term, goal, articial, general, intelligence, create, exhibit, human, solving, skills, arbitrary, tasks, recent, progress, learning, primary, attributed, techniques, called, produced, remarkable, results, areas, classication, pattern, recognition, control, eld, reinforcement, exception, demonstrated, algorithm, used, neural, networks, function, approximator, variety, atari, video, solely, pixel, inputs, comparable, interest, increased, excitement, easily, understandable, basic, simple, powerful, training, model, supervised, agent, itself, interacts, environment, fascinated, watching, operate, reality, systems, challenging, intellectual, tools, thinking, planning, reasoning, transfer, thesis, review, seek, possible, enrich, current, based, observations, authors, building, scientists, nature, simply, predict, fundamentally, activity, ability, desire, uncover, underlying, causes, sparsely, observed, events, knowledge, beyond, paucity, data, hypothesize, intermediate, representation, frames, relationship, objects, visuals, separated, benecial, acquire, apply, tagger, framework, pointed, computers, explanations, tried, solve, issue, using, episodic, memory, proposed, module, alleviate, integrating, experiences, similar, policy, emulated, especially, platforms, studying, simulated, generate, unlimited, amount, notion, inherently, built, originally, recorded, evaluate, behavior, compare, reasons, customizable, web, dashboard, monitoring, evolve, structured, chapter, introduce, discuss, exploring, incorporate, experiments, described, nally, discussion, future, learningin, practical, theoretical, improvements, led, benchmark, scores, although, history, overlapping, disciplines, uniting, denitions, methodologies, concentrate, computational, study, context, sequential, decision, making, process, software, maximize, expected, total, interacting, taking, action, observing, scalar, values, trial, error, supposed, improve, strategy, discovering, exploiting, beginning, aspect, potentially, modify, navigates, thus, changing, outcome, clipart, [cli], ties, behaviorism, view, biological, organisms, chimpanzee, mike, sneaks, abandoned, lab, crazy, searching, explores, looking, touching, getting, via, senses, eventually, nds, vending, accidentally, suddenly, nut, positive, excited, quickly, pushing, arbitrarily, electrical, buzz, negative, adjusts, choosing, bored, diet, expects, addition, electric, shock, ne, banana, bargain, oversimplied, beings, nevertheless, brain, imaging, shown, correlation, responses, emitted, dopamine, neurons, predicted, main, differences, standard, labels, distributions, depend, moreover, feedback, obtains, taken, delayed, usually, semi, category, exploration, exploitation, dilemma, unknown, leading, hoping, dene, markov, nite, state, space, satisfy, property, t], particular, previous, visited, implies, talking, assume, fully, observable, internal, chosen, satises, partially, approaches, generalized, stept, observes, tfrom, spacesand, actiona, tfroma, doing, tand, encounters, dened, terminal, episode, declared, nished, mapping, stochastic, probability, noted, discounted, rt, discount, rate, denoting, innitely, deal, sum, required, intuitively, immediate, following, tj, s], wheree, ]denes, expectation, whentis, andiis, later, concept, ifrom, notation, cleaner, similarly, functionq, a], optimal, maximum, max, finding, solution, higher, level, classes, achieving, inmodel, basedlearning, predicting, transition, briey, themodel, freealgorithms, needed, random, example, acting, greedily, evaluated, known, iteration, dynamic, programming, evaluation, bellman, equation, expresses, recursive, ofsand, successor, iterative, update, vk, ra, greedy, according, calculated, optimality, guaranteed, converge, deterministic, alternative, directly, correspond, however, choose, highest, hence, temporal, method, estimates, popular, choice, isgreedy, probabilityagent, sarsawhich, policyalgorithm, written, updated, therefore, free, modications, including, sarsa, increase, efciency, reduce, variance, inoff, policylearning, target, actual, motivation, policycan, learned, rst, introduced, watkins, efcient, wellknown, policyis, obviously, respect, toq, implements, mentioned, improved, formula, whena, replaced, thorough, introduction, refer, sutton, barto, discussed, represented, straightforward, inefcient, dimensional, continuous, approximating, gammon, professional, backgammon, players, successfully, surprisingly, remained, rarely, loose, convergence, conjunction, nns, optimization, unstable, sparse, associated, class, imbalance, furthermore, encountered, online, highly, correlated, contribution, stabilize, compute, surprising, audience, program, parameters, feature, engineering, diverse, gameplay, graphics, equally, replay, decorrelate, samples, collected, insight, adjusting, slowly, moving, performs, batch, uniformly, sampled, buffer, triples, essentially, trained, manner, gradient, descent, minimize, loss, heredis, iis, atith, usage, compared, restriction, generated, convolutional, success, cnns, type, suited, vision, layer, extract, increasingly, complex, images, emulator, allows, interesting, graying, understanding, dqns, analyze, visualizing, activations, hidden, distributed, embedding, maps, lower, dimension, structure, breakout, clusters, distinguished, relative, position, bug, separate, suggests, captures, implicitly, calledpolicy, gradientwhich, explicitly, desired, parametrising, objective, transform, likelihood, ratio, expression, log, ascent, intuitive, understand, decrease, given, calculating, assuming, differentiable, sampling, unbiased, monte, carlo, yields, actor, critic, parametrized, approximate, further, subtracting, baseline, advantage, bias, greatly, finally, approximated, particularly, useful, exist, lightweight, asynchronous, drawbacks, namely, limited, asynchronously, multiple, parallel, instance, sequences, decorrelating, effect, additionally, enables, benets, scales, linearly, learners, gpus, single, multi, core, reduced, weight, style, require, locking, mechanisms, allowing, overwritten, processes, performance, estimating, forward, propagate, faster, reported, performed, named, effective, common, interactions, less, obtained, reviewed, worse, larger, lengyel, dayan, argued, role, rather, neglected, semantic, looked, accumulated, statistics, raining, concrete, yesterday, strengthened, argument, showing, blundell, et, extended, applied, labyrinth, test, deepmind, signicantly, utilization, outperforming, propose, dictionary, placed, architecture, serves, stable, improving, aihumans, imagining, somewhat, ctional, programmable, digital, various, partly, power, renewed, research, agree, missing, clear, vital, crucial, implemented, related, topic, trying, researchers, achieve, unlike, mimic, specic, capabilities, playing, chess, mostly, focus, categorizing, throughout, humanly, rationally, concerned, dealing, column, rationality, easiest, comprehend, cannot, distinguish, designed, considered, solved, introspection, psychological, cognitive, science, valuable, referred, mathematical, logic, formal, proofs, section, utilities, plausible, viewpoint, maximization, strictly, thousands, philosophical, foundations, necessarily, exclude, condition, degrees, modeling, despite, abundant, feasible, completely, simulate, molecular, project, [wik], rat, neocortex, resolution, technologies, promising, accurately, started, paradigm, express, manipulate, symbols, john, mccarthy, created, language, develop, relations, hangson, root, syntax, natural, sentences, base, questions, solver, developed, theoretically, expressed, formed, hanoi, handful, formulation, combinatorical, explosion, generalizing, unclear, symbolic, declined, primarily, handcrafted, excel, convert, abstract, predictions, available, anything, theory, mathematics, provides, uncertainty, consistent, probabilistic, major, distinction, tracked, bayesian, bayes, prior, posterior, jd, jm, wheremis, andd, transformation, graphical, variables, conditional, dependencies, include, challenge, marginal, involve, integrals, polynomial, chain, computationally, expensive, exible, latter, non, parametric, experimental, circuit, implementing, exactly, extension, graph, code, represent, inner, going, conscious, hypothesis, underline, mental, evidence, critical, processed, huge, centers, detected, functional, scans, infants, ve, melody, native, contrary, intuition, deafness, greater, consequences, development, blindness, due, ages, deaf, signing, deciency, cochlear, implants, recovers, speech, perception, hearing, impaired, exposed, earlier, spoken, outperform, lexical, comprehension, central, roadmap, interactive, communication, intelligent, reasonable, commands, humanitys, text, limitations, trends, criticizing, smarter, construction, causal, developmental, presented, components, physics, toddlers, surprised, anecdotal, scared, levitating, sausage, psychology, beliefs, guess, reuse, generalize, segmentation, extracted, spacial, information, relational, considerable, projections, entangled, background, clearly, perceive, separately, consider, enjoying, grass, directs, chasing, scene, running, attentional, behavioral, curiosity, trivial, introducing, external, computed, computation, releases, neurotransmitters, rewarding, stimulus, eating, enjoyment, intrinsic, intrinsically, guided, classic, super, mario, bros, simplicity, squash, travel, subject, typical, previously, smartphone, tablet, gamepad, easier, restricted, jumpandmove, explained, visually, conceptually, scenarios, character, engaged, whether, understood, spontaneous, ghosts, asked, barriers, fairly, movement, denoted, dashed, shortest, spent, guide, adult, factor, adventure, pleasure, defeating, generation, explicit, initially, nintendo, entertainment, [nin], richer, dying, removing, extra, storyline, appearance, sidekick, possibility, subsection, unfortunately, modern, computing, resources, source, wrapper, provided, decided, tested, gym, openai, toolkit, developing, comparing, essence, standardized, snippet, newfrozenlakeenvironment, boolean, ag, env, reset, getaninitialobservation, my_agents_policy, internally, arcade, emulate, skipped, versions, uninteresting, repeat, winning, wrap, normalize, stack, conveniently, implementation, pytorch, [pyt], mainly, numerical, debugging, static, subsubsection, github, [iko], repository, publicly, [sci], shared, adam, optimizer, directory, scripts, inalgorithms, folder, pyhosts, greyscale, normalization, convolution, slower, visualization, detect, describe, python, visdom, [vis], sqlite, [], theano, keras, caffe, torch, released, logging, users, tensorow, calledtensorboard[ten], writing, corresponding, tensorboard, supports, histogram, summaries, plots, layout, helpful, heatmaps, visdomas, working, gaming, perspective, observe, evolves, facebook, powered, plotly, composed, independent, panes, dragged, resized, closed, host, zoom, scatter, switch, le, calling, server, shuts, storage, design, database, initialized, serializes, byte, string, binary, incremental, owchart, [dra], connects, databases, deserializes, immediately, render, local, access, browse, checkpoints, contained, sqlitele, install, likequickeval, sloweval, construct, evtname, quickeval, std, np, rand, dblogger, dbloggerinstance, serialization, library, pickle, bytestring, compresses, requirement, recognized, numpy, [num], arrays, dbloggerwill, commit, eventname, objectstr, creating, reader, schema, validate, package, voluptuous, [ale], quickevalweforceittobeacorrectname, oat, ndarray, requiredtrue, alleldsarerequired, pycan, locally, linux, screenshots, opened, firefoxmounting, remote, navigating, address, default, localhost, average, speed, length, entropy, interested, detailed, listing, link, gradually, logged, rendered, record, played, preprocessed, details, original, preprocessing, lter, outputs, gure, pause, options, considering, decouple, extent, description, visualize, pong, dbdirlocation, located, mounted, ids, converting, mpeg, simultaneously, pits, obstacles, trouble, toon, catastrophic, forgetting, totally, forgotten, struggle, signicant, semantically, incorporating, analogical, owers, clouds, picked, investigate, unsupervised, perceptual, inference, recently, grouping, callediterative, amortized, intokdifferent, individual, sets, discrete, element, denote, reconstructed, amortizing, denoise, corrupted, assignments, reconstructions, rened, denoising, althoughkis, xed, outperformed, constructed, digit, cluttered, textures, achieved, published, gamekungfumaster, purposes, limits, afford, kto, ghts, chose, encoder, gaussian, epochs, wall, tesla, kungfumaster, visualized, mask, groupzi, oor, ceiling, responsibility, unwanted, planned, processing, temporarily, abandon, testing, frequency, intel, xeon, cpus, relatively, within, recordings, ofpong, hitting, somewhere, itwaitsto, sideways, unpredictability, uniform, effectively, meaning, updating, bounce, opponent, won, generating, biased, damaging, randomly, triplets, rn, inp, ap, wherepis, concatenation, cell, units, nis, delete, rebuilding, refreshed, lled, sufciently, additional, xwhile, thesexs, weighted, ofknearest, usedk, tis, faiss, [fac], similarity, queries, vectors, dimensionality, recurrent, metric, thexaxis, theyaxis, minimum, decreased, modied, ep, memin, comparison, investigated, initial, correct, approaching, mystery, committing, overview, interdisciplinary, titled, successful, misleading, invent, ultimately, communicate, anyhow, fundamental, physical, blended, experimenting, millions, motion, xing, analyzed, obsolete, navigation, intend, systematically, location, trajectories, unaware, experimented, nearest, search, deleted, reached, allowed