articial, intelligence, create, exhibit, human, problem, solving, skills, arbitrary, recent, progress, learning, primary, attributed, techniques, called, produced, remarkable, results, areas, classication, pattern, recognition, control, eld, reinforcement, exception, demonstrated, algorithm, neural, networks, function, approximator, variety, atari, video, solely, pixel, inputs, comparable, interest, increased, excitement, easily, understandable, basic, training, model, supervised, agent, interacts, environment, fascinated, watching, agents, operate, reality, systems, challenging, intellectual, thinking, planning, reasoning, transfer, thesis, enrich, current, algorithms, based, observations, scientists, nature, simply, predict, fundamentally, activity, ability, uncover, underlying, causes, sparsely, observed, events, knowledge, beyond, paucity, data, hypothesize, intermediate, representation, input, relationship, objects, visuals, separated, benecial, acquire, apply, tagger, framework, observation, pointed, computers, explanations, solve, issue, using, episodic, memory, proposed, module, alleviate, integrating, experiences, similar, policy, emulated, environments, especially, studying, us, simulated, generate, unlimited, notion, inherently, originally, humans, recorded, evaluate, behavior, customizable, dashboard, monitoring, evolve, structured, chapter, introduce, basics, discuss, exploring, incorporate, experiments, described, nally, discussion, future, learningin, practical, theoretical, improvements, benchmark, although, overlapping, disciplines, uniting, denitions, methodologies, concentrate, computational, context, area, sequential, decision, process, software, maximize, expected, total, interacting, action, observing, scalar, trial, error, supposed, strategy, discovering, exploiting, aspect, potentially, modify, navigates, thus, changing, outcome, signals, clipart, [cli], ties, behaviorism, biological, organisms, imagine, chimpanzee, mike, sneaks, abandoned, lab, searching, explores, looking, touching, via, eventually, nds, vending, accidentally, suddenly, positive, continues, pushing, arbitrarily, electrical, negative, adjusts, choosing, bored, diet, addition, ne, bargain, explanation, oversimplied, nevertheless, imaging, shown, correlation, responses, emitted, dopamine, neurons, predicted, main, standard, labels, actions, distributions, decisions, moreover, feedback, obtains, delayed, usually, semi, category, exploration, exploitation, dilemma, outcomes, leading, hoping, dene, markov, nite, satisfy, property, t], particular, previous, visited, implies, talking, assume, observable, internal, satises, problems, partially, approaches, generalized, stept, observes, tfrom, spacesand, actiona, tfroma, doing, tand, encounters, dened, terminal, episode, declared, nished, denes, mapping, stochastic, js, probability, distribution, noted, discounted, rt, discount, denoting, innitely, generates, required, intuitively, immediate, tj, s], wheree, ]denes, expectation, whentis, andiis, later, concept, ifrom, notation, similarly, functionq, a], optimal, maximum, policies, max, finding, solution, nd, higher, achieving, inmodel, basedlearning, predicting, transition, probabilities, briey, themodel, freealgorithms, needed, random, example, acting, greedily, evaluated, iteration, dynamic, programming, evaluation, bellman, equation, expresses, recursive, relationships, ofsand, successor, iterative, update, vk, ra, ss, greedy, improvement, according, calculated, optimality, guaranteed, converge, deterministic, alternative, approach, directly, updates, correspond, highest, hence, temporal, method, estimates, practice, popular, isgreedy, probabilityagent, sarsawhich, policyalgorithm, updated, estimate, therefore, modications, including, sarsa, increase, efciency, reduce, variance, inoff, policylearning, target, actual, motivation, policycan, explore, rst, introduced, watkins, efcient, wellknown, policyis, obviously, respect, toq, implements, mentioned, improved, formula, result, whena, replaced, thorough, introduction, refer, sutton, barto, discussed, functions, represented, straightforward, inefcient, dimensional, continuous, approximating, gammon, system, professional, backgammon, successfully, surprisingly, network, remained, rarely, convergence, properties, conjunction, nns, optimization, unstable, signal, sparse, associated, class, imbalance, furthermore, encountered, online, highly, correlated, contribution, methods, stabilize, compute, surprising, audience, program, parameters, feature, engineering, diverse, gameplay, graphics, equally, experience, replay, decorrelate, samples, collected, insight, adjusting, performs, uniformly, sampled, buffer, triples, essentially, trained, manner, gradient, descent, minimize, loss, heredis, iis, parameter, atith, usage, increases, compared, sample, restriction, generated, convolutional, success, cnns, type, suited, vision, layer, extract, increasingly, complex, features, images, emulator, representations, graying, understanding, dqns, analyze, visualizing, activations, distributed, embedding, lower, dimension, pixels, structure, breakout, clusters, distinguished, relative, position, special, cluster, suggests, captures, dynamics, implicitly, calledpolicy, gradientwhich, explicitly, desired, parametrising, denition, objective, transform, likelihood, ratio, expression, ascent, intuitive, decrease, calculating, assuming, differentiable, sampling, unbiased, monte, carlo, yields, actor, critic, parametrized, approximate, subtracting, baseline, advantage, bias, greatly, reduces, approximated, particularly, exist, lightweight, asynchronous, drawbacks, namely, limited, asynchronously, multiple, parallel, instance, sequences, decorrelating, effect, additionally, enables, benets, linearly, learners, gpus, models, multi, core, reduced, weight, style, require, locking, mechanisms, allowing, gradients, overwritten, processes, performance, estimating, propagate, faster, reported, performed, named, effective, common, drawback, interactions, less, obtained, reviewed, issues, requires, larger, propagates, lengyel, dayan, argued, role, neglected, semantic, looked, accumulated, statistics, raining, concrete, strengthened, argument, showing, blundell, et, extended, applied, labyrinth, deepmind, signicantly, utilization, outperforming, propose, dictionary, placed, embeddings, architecture, serves, improving, aihumans, imagining, somewhat, ctional, programmable, digital, various, renewed, research, missing, vital, crucial, implemented, related, topic, trying, researchers, achieve, unlike, mimic, specic, capabilities, playing, chess, focus, categorizing, throughout, suggest, humanly, rationally, concerned, dealing, rationality, probably, easiest, comprehend, distinguish, designed, considered, solved, introspection, psychological, cognitive, science, referred, mathematical, logic, formal, proofs, section, utilities, plausible, viewpoint, maximization, strictly, computer, philosophical, discussions, foundations, necessarily, exclude, condition, degrees, modeling, despite, abundant, experiment, feasible, frameworks, completely, simulate, molecular, project, [wik], neocortex, resolution, technologies, promising, accurately, started, paradigm, express, manipulate, symbols, john, mccarthy, created, develop, programs, relations, hangson, syntax, natural, solver, developed, theoretically, expressed, formed, formulas, hanoi, formulation, combinatorical, explosion, generalizing, unclear, symbolic, declined, primarily, handcrafted, capture, excel, patterns, convert, abstract, predictions, available, theory, mathematics, provides, uncertainty, consistent, probabilistic, distinction, tracked, bayesian, bayes, prior, posterior, jd, jm, wheremis, andd, transformation, graphical, variables, conditional, dependencies, examples, include, challenge, marginal, involve, integrals, polynomial, computationally, expensive, exible, latter, non, parametric, experimental, circuit, implementing, exactly, extension, graph, code, represent, inner, conscious, hypothesis, underline, mental, semantics, evidence, critical, processed, detected, functional, scans, infants, ve, melody, native, contrary, intuition, deafness, greater, consequences, development, blindness, signing, deciency, cochlear, implants, recovers, perception, impaired, exposed, earlier, spoken, outperform, controls, lexical, comprehension, central, roadmap, interactive, communication, intelligent, reasonable, commands, humanitys, text, insights, limitations, trends, criticizing, smarter, construction, causal, developmental, presented, components, physics, object, disappear, toddlers, surprised, anecdotal, videos, scared, levitating, psychology, beliefs, guess, objectives, reuse, generalize, perform, segmentation, extracted, spacial, positions, information, relational, considerable, projections, entangled, clearly, perceive, separately, consider, enjoying, grass, chasing, scene, predicts, attentional, mechanism, behavioral, curiosity, trivial, introducing, external, computed, computation, releases, neurotransmitters, rewarding, stimulus, eating, enjoyment, intrinsic, intrinsically, guided, navigate, classic, super, mario, bros, simplicity, travel, typical, previously, smartphone, gamepad, easier, restricted, jumpandmove, explained, visually, conceptually, scenarios, character, engaged, whether, understood, spontaneous, ghosts, asked, barriers, fairly, episodes, movement, denoted, dashed, shortest, barrier, adult, factor, scenes, characters, defeating, generation, explicit, initially, nintendo, entertainment, [nin], benchmarks, richer, interact, removing, storyline, visual, appearance, sidekick, possibility, subsection, unfortunately, modern, computing, resources, source, wrapper, provided, decided, tested, gym, openai, toolkit, developing, comparing, essence, standardized, snippet, creates, newfrozenlakeenvironment, boolean, ag, env, reset, getaninitialobservation, my_agents_policy, internally, arcade, emulate, image, skipped, versions, solutions, uninteresting, sequence, winning, normalize, conveniently, implementation, pytorch, [pyt], mainly, numerical, debugging, static, graphs, subsubsection, github, [iko], repository, additions, publicly, [sci], instances, shared, adam, optimizer, architectures, inmodels, directory, scripts, inalgorithms, folder, envs, pyhosts, greyscale, normalization, convolution, layers, slower, visualization, detect, python, visdom, [vis], sqlite, [], theano, keras, caffe, torch, released, logging, users, exceptions, tensorow, calledtensorboard[ten], corresponding, tensorboard, supports, histogram, summaries, plots, projects, layout, heatmaps, visdomas, working, gaming, perspective, observe, evolves, facebook, powered, plotly, composed, independent, dragged, resized, closed, zoom, scatter, le, server, storage, design, database, initialized, serializes, byte, binary, incremental, script, owchart, [dra], databases, deserializes, immediately, advantages, render, local, access, browse, folders, checkpoints, contained, sqlitele, install, event, likequickeval, sloweval, construct, evtname, quickeval, std, np, rand, dblogger, dbloggerinstance, pythons, serialization, bytestring, compresses, requirement, recognized, types, numpy, [num], arrays, dbloggerwill, commit, eventname, objectstr, creating, schema, deserialize, validate, voluptuous, [ale], quickevalweforceittobeacorrectname, ndarray, requiredtrue, alleldsarerequired, les, pycan, locally, linux, screenshots, opened, firefoxmounting, remote, arguments, navigating, address, default, localhost, average, entropy, detailed, listing, link, gradually, logged, rendered, played, preprocessed, details, original, preprocessing, array, lter, outputs, gure, pause, options, considering, decouple, extent, exists, description, visualize, pong, dbdirlocation, located, mounted, ids, converting, mpeg, simultaneously, obstacles, benet, toon, catastrophic, forgetting, totally, struggle, signicant, semantically, incorporating, analogical, owers, picked, investigate, unsupervised, perceptual, inference, recently, grouping, callediterative, amortized, intokdifferent, individual, discrete, element, denote, reconstructed, amortizing, denoise, corrupted, assignments, reconstructions, iterations, rened, denoising, althoughkis, xed, outperformed, constructed, digit, digits, cluttered, textures, achieved, published, gamekungfumaster, purposes, limits, afford, kto, ghts, encoder, projection, gaussian, epochs, tesla, kungfumaster, visualized, reconstruction, groupzi, oor, responsibility, represents, unwanted, groupings, planned, processing, option, modication, temporarily, abandon, testing, frequency, intel, xeon, cpus, relatively, within, recordings, ofpong, hitting, itwaitsto, unpredictability, effectively, meaning, updating, recover, pongs, opponent, generating, biased, damaging, randomly, triplets, rn, inp, ap, wherepis, concatenation, units, nis, delete, rebuilding, refreshed, lled, sufciently, additional, xwhile, thesexs, weighted, distance, ofknearest, usedk, tis, faiss, [fac], similarity, queries, vectors, dimensionality, vector, recurrent, metric, thexaxis, theyaxis, minimum, decreased, modied, limit, ep, memin, outperforms, comparison, investigated, elds, initial, approaching, mystery, committing, overview, workings, interdisciplinary, titled, successful, misleading, invent, ultimately, communicate, similarities, fundamental, interaction, physical, blended, experimenting, motion, xing, analyzed, recording, emulators, obsolete, navigation, systematically, location, trajectories, unaware, experimented, nearest, deleted, reached, allowed