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recurrent neural networks sequential processing temporal dependencies, recurrent neural, networks sequential processing, bleu bptt f1 gru lstm nlp, recurrent neural networks sequential processing & temporal dependencies, neural networks
25,939 technical terms and definitions
recurrent neural networks sequential processing temporal dependencies, recurrent neural, networks sequential processing, bleu bptt f1 gru lstm nlp, recurrent neural networks sequential processing & temporal dependencies, neural networks
convolutional neural networks filters pooling architecture design, convolutional neural, networks filters pooling, 2d cifar cnn mnist passed rf, convolutional neural networks filters pooling & architecture design, neural networks filters
autoencoders variational autoencoders unsupervised representation learning, autoencoders variational, autoencoders unsupervised representation, elbo gan kl mnist passed pca, autoencoders variational autoencoders, variational autoencoders
generative adversarial networks generator vs discriminator competition, generative adversarial, networks generator vs, cifar clip dcgan fid gan passed, generative adversarial networks, adversarial networks generator, adversarial networks
normalizing flows invertible transformations density estimation, normalizing flows, invertible transformations density, gan lu mnist ok passed vae, normalizing flows invertible transformations & density estimation, flows invertible
reinforcement learning policy gradient reinforce, reinforcement learning, policy gradient reinforce, ai passed ppo sac trpo, reinforcement learning policy gradient & reinforce, reinforcement learning policy, learning policy gradient
q-learning deep q-networks value-based reinforcement learning, q learning deep q networks value based reinforcement learning, q learning deep q networks value reinforcement learning, q learning, deep q networks, 1m ai dqn passed td
actor-critic methods a3c sac hybrid algorithms, actor critic methods a3c sac hybrid algorithms, actor critic, methods a3c sac, a2c a3c ai dqn lr passed, actor-critic methods a3c sac & hybrid algorithms, actor-critic methods a3c, methods a3c
explainability interpretability lime shap model explanations, explainability interpretability, lime shap model, lime passed shap, explainability & interpretability lime shap & model explanations, explainability interpretability lime
data augmentation strategies advanced techniques mixup cutmix, data augmentation, strategies advanced techniques, cifar passed, data augmentation strategies & advanced techniques (mixup cutmix), data augmentation strategies, (mixup cutmix)
model compression pruning efficient neural networks, model compression, pruning efficient neural, 100mb 10mb ce kl nas passed, model compression & pruning efficient neural networks, model compression pruning, compression pruning efficient
quantization mixed precision efficient training and inference, quantization mixed precision efficient training inference, quantization mixed, precision efficient training, cpu cuda fp16 fp32 gpu int8, quantization mixed precision
model serving deployment tensorflow serving onnx production, model serving, deployment tensorflow serving, api cpu gpu ml onnx passed, model serving & deployment tensorflow serving onnx & production, model serving deployment, serving onnx
continual learning lifelong learning catastrophic forgetting, continual learning, lifelong learning catastrophic, cifar ewc mnist passed, continual learning lifelong learning & catastrophic forgetting, continual learning lifelong
active learning strategic sample selection uncertainty sampling, active learning, strategic sample selection, al cifar mnist nlp passed qbc, active learning strategic sample selection & uncertainty sampling, active learning strategic
semi-supervised learning pseudo-labeling consistency regularization, semi supervised learning pseudo labeling consistency regularization, semi supervised, learning pseudo labeling, cifar kl passed ssl stl, semi-supervised learning
anomaly detection outlier detection isolation forest, anomaly detection, outlier detection isolation, cup dbscan f1 kdd lof passed, anomaly detection outlier detection & isolation forest, anomaly detection outlier, detection outlier
weakly supervised learning noisy partial label learning, weakly supervised, learning noisy partial, 1m mil passed, weakly supervised learning noisy & partial label learning, weakly supervised learning, supervised learning noisy
time series forecasting arima prophet deep learning methods, time series, forecasting arima prophet, acf adf aic ar arima bic, time series forecasting arima prophet & deep learning methods, time series forecasting, series forecasting arima
attention mechanisms self-attention scaled dot-product, attention mechanisms self attention scaled dot product, attention mechanisms, self attention scaled, bleu cnn f1 glue gpt nlp, attention mechanisms self-attention & scaled dot-product
transformer encoder-decoder architecture, transformer encoder decoder architecture, transformer encoder, encoder decoder, bleu cnn coco ffn gnn meteor, transformer encoder-decoder, encoder-decoder architecture
batch normalization layer normalization group norm, batch normalization, layer normalization group, cifar cnn ln nlp passed, batch normalization layer normalization & group norm, batch normalization layer, normalization layer normalization
loss functions cross-entropy focal loss contrastive, loss functions cross entropy focal loss contrastive, loss functions, cross entropy focal, cifar nt passed, loss functions cross-entropy focal loss & contrastive, cross-entropy focal loss
vision transformers vit patch embedding, vision transformers, vit patch embedding, 1d 2d 86m cls cnn coco, vision transformers vit & patch embedding, vision transformers vit, transformers vit patch, transformers vit, vit patch
dropout regularization stochastic depth, dropout regularization, regularization stochastic, bert cifar gpt passed vgg, dropout & regularization stochastic depth, dropout regularization stochastic, regularization stochastic depth
word embeddings word2vec fasttext glove, word embeddings, word2vec fasttext glove, 100k 10k bert cbow cnn glue, word embeddings word2vec fasttext & glove, word embeddings word2vec, embeddings word2vec fasttext, embeddings word2vec
pooling operations max average attention pooling, pooling operations, max average attention, 2d cifar cnn passed roi spp, pooling operations max average & attention pooling, pooling operations max, operations max average, operations max
lstm cells gating mechanisms, lstm cells, cells gating, cnn lstm nlp passed rnn wmt, lstm cells & gating mechanisms, lstm cells gating, cells gating mechanisms, gating mechanisms
gru gated recurrent unit, gru gated, gated recurrent, cnn gru lstm passed rnn, gru gated recurrent, gated recurrent unit, recurrent unit
sequence-to-sequence models encoder-decoder seq2seq, sequence to sequence models encoder decoder seq2seq, sequence sequence models encoder decoder seq2seq, sequence sequence, models encoder decoder, bleu cnn f1 lstm passed rnn
ensemble methods bagging boosting stacking, ensemble methods, bagging boosting stacking, mnist passed, ensemble methods bagging boosting & stacking, ensemble methods bagging, methods bagging boosting, methods bagging, bagging boosting
model calibration confidence uncertainty estimation, model calibration, confidence uncertainty estimation, cifar ece mc mce passed, model calibration confidence & uncertainty estimation, model calibration confidence, calibration confidence
hyperparameter optimization bayesian random grid search, hyperparameter optimization, bayesian random grid, bert bo cifar cv ei gp, hyperparameter optimization bayesian random & grid search, hyperparameter optimization bayesian, random grid
cross-validation k-fold stratified temporal, cross validation k fold stratified temporal, cross validation, k fold stratified, cifar cv hpo passed, cross-validation k-fold stratified & temporal, cross-validation k-fold stratified
feature importance permutation shap lime, feature importance, permutation shap lime, lime passed shap, feature importance permutation shap & lime, feature importance permutation, importance permutation shap, importance permutation
semantic segmentation fcn unet deeplabv3, semantic segmentation, fcn unet deeplabv3, 3d crf fcn pascal passed pspnet, semantic segmentation fcn unet & deeplabv3, semantic segmentation fcn, segmentation fcn unet, segmentation fcn, fcn unet
object detection yolo faster r-cnn ssd, object detection yolo faster r cnn ssd, object detection, yolo faster r, cnn coco fpn mot nms passed, object detection yolo faster r-cnn & ssd, object detection yolo, detection yolo faster, r-cnn ssd
instance segmentation mask r-cnn, instance segmentation mask r cnn, instance segmentation, mask r cnn, 2d 3d cnn coco fcn fpn, instance segmentation mask, segmentation mask r-cnn, segmentation mask, mask r-cnn
action recognition video classification 3d cnn, action recognition, video classification 3d, 2d 3d cnn passed rgb tvl1, action recognition video classification & 3d cnn, action recognition video, recognition video classification, 3d cnn
pose estimation keypoint detection hrnet, pose estimation, keypoint detection hrnet, 2d 3d coco hr l2 mpii, pose estimation keypoint detection & hrnet, pose estimation keypoint, estimation keypoint detection, estimation keypoint
neural architecture search nas automl, neural architecture, search nas automl, darts enas gpu nas passed rl, neural architecture search nas & automl, neural architecture search, architecture search nas, architecture search, search nas
knowledge distillation model compression lightweight networks, knowledge distillation, model compression lightweight, ce cifar kd l2 passed, knowledge distillation model compression & lightweight networks, knowledge distillation model
graph convolution gnns message passing, graph convolution, gnns message passing, gat gcn gnn ogb passed rgcn, graph convolution gnns & message passing, graph convolution gnns, convolution gnns message, convolution gnns, gnns message
variational autoencoder vae generative models, variational autoencoder, vae generative models, bce cvae elbo gan kl l2, variational autoencoder vae & generative models, variational autoencoder vae, autoencoder vae generative, vae generative
recommendation systems collaborative filtering matrix factorization, recommendation systems, collaborative filtering matrix, fm passed rs sgd, recommendation systems collaborative filtering & matrix factorization, systems collaborative
named entity recognition sequence labeling ner, named entity, recognition sequence labeling, bert bio crf f1 ie kb, named entity recognition sequence labeling & ner, named entity recognition, entity recognition sequence, entity recognition
generative adversarial networks gans adversarial learning, generative adversarial, networks gans adversarial, 1d fid gan is kl mnist, generative adversarial networks gans & adversarial learning, generative adversarial networks
diffusion models denoising ddpm, diffusion models, models denoising, cifar dall ddpm passed, diffusion models denoising & ddpm, diffusion models denoising, models denoising ddpm, denoising ddpm
hidden markov models hmm sequence modeling, hidden markov, models hmm sequence, dna em har hmm passed pos, hidden markov models hmm & sequence modeling, hidden markov models, markov models hmm, hmm sequence modeling, markov models
conditional random fields crf structured prediction, conditional random, fields crf structured, bio crf l2 ner passed pos, conditional random fields crf & structured prediction, conditional random fields, random fields crf, random fields