101045
vector databases approximate nearest neighbor search, vector databases, approximate nearest neighbor, ann bm25 deep1b faiss gist1m gpu, vector databases & approximate nearest neighbor search, vector databases approximate, nearest neighbor
25,939 technical terms and definitions
vector databases approximate nearest neighbor search, vector databases, approximate nearest neighbor, ann bm25 deep1b faiss gist1m gpu, vector databases & approximate nearest neighbor search, vector databases approximate, nearest neighbor
llm hallucination detection mitigation, llm hallucination, hallucination detection, ai api dpo frank llm nli, llm hallucination detection & mitigation, llm hallucination detection, hallucination detection mitigation, detection mitigation
llm jailbreaking red-teaming adversarial prompting defenses, llm jailbreaking red teaming adversarial prompting defenses, llm jailbreaking, red teaming adversarial, ai api asr dan dpo gcg, llm jailbreaking red-teaming, adversarial prompting
parameter-efficient fine-tuning lora qlora adapters, parameter efficient fine tuning lora qlora adapters, parameter efficient, fine tuning lora, 3p ba dpo glue gpu ia, parameter-efficient fine-tuning lora qlora & adapters, fine-tuning lora
model editing knowledge editing in large language models, model editing knowledge editing large language models, model editing, knowledge editing large, ceo llm memit mend mlp peft, model editing & knowledge editing in large language models
tokenization subword segmentation bpe wordpiece sentencepiece and unigram lm, tokenization subword segmentation bpe wordpiece sentencepiece unigram lm, tokenization subword, segmentation bpe wordpiece, albert api bert bpe canine celex
long-context extrapolation positional encoding rope alibi and context-window extension, long context extrapolation positional encoding rope alibi and context window extension, long-context extrapolation positional, positional encoding rope
model merging task arithmetic combining fine-tuned models without retraining, model merging task arithmetic combining fine tuned models without retraining, model merging, task arithmetic combining, cpu dare glue gpu slerp ties, merging task
llm evaluation benchmarking contamination measuring progress reliably, llm evaluation, benchmarking contamination measuring, ci equal gsm8k helm irt llm, llm evaluation benchmarking & contamination measuring progress reliably
ensemble learning boosting combining weak learners into strong predictors, ensemble learning boosting combining weak learners strong predictors, ensemble learning, boosting combining weak, cc18 oob shap uci, ensemble learning boosting
differential privacy in machine learning formal guarantees for data-driven models, differential privacy in machine learning formal guarantees for data driven models, differential privacy machine learning formal guarantees data driven models
multi-armed bandits contextual bandits sequential decision-making under uncertainty, multi armed bandits contextual bandits sequential decision making under uncertainty, multi armed, bandits contextual bandits, exp3 kt rl ucb ucb1
dimensionality reduction manifold learning, dimensionality reduction, reduction manifold, 2d 3d bert cifar dr elbo, dimensionality reduction & manifold learning, dimensionality reduction manifold, reduction manifold learning
k-means clustering unsupervised learning, k means clustering unsupervised learning, k means, clustering unsupervised learning, 10k 3072d 60k 70k 784d ari, k-means clustering & unsupervised learning, k-means clustering unsupervised
hidden markov models viterbi baum-welch sequential inference, hidden markov models viterbi baum welch sequential inference, hidden markov, models viterbi baum, 1m crf dna dp em f1, hidden markov models, markov models viterbi, markov models
naive bayes probabilistic generative classification, naive bayes, probabilistic generative classification, em f1 ml nb nlp passed, naive bayes probabilistic, bayes probabilistic generative, bayes probabilistic, probabilistic generative
transfer learning domain adaptation knowledge transfer, transfer learning, domain adaptation knowledge, asr bert bleu cifar ct ewc, transfer learning domain adaptation & knowledge transfer, transfer learning domain, learning domain
gradient boosting ensemble learning iterative refinement, gradient boosting, ensemble learning iterative, ctr f1 gb gpu l1 l2, gradient boosting ensemble learning & iterative refinement, gradient boosting ensemble, boosting ensemble
support vector machines kernel methods margin maximization, support vector, machines kernel methods, cv idf mnist passed rbf smo, support vector machines kernel methods & margin maximization, support vector machines, vector machines kernel
logistic regression probabilistic classification log-odds, logistic regression probabilistic classification log odds, logistic regression, probabilistic classification log, f1 l1 l2 mnist passed, logistic regression probabilistic
decision trees splitting criteria tree construction, decision trees, splitting criteria tree, f1 passed, decision trees splitting criteria & tree construction, decision trees splitting, trees splitting criteria, criteria tree construction
random forests ensemble trees variance reduction, random forests, ensemble trees variance, mdi oob passed rf, random forests ensemble trees & variance reduction, random forests ensemble, forests ensemble trees, trees variance reduction
gaussian mixture models probabilistic clustering soft assignment, gaussian mixture, models probabilistic clustering, aic ari asr bic em gmm, gaussian mixture models probabilistic clustering & soft assignment, gaussian mixture models
expectation-maximization algorithm latent variables iterative optimization, expectation maximization algorithm latent variables iterative optimization, expectation maximization, algorithm latent variables, 2d elbo em gmm hmm passed
dbscan density-based clustering arbitrary shapes, dbscan density based clustering arbitrary shapes, dbscan density clustering arbitrary shapes, dbscan density, clustering arbitrary shapes, dbscan gps gpu passed, dbscan density-based
anomaly detection isolation forest unsupervised outlier detection, anomaly detection, isolation forest unsupervised, kdd99 ml passed, anomaly detection isolation forest & unsupervised outlier detection, anomaly detection isolation
recommendation systems matrix factorization collaborative filtering, recommendation systems, matrix factorization collaborative, 100k 20m map ndcg nmf passed, recommendation systems matrix factorization & collaborative filtering
autoencoders deep unsupervised learning representation learning, autoencoders deep, unsupervised learning representation, l1 l2 mnist passed pca sgd, autoencoders deep unsupervised learning & representation learning, deep unsupervised
word embeddings word2vec semantic representation learning, word embeddings, word2vec semantic representation, 100k bert bpe cbow gpt nlp, word embeddings word2vec & semantic representation learning, word embeddings word2vec
recurrent neural networks lstm gru for sequence modeling, recurrent neural networks lstm gru sequence modeling, recurrent neural, networks lstm gru, bptt gru lstm passed, recurrent neural networks lstm & gru for sequence modeling, lstm gru
convolutional neural networks image processing feature extraction, convolutional neural, networks image processing, 100k 2m 60k cifar cnn ct, convolutional neural networks image processing & feature extraction, convolutional neural networks
attention mechanisms transformers self-attention parallelization, attention mechanisms transformers self attention parallelization, attention mechanisms, transformers self attention, bert glue gpt nlp passed qk, mechanisms transformers
regression analysis linear ridge lasso regression, regression analysis, linear ridge lasso, l1 l2 ols passed, regression analysis linear ridge & lasso regression, regression analysis linear, analysis linear ridge, ridge lasso regression
time series analysis arima forecasting, time series, analysis arima forecasting, acf adf aic ar arima arimax, time series analysis arima & forecasting, time series analysis, series analysis arima, series analysis, analysis arima
hierarchical clustering dendrogram agglomerative methods, hierarchical clustering, dendrogram agglomerative methods, passed, hierarchical clustering dendrogram & agglomerative methods, hierarchical clustering dendrogram
ensemble methods voting stacking meta-learners, ensemble methods voting stacking meta learners, ensemble methods, voting stacking meta, cv passed svc svm, ensemble methods voting & stacking meta-learners, ensemble methods voting
feature selection dimensionality reduction filtering wrapper methods, feature selection, dimensionality reduction filtering, l1 mi passed pca rfe, feature selection & dimensionality reduction filtering & wrapper methods, reduction filtering
bagging bootstrap aggregation variance reduction, bagging bootstrap, aggregation variance reduction, oob passed, bagging bootstrap aggregation & variance reduction, bagging bootstrap aggregation, bootstrap aggregation variance
model calibration probability estimation confidence adjustment, model calibration, probability estimation confidence, ece passed svc svm, model calibration probability estimation & confidence adjustment, model calibration probability
generative adversarial networks gan architecture adversarial training, generative adversarial, networks gan architecture, cifar cnn fid gan is mnist, generative adversarial networks gan architecture & adversarial training, networks gan
variational autoencoders vae probabilistic generative model, variational autoencoders, vae probabilistic generative, ali cnn elbo kl m1 m2, variational autoencoders vae, autoencoders vae probabilistic, probabilistic generative model
reinforcement learning mdp policy value functions, reinforcement learning, mdp policy value, dp dqn mdp passed rl td, reinforcement learning mdp policy & value functions, reinforcement learning mdp, learning mdp policy, learning mdp
policy gradient methods actor-critic advantage functions, policy gradient methods actor critic advantage functions, policy gradient, methods actor critic, a3c gae ii kl passed ppo, policy gradient methods actor-critic & advantage functions
graph neural networks gnn message passing node classification, graph neural, networks gnn message, 2d f1 gat gcn gnn lstm, graph neural networks gnn message passing & node classification, graph neural networks, neural networks gnn
bayesian methods probabilistic inference prior-posterior, bayesian methods probabilistic inference prior posterior, bayesian methods, probabilistic inference prior, abc ci ei elbo gp hmc, bayesian methods probabilistic
survival analysis censoring kaplan-meier estimator cox model, survival analysis censoring kaplan meier estimator cox model, survival analysis, censoring kaplan meier, bfgs ci e1 fda hr o1, survival analysis censoring, estimator cox model
semi-supervised learning label propagation pseudo-labeling, semi supervised learning label propagation pseudo labeling, semi supervised, learning label propagation, bert cifar gan nlp nn passed, semi-supervised learning label
active learning query strategy sample selection, active learning, query strategy sample, bald cifar mc ner nlp passed, active learning query strategy & sample selection, active learning query, learning query strategy, learning query
multi-task learning shared representations task-specific heads, multi task learning shared representations task specific heads, multi task, learning shared representations, bert cifar coco ctr f1 mtl, multi-task learning shared
time series forecasting lstm sequence models temporal dynamics, time series, forecasting lstm sequence, 100k arima gru lstm m4 mape, time series forecasting lstm sequence models & temporal dynamics, time series forecasting, forecasting lstm