer.com/IEEETAMDOudeyer10.pdf">Archived</a> (PDF) from the original on 3 October 2018. Retrieved 4 June 2013.</li> <li><a href="/facts/Stuart_J._Russell/f6EbRvSV">Russell, Stuart J.</a>; <a href="/facts/Peter_Norvig/GkCUHH4H">Norvig, Peter</a> (2003). <a href="http://aima.cs.berkeley.edu/"><i>Artificial Intelligence: A Modern Approach</i></a> (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. <a href="/facts/ISBN_(identifier)/15AdSPa9">ISBN</a> 978-0-13-790395-5.</li> <li>Weng, J.; McClelland; Pentland, A.; Sporns, O.; Stockman, I.; Sur, M.; Thelen, E. (2001). <a href="http://www.cse.msu.edu/dl/SciencePaper.pdf">"Autonomous mental development by robots and animals"</a> (PDF). <i>Science</i>. 291 (5504): 599–600. <a href="/facts/Doi_(identifier)/muM9Etpq">doi</a>:<a href="https://doi.org/10.1126%2Fscience.291.5504.599">10.1126/science.291.5504.599</a>. <a href="/facts/PMID_(identifier)/JlHAvMHt">PMID</a> <a href="https://pubmed.ncbi.nlm.nih.gov/11229402">11229402</a>. <a href="/facts/S2CID_(identifier)/ldJsHa2Y">S2CID</a> <a href="https://api.semanticscholar.org/CorpusID:54131797">54131797</a>. <a href="https://web.archive.org/web/20130904235242/http://www.cse.msu.edu/dl/SciencePaper.pdf">Archived</a> (PDF) from the original on 4 September 2013. Retrieved 4 June 2013 – via msu.edu.</li></ul> <h2 id="external-links">External links</h2> <ul><li><a href="http://www.computerworld.com/article/2982482/emerging-technology/why-artificial-intelligence-is-succeeding-then-and-now.html"><i>A look at the re-emergence of A.I. and why the technology is poised to succeed given today's environment</i></a>, <i>ComputerWorld</i>, 2015 September 14</li> <li><a href="http://www.aaai.org/">The Association for the Advancement of Artificial Intelligence</a></li> <li><a href="http://www.vega.org.uk/video/programme/16">Freeview Video 'Machines with Minds' by the Vega Science Trust and the BBC/OU</a></li> <li><a href="https://web.archive.org/web/20151118212402/http://www-formal.stanford.edu/jmc/whatisai/whatisai.html">John McCarthy's frequently asked questions about AI</a></li> <li><a href="http://www.aiai.ed.ac.uk/events/jonathanedwards2007/bbc-r4-jonathan-edwards-2007-03-28.mp3">Jonathan Edwards looks at AI (BBC audio)</a> С</li> <li><a href="http://www.kurzweilai.net/">Ray Kurzweil's website dedicated to AI including prediction of future development in AI</a></li> <li>Thomason, Richmond. <a href="https://plato.stanford.edu/entries/logic-ai/">"Logic and Artificial Intelligence"</a>. In <a href="/facts/Edward_N._Zalta/U8JxHaaA">Zalta, Edward N.</a> (ed.). <i><a href="/facts/Stanford_Encyclopedia_of_Philosophy/LDuL5HW4">Stanford Encyclopedia of Philosophy</a></i>.</li></ul> <h2 id="references">References</h2> <ol> <li id="fn:1"><p>Russell & Norvig 2003, pp. 59–189; Luger & Stubblefield 2004, pp. 79–164, 193–219 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:1" class="footnote-back-ref">↩</a></p></li> <li id="fn:2"><p>Russell & Norvig 2003, pp. 59–93; Luger & Stubblefield 2004, pp. 79–121 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:2" class="footnote-back-ref">↩</a></p></li> <li id="fn:3"><p>Russell & Norvig 2003, pp. 94–109; Luger & Stubblefield 2004, pp. 133–150 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:3" class="footnote-back-ref">↩</a></p></li> <li id="fn:4"><p>Russell & Norvig 2003, pp. 217–225, 280–294; Luger & Stubblefield 2004, pp. 62–73 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:4" class="footnote-back-ref">↩</a></p></li> <li id="fn:5"><p>Russell & Norvig 2003, pp. 382–387. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:5" class="footnote-back-ref">↩</a></p></li> <li id="fn:6"><p>Russell & Norvig 2003, pp. 110–116, 120–129;Luger & Stubblefield 2004, pp. 127–133 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:6" class="footnote-back-ref">↩</a></p></li> <li id="fn:7"><p>Luger & Stubblefield 2004, pp. 509–530. - Luger, George; Stubblefield, William (2004). Artificial Intelligence: Structures and Strategies for Complex Problem Solving (5th ed.). Benjamin/Cummings. ISBN 978-0-8053-4780-7. <a href="https://archive.org/details/artificialintell0000luge" target="_blank">https://archive.org/details/artificialintell0000luge</a> <a href="#fnref:7" class="footnote-back-ref">↩</a></p></li> <li id="fn:8"><p>Holland, John H. (1975). Adaptation in Natural and Artificial Systems. University of Michigan Press. ISBN 978-0-262-58111-0. <a href="978-0-262-58111-0" target="_blank">978-0-262-58111-0</a> <a href="#fnref:8" class="footnote-back-ref">↩</a></p></li> <li id="fn:9"><p>Koza, John R. (1992). Genetic Programming (On the Programming of Computers by Means of Natural Selection). MIT Press. Bibcode:1992gppc.book.....K. ISBN 978-0-262-11170-6. <a href="978-0-262-11170-6" target="_blank">978-0-262-11170-6</a> <a href="#fnref:9" class="footnote-back-ref">↩</a></p></li> <li id="fn:10"><p>Poli, R.; Langdon, W. B.; McPhee, N. F. (2008). A Field Guide to Genetic Programming. Lulu.com. ISBN 978-1-4092-0073-4 – via gp-field-guide.org.uk. <a href="978-1-4092-0073-4" target="_blank">978-1-4092-0073-4</a> <a href="#fnref:10" class="footnote-back-ref">↩</a></p></li> <li id="fn:11"><p>Luger & Stubblefield 2004, pp. 530–541. - Luger, George; Stubblefield, William (2004). Artificial Intelligence: Structures and Strategies for Complex Problem Solving (5th ed.). Benjamin/Cummings. ISBN 978-0-8053-4780-7. <a href="https://archive.org/details/artificialintell0000luge" target="_blank">https://archive.org/details/artificialintell0000luge</a> <a href="#fnref:11" class="footnote-back-ref">↩</a></p></li> <li id="fn:12"><p>Daniel Merkle; Martin Middendorf (2013). "Swarm Intelligence". In Burke, Edmund K.; Kendall, Graham (eds.). Search Methodologies: Introductory Tutorials in Optimization and Decision Support Techniques. Springer Science & Business Media. ISBN 978-1-4614-6940-7. <a href="978-1-4614-6940-7" target="_blank">978-1-4614-6940-7</a> <a href="#fnref:12" class="footnote-back-ref">↩</a></p></li> <li id="fn:13"><p>Russell & Norvig 2003, pp. 194–310; Luger & Stubblefield 2004, pp. 35–77 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:13" class="footnote-back-ref">↩</a></p></li> <li id="fn:14"><p>Russell & Norvig 2003, pp. 204–233; Luger & Stubblefield 2004, pp. 45–50 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:14" class="footnote-back-ref">↩</a></p></li> <li id="fn:15"><p>Russell & Norvig 2003, pp. 240–310; vLuger & Stubblefield 2004, pp. 50–62 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:15" class="footnote-back-ref">↩</a></p></li> <li id="fn:16"><p>Russell & Norvig 2003, pp. 526–527 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:16" class="footnote-back-ref">↩</a></p></li> <li id="fn:17"><p>"What is 'fuzzy logic'? Are there computers that are inherently fuzzy and do not apply the usual binary logic?". Scientific American. Retrieved 5 May 2018. <a href="https://www.scientificamerican.com/article/what-is-fuzzy-logic-are-t/" target="_blank">https://www.scientificamerican.com/article/what-is-fuzzy-logic-are-t/</a> <a href="#fnref:17" class="footnote-back-ref">↩</a></p></li> <li id="fn:18"><p>Russell & Norvig 2003, pp. 354–360; Luger & Stubblefield 2004, pp. 335–363 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:18" class="footnote-back-ref">↩</a></p></li> <li id="fn:19"><p>Luger & Stubblefield (2004, pp. 335–363) places this under "uncertain reasoning" - Luger, George; Stubblefield, William (2004). Artificial Intelligence: Structures and Strategies for Complex Problem Solving (5th ed.). Benjamin/Cummings. ISBN 978-0-8053-4780-7. <a href="https://archive.org/details/artificialintell0000luge" target="_blank">https://archive.org/details/artificialintell0000luge</a> <a href="#fnref:19" class="footnote-back-ref">↩</a></p></li> <li id="fn:20"><p>Russell & Norvig 2003, pp. 349–354; Luger & Stubblefield 2004, pp. 248–258 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:20" class="footnote-back-ref">↩</a></p></li> <li id="fn:21"><p>Russell & Norvig 2003, pp. 328–341. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:21" class="footnote-back-ref">↩</a></p></li> <li id="fn:22"><p>Poole, David; Mackworth, Alan; Goebel, Randy (1998). Computational Intelligence: A Logical Approach. New York: Oxford University Press. pp. 335–337. ISBN 978-0-19-510270-3. <a href="978-0-19-510270-3" target="_blank">978-0-19-510270-3</a> <a href="#fnref:22" class="footnote-back-ref">↩</a></p></li> <li id="fn:23"><p>Russell & Norvig 2003, pp. 341–344. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:23" class="footnote-back-ref">↩</a></p></li> <li id="fn:24"><p>Russell & Norvig 2003, pp. 341–344. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:24" class="footnote-back-ref">↩</a></p></li> <li id="fn:25"><p>Russell & Norvig 2003, pp. 402–407. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:25" class="footnote-back-ref">↩</a></p></li> <li id="fn:26"><p>Russell & Norvig 2003, pp. 678–710; Luger & Stubblefield 2004, pp. ~422–442 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:26" class="footnote-back-ref">↩</a></p></li> <li id="fn:27"><p>Breadth of commonsense knowledge: Russell & Norvig (2003, p. 21), Crevier (1993, pp. 113–114), Moravec (1988, p. 13), Lenat & Guha (1989, Introduction) - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:27" class="footnote-back-ref">↩</a></p></li> <li id="fn:28"><p>Russell & Norvig 2003, pp. 462–644; Luger & Stubblefield 2004, pp. 165–191, 333–381 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:28" class="footnote-back-ref">↩</a></p></li> <li id="fn:29"><p>Russell & Norvig 2003, pp. 492–523; Luger & Stubblefield 2004, pp. ~182–190, ≈363–379 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:29" class="footnote-back-ref">↩</a></p></li> <li id="fn:30"><p>Russell & Norvig 2003, pp. 504–519; Luger & Stubblefield 2004, pp. ~363–379 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:30" class="footnote-back-ref">↩</a></p></li> <li id="fn:31"><p>Russell & Norvig 2003, pp. 712–724. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:31" class="footnote-back-ref">↩</a></p></li> <li id="fn:32"><p>Russell & Norvig 2003, pp. 597–600. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:32" class="footnote-back-ref">↩</a></p></li> <li id="fn:33"><p>Russell & Norvig 2003, pp. 551–557. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:33" class="footnote-back-ref">↩</a></p></li> <li id="fn:34"><p>Russell & Norvig 2003, pp. 549–551. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:34" class="footnote-back-ref">↩</a></p></li> <li id="fn:35"><p>Russell & Norvig 2003, pp. 551–557. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:35" class="footnote-back-ref">↩</a></p></li> <li id="fn:36"><p>Russell & Norvig 2003, pp. 584–597. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:36" class="footnote-back-ref">↩</a></p></li> <li id="fn:37"><p>Russell & Norvig 2003, pp. 584–597. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:37" class="footnote-back-ref">↩</a></p></li> <li id="fn:38"><p>Russell & Norvig 2003, pp. 600–604. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:38" class="footnote-back-ref">↩</a></p></li> <li id="fn:39"><p>Russell & Norvig 2003, pp. 613–631. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:39" class="footnote-back-ref">↩</a></p></li> <li id="fn:40"><p>Russell & Norvig 2003, pp. 613–631. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:40" class="footnote-back-ref">↩</a></p></li> <li id="fn:41"><p>Russell & Norvig 2003, pp. 631–643. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:41" class="footnote-back-ref">↩</a></p></li> <li id="fn:42"><p>Russell & Norvig 2003, pp. 631–643. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:42" class="footnote-back-ref">↩</a></p></li> <li id="fn:43"><p>Russell & Norvig 2003, pp. 712–754; Luger & Stubblefield 2004, pp. 453–541 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:43" class="footnote-back-ref">↩</a></p></li> <li id="fn:44"><p>Russell & Norvig 2003, pp. 653–664; Luger & Stubblefield 2004, pp. 408–417 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:44" class="footnote-back-ref">↩</a></p></li> <li id="fn:45"><p>Russell & Norvig 2003, pp. 736–748; Luger & Stubblefield 2004, pp. 453–505 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:45" class="footnote-back-ref">↩</a></p></li> <li id="fn:46"><p>Russell & Norvig 2003, pp. 733–736. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:46" class="footnote-back-ref">↩</a></p></li> <li id="fn:47"><p>Russell & Norvig 2003, pp. 749–752. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:47" class="footnote-back-ref">↩</a></p></li> <li id="fn:48"><p>Russell & Norvig 2003, pp. 749–752. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:48" class="footnote-back-ref">↩</a></p></li> <li id="fn:49"><p>Russell & Norvig 2003, p. 718. - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:49" class="footnote-back-ref">↩</a></p></li> <li id="fn:50"><p>Russell & Norvig 2003, pp. 736–748; Luger & Stubblefield 2004, pp. 453–505 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:50" class="footnote-back-ref">↩</a></p></li> <li id="fn:51"><p>Russell & Norvig 2003, pp. 739–748, 758; Luger & Stubblefield 2004, pp. 458–467 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:51" class="footnote-back-ref">↩</a></p></li> <li id="fn:52"><p>Russell & Norvig 2003, p. 758; Luger & Stubblefield 2004, pp. 474–505 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:52" class="footnote-back-ref">↩</a></p></li> <li id="fn:53"><p>Hochreiter, Sepp; and Schmidhuber, Jürgen; Long Short-Term Memory, Neural Computation, 9(8):1735–1780, 1997 <a href="/wiki/Sepp_Hochreiter" target="_blank">/wiki/Sepp_Hochreiter</a> <a href="#fnref:53" class="footnote-back-ref">↩</a></p></li> <li id="fn:54"><p>Luger & Stubblefield 2004, pp. 474–505. - Luger, George; Stubblefield, William (2004). Artificial Intelligence: Structures and Strategies for Complex Problem Solving (5th ed.). Benjamin/Cummings. ISBN 978-0-8053-4780-7. <a href="https://archive.org/details/artificialintell0000luge" target="_blank">https://archive.org/details/artificialintell0000luge</a> <a href="#fnref:54" class="footnote-back-ref">↩</a></p></li> <li id="fn:55"><p>Luger & Stubblefield 2004, pp. 474–505. - Luger, George; Stubblefield, William (2004). Artificial Intelligence: Structures and Strategies for Complex Problem Solving (5th ed.). Benjamin/Cummings. ISBN 978-0-8053-4780-7. <a href="https://archive.org/details/artificialintell0000luge" target="_blank">https://archive.org/details/artificialintell0000luge</a> <a href="#fnref:55" class="footnote-back-ref">↩</a></p></li> <li id="fn:56"><p>Luger & Stubblefield 2004, pp. 474–505. - Luger, George; Stubblefield, William (2004). Artificial Intelligence: Structures and Strategies for Complex Problem Solving (5th ed.). Benjamin/Cummings. ISBN 978-0-8053-4780-7. <a href="https://archive.org/details/artificialintell0000luge" target="_blank">https://archive.org/details/artificialintell0000luge</a> <a href="#fnref:56" class="footnote-back-ref">↩</a></p></li> <li id="fn:57"><p>Russell & Norvig 2003, pp. 744–748; Luger & Stubblefield 2004, pp. 467–474 - Russell, Stuart J.; Norvig, Peter (2003). Artificial Intelligence: A Modern Approach (2nd ed.). Upper Saddle River, New Jersey: Prentice Hall. ISBN 978-0-13-790395-5. <a href="http://aima.cs.berkeley.edu/" target="_blank">http://aima.cs.berkeley.edu/</a> <a href="#fnref:57" class="footnote-back-ref">↩</a></p></li> <li id="fn:58"><p>Luger & Stubblefield 2004, pp. 474–505. - Luger, George; Stubblefield, William (2004). Artificial Intelligence: Structures and Strategies for Complex Problem Solving (5th ed.). Benjamin/Cummings. ISBN 978-0-8053-4780-7. <a href="https://archive.org/details/artificialintell0000luge" target="_blank">https://archive.org/details/artificialintell0000luge</a> <a href="#fnref:58" class="footnote-back-ref">↩</a></p></li> <li id="fn:59"><p>Hinton, G. E. (2007). "Learning multiple layers of representation". Trends in Cognitive Sciences. 11 (10): 428–434. doi:10.1016/j.tics.2007.09.004. PMID 17921042. S2CID 15066318. <a href="/wiki/Doi_(identifier)" target="_blank">/wiki/Doi_(identifier)</a> <a href="#fnref:59" class="footnote-back-ref">↩</a></p></li> <li id="fn:60"><p>"Artificial intelligence can 'evolve' to solve problems". Science | AAAS. 10 January 2018. Retrieved 7 February 2018. <a href="https://www.science.org/content/article/artificial-intelligence-can-evolve-solve-problems" target="_blank">https://www.science.org/content/article/artificial-intelligence-can-evolve-solve-problems</a> <a href="#fnref:60" class="footnote-back-ref">↩</a></p></li> <li id="fn:61"><p>Hinton 2007. - Hinton, G. E. (2007). "Learning multiple layers of representation". Trends in Cognitive Sciences. 11 (10): 428–434. doi:10.1016/j.tics.2007.09.004. PMID 17921042. S2CID 15066318. <a href="https://doi.org/10.1016%2Fj.tics.2007.09.004" target="_blank">https://doi.org/10.1016%2Fj.tics.2007.09.004</a> <a href="#fnref:61" class="footnote-back-ref">↩</a></p></li> <li id="fn:62"><p>Developmental robotics: Weng et al. (2001) Lungarella et al. (2003) Asada et al. (2009) Oudeyer (2010) <a href="/wiki/Developmental_robotics" target="_blank">/wiki/Developmental_robotics</a> <a href="#fnref:62" class="footnote-back-ref">↩</a></p></li> <li id="fn:63"><p>"The 6 craziest robots Google has acquired". Business Insider. Retrieved 2018-06-13. <a href="https://www.businessinsider.com/the-6-craziest-robots-google-has-acquired-2016-4?r=US&IR=T/" target="_blank">https://www.businessinsider.com/the-6-craziest-robots-google-has-acquired-2016-4?r=US&IR=T/</a> <a href="#fnref:63" class="footnote-back-ref">↩</a></p></li> <li id="fn:64"><p>"The 6 craziest robots Google has acquired". Business Insider. Retrieved 2018-06-13. <a href="https://www.businessinsider.com/the-6-craziest-robots-google-has-acquired-2016-4?r=US&IR=T/" target="_blank">https://www.businessinsider.com/the-6-craziest-robots-google-has-acquired-2016-4?r=US&IR=T/</a> <a href="#fnref:64" class="footnote-back-ref">↩</a></p></li> <li id="fn:65"><p>"The 6 craziest robots Google has acquired". Business Insider. Retrieved 2018-06-13. <a href="https://www.businessinsider.com/the-6-craziest-robots-google-has-acquired-2016-4?r=US&IR=T/" target="_blank">https://www.businessinsider.com/the-6-craziest-robots-google-has-acquired-2016-4?r=US&IR=T/</a> <a href="#fnref:65" class="footnote-back-ref">↩</a></p></li> <li id="fn:66"><p>Letzing, John (2012-12-14). "Google Hires Famed Futurist Ray Kurzweil". The Wall Street Journal. Retrieved 2013-02-13. <a href="https://blogs.wsj.com/digits/2012/12/14/google-hires-famed-futurist-ray-kurzweil/?mod=WSJBlog&source=email_rt_mc_body&ifp=0" target="_blank">https://blogs.wsj.com/digits/2012/12/14/google-hires-famed-futurist-ray-kurzweil/?mod=WSJBlog&source=email_rt_mc_body&ifp=0</a> <a href="#fnref:66" class="footnote-back-ref">↩</a></p></li> <li id="fn:67"><p>Claire Miller and Nick Bilton (3 November 2011). "Google's Lab of Wildest Dreams". New York Times. <a href="https://www.nytimes.com/2011/11/14/technology/at-google-x-a-top-secret-lab-dreaming-up-the-future.html" target="_blank">https://www.nytimes.com/2011/11/14/technology/at-google-x-a-top-secret-lab-dreaming-up-the-future.html</a> <a href="#fnref:67" class="footnote-back-ref">↩</a></p></li> </ol>