Statements (109)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb:academic
gptkb:artificial_intelligence |
| gptkbp:application |
autonomous vehicles
natural language processing speech recognition diagnosis fraud detection image recognition recommendation systems |
| gptkbp:hasSubfield |
gptkb:reinforcement_learning
deep learning supervised learning semi-supervised learning unsupervised learning |
| https://www.w3.org/2000/01/rdf-schema#label |
machine learning
|
| gptkbp:relatedTo |
computer science
data science statistics |
| gptkbp:uses |
gptkb:dictionary
gptkb:model gptkb:principal_component_analysis gptkb:Monte_Carlo_methods gptkb:Adam_optimizer gptkb:CatBoost gptkb:LightGBM gptkb:RMSprop gptkb:XGBoost gptkb:deep_Q-network gptkb:generative_adversarial_networks gptkb:Q-learning gptkb:reinforcement_learning Markov chain backpropagation convolutional neural networks features mean squared error neural networks online learning self-supervised learning training SGD optimization precision transformers gradient descent regression AUC Bayesian methods Bayesian optimization F1 score R-squared ROC curve active learning algorithms attention mechanism autoencoders batch learning batch normalization bias-variance tradeoff clustering confusion matrix cross-validation data data augmentation data preprocessing decision trees dimensionality reduction discriminative models dropout early stopping ensemble methods feature engineering feature extraction feature selection generative models gradient boosting grid search hyperparameter tuning k-means clustering k-nearest neighbors learning rate linear regression logistic regression loss function mean absolute error momentum naive bayes objective function overfitting policy gradient random forests random search recall recurrent neural networks regularization root mean squared error semi-supervised learning stochastic gradient descent support vector machines testing tokenization transfer learning underfitting validation word embeddings |
| gptkbp:bfsParent |
gptkb:Computer_Science_and_Artificial_Intelligence_Laboratory
gptkb:Max_Planck_Institute_for_Intelligent_Systems gptkb:Max_Planck_Institute_for_Software_Systems |
| gptkbp:bfsLayer |
3
|