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index dot product,, 33 139 double backprop, 268 doubly block circulant matrix, 330 dream sleep,, 605 647 dropconnect, 263 dropout,,,,,, 255 422 427 428 666 683 dynamic structure, 445 e - step, 629 early stopping,,,,, 244 246 270 271 422 ebm, see energy - based model echo state network,,, 23 26 401 [UNK] capacity, 113 e... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 795 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
constraint, 93 equivariance, 335 error function, see objective function esn, see echo state network euclidean norm, 38 euler - lagrange equation, 641 evidence lower bound,, 628 655 example, 98 expectation, 59 expectation maximization, 629 expected value, see expectation explaining away,,, 570 626 639 exploitation, 477 ... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 795 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
##n, see fully - visible bayes network gabor function, 365 gans, see generative adversarial networks gated recurrent unit, 422 gaussian distribution, see normal distribu - tion gaussian kernel, 140 gaussian mixture,, 66 187 gcn, see global contrast normalization geneontology, 479 generalization, 109 generalized lagrang... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 795 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
index gradient clipping,, 287 411 gradient descent,, 82 84 graph, xii graphical model, see structured probabilis - tic model graphics processing unit, 441 greedy algorithm, 321 greedy layer - wise unsupervised pretraining, 524 greedy supervised pretraining, 321 grid search, 429 hadamard product,, xii 33 hard, tanh 195 ... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 796 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
620 691 importance weighted autoencoder, 691 independence,, xiii 59 independent and identically distributed, see i. i. d. assumptions independent component analysis, 487 independent subspace analysis, 489 inequality constraint, 93 inference,,,,,,,, 558 579 626 628 630 633 643 646 information retrieval, 520 initializati... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 796 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
- gence knowledge base,, 2 479 krylov methods, 222 kullback - leibler divergence,, xiii 73 label smoothing, 241 lagrange multipliers,, 93 641 lagrangian, see generalized lagrangian lapgan, 695 laplace distribution,, 64 492 latent variable, 66 layer ( neural network ), 166 lcn, see local contrast normalization leaky rel... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 796 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
index local conditional probability distribution, 560 local contrast normalization, 452 logistic regression,,, 3 138 139 logistic sigmoid,, 7 66 long short - term memory,,,, 18 24 304 407, 422 loop, 575 loopy belief propagation, 581 loss function, see objective function lp norm, 38 lstm, see long short - term memory m ... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 797 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
,, 633 634 666 mean squared error, 107 measure theory, 70 measure zero, 70 memory network,, 413 415 method of steepest descent, see gradient descent minibatch, 277 missing inputs, 99 mixing ( markov chain ), 597 mixture density networks, 187 mixture distribution, 65 mixture model,, 187 506 mixture of experts,, 446 544 ... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 797 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
##layer perceptron, 26 multinomial distribution, 61 multinoulli distribution, 61 n - gram, 458 nade, 702 naive bayes, 3 nat, 72 natural image, 555 natural language processing, 457 nearest neighbor regression, 114 negative definite, 88 negative phase,,, 466 602 604 neocognitron,,,, 16 23 26 364 nesterov momentum, 298 net... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 797 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
index noise - contrastive estimation, 616 non - parametric model, 113 norm,, xiv 38 normal distribution,,, 62 63 124 normal equations,,,, 108 108 111 232 normalized initialization, 301 numerical [UNK], see finite [UNK] - ences object detection, 449 object recognition, 449 objective function, 81 omp -, k see orthogonal m... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 798 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
##gence, see stochas - tic maximum likelihood perturbation analysis, see reparametrization trick point estimator, 121 policy, 476 pooling,, 327 677 positive definite, 88 positive phase,,,,, 466 602 604 650 662 precision, 420 precision ( of a normal distribution ),, 62 64 predictive sparse decomposition, 519 preprocessin... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 798 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
quasi - newton methods, 314 radial basis function, 195 random search, 431 random variable, 55 ratio matching, 614 rbf, 195 rbm, see restricted boltzmann machine recall, 420 receptive field, 334 recommender systems, 474 rectified linear unit,,,, 170 191 422 503 recurrent network, 26 recurrent neural network, 375 regressio... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 798 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
index 672 674 677,, ridge regression, see weight decay risk, 273 rnn - rbm, 679 saddle points, 283 sample mean, 124 scalar,,, xi xii 30 score matching,, 509 613 second derivative, 85 second derivative test, 88 self - information, 72 semantic hashing, 521 semi - supervised learning, 241 separable convolution, 359 separa... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 799 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
spam detection, 3 sparse coding,,,,, 319 353 492 626 686 sparse initialization,, 302 403 sparse representation,,,,, 145 224 251 501 552 spearmint, 433 spectral radius, 401 speech recognition, see automatic speech recognition sphering, see whitening spike and slab restricted boltzmann ma - chine, 674 spn, see sum - prod... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 799 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
, 76 554 sum rule of probability, 57 sum - product network, 549 supervised fine - tuning,, 525 656 supervised learning, 104 support vector machine, 139 surrogate loss function, 274 svd, see singular value decomposition symmetric matrix,, 40 42 tangent distance, 267 tangent plane, 511 tangent prop, 267 tdnn, see time - d... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 799 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
index transpose,, xii 32 triangle inequality, 38 triangulated graph, see chordal graph trigram, 458 unbiased, 123 undirected graphical model,, 76 503 undirected model, 562 uniform distribution, 56 unigram, 458 unit norm, 40 unit vector, 40 universal approximation theorem, 196 universal approximator, 549 unnormalized pr... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 800 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
##versarial examples, 266 visible layer, 6 volumetric data, 357 wake - sleep,, 646 655 weight decay,,,, 117 176 229 428 weight space symmetry, 282 weights,, 15 106 whitening, 452 wikibase, 479 wikibase, 479 word embedding, 460 word - sense disambiguation, 480 wordnet, 479 zero - data learning, see zero - shot learning ... | /home/ricoiban/GEMMA/mnlp_chatsplaining/RAG/Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org).pdf | 800 | Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville (z-lib.org) | 0 |
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