Category:Machine learning
scientific study of algorithms and statistical models that computer systems use to perform tasks without explicit instructions | |||||
Upload media | |||||
Instance of |
| ||||
---|---|---|---|---|---|
Subclass of | |||||
Part of | |||||
Has part(s) |
| ||||
Developer | |||||
Follows |
| ||||
Different from | |||||
Partially coincident with | |||||
| |||||
![]() |
English: Machine learning is a branch of statistics and computer science, which studies algorithms and architectures that learn from observed facts.
Category:Artificial intelligence#*
Category:Learning#*
Category:CyberneticsPages in category "Category:Machine learning"
- User:Perellonieto
- Category:Animations of machine learning
- Category:Videos of machine learning
- Category:Machine learning algorithms
- Category:Artificial intelligence training data
- Category:Artificial neural networks
- Category:Automated pattern recognition
- Category:Case-based reasoning
- Category:Classification algorithms
- Category:Computational creativity
- Category:Cross-validation (statistics)
- Category:Data spirals
- Category:Deep learning
- Category:Tina Eliassi-Rad
- Category:Ensemble learning
- Category:Evolutionary algorithms
- Category:Generative adversarial networks
- Category:Hugging Face
- Category:Hyperparameter optimization
- Category:Image segmentation
- Category:Inductive logic programming
- Category:Kernel methods for machine learning
- Category:Markov models
- Category:Multimodal machine learning
- Category:ORES
- Category:Overfitting
- Category:Probabilistic Graphical Model
- Category:Reinforcement learning
- Category:Machine learning research
- Category:Statistical classification
- Category:Stockfish (chess)
- Category:Structured prediction
- Category:Support vector machine
- Category:Machine learning task
- Category:Thought cloning in AI
- Category:Time series
- Category:Underfitting
- Category:Vapnik-Chervonenkis dimension
- Category:Vowpal Wabbit
- Category:Weka (machine learning)
- Category:Wikimania 2016 - Lessons learned building machine learning models for Wikidata
- File:De-maschinelles Lernen.ogg
- File:1D Convolution.png
- File:1D Convolutional Neural Network feed forward example.png
- File:2d-epochs-overfitting.svg
- File:4fold3class.jpg
- File:815-tfdne-ai-generated.png
- File:A hybrid deep learning approach for medical relation extraction.pdf
- File:A simple Decision Tree.png
- File:Accure Momentum Cluster.png
- File:ActivationFunctions.svg
- File:Adjacent sampling method for training and testing dataset.png
- File:AdvFig2.jpg
- File:AI End-Scenario Six Avenues for AI takeover tamingtheaibeast.png
- File:AI hierarchy pl.svg
- File:AI hierarchy.svg
- File:AI relation to Generative Models subset, venn diagram.png
- File:AI Techniques Overview.png
- File:AI Types. Tipos Inteligencia Artificial.svg
- File:Algoritmo K-means usado na predição da base de dados de flores de íris.svg
- File:Alternate Loss Functions for training ANNs.png
- File:Amortized hardware and energy cost to train frontier AI models over time.png
- File:Analogical modeling pointer network.svg
- File:Andrews curve for Iris data set.png
- File:Apache SystemML logo.svg
- File:Apprentissage Supervisé Vs Non Supervisé.png
- File:Aprendizado por Reforço.png
- File:Aprendizagem não supervisionada.png
- File:Aprenentatge automàtic.jpg
- File:APS ML screen shot.jpg
- File:Architecture d'un Transformeur.png
- File:Artificial grammar learning example.jpg
- File:Artificial Intelligence relation to Generative Models subset, Venn diagram.png
- File:Artificial Neural Network with Chip.jpg
- File:Artificial Neural Network with Chip.png
- File:Attention-1-sn.png
- File:Attention-qkv.png
- File:ATW CNN architecture.png
- File:Augmentation Content Curation DRAFT.pdf
- File:Augmentation Content Generation DRAFT.pdf
- File:Augmentation Governance DRAFT.pdf
- File:Augmentation Machine Translation DRAFT.pdf
- File:Augmentor.png
- File:Autoai-process.jpg
- File:AutoAI-process.png
- File:Autoencoder structure uk.png
- File:Autoencoder structure.png
- File:Autoencoder-bottleneck-layer.png
- File:AutoML diagram.png
- File:Base de dados de flores de íris - largura vs. comprimento das pétalas.svg
- File:Base de dados de flores de íris.svg
- File:Basic principle of a soft sensor.png
- File:Bayessches Netz.png
- File:Beta Trial PhyzBatch-9000.png
- File:Beyond Human Journey Towards A.I World Book By Deepak Dinesh Kapadnis.jpg
- File:Big Bench Hard performance vs AI scale.png
- File:BPM input space wiki.pdf
- File:BPM MLP wiki.pdf
- File:C.EstelleSmith ResearchShowcase 5 20 20.pdf
- File:Calibration plot.png
- File:Captioned image dataset examples.jpg
- File:Carto IA deepLearning.svg
- File:CB pdf.png
- File:CB U-B Matrices.jpg
- File:CbrCycle basic de.png
- File:Centralized federated learning protocol-be.png
- File:Cires.jpg
- File:Climate data analysis using tSNE method.png
- File:CollieBrownArghonCEO.jpg
- File:Compactness Comparison of Linear and Multilinear Projections.png
- File:Comparison of Loss functions for binary classification.png
- File:Concept lattice.svg
- File:Concept of machine learning.png
- File:Concept of traditional computer applications.png
- File:Confusion matrix.png
- File:Contexts venn diagramm for analogical modeling.svg
- File:Contraintes dans l'espace.png
- File:Conv layers uk.png
- File:Convolutional-neural-network-polyanalyst-flowchart-example.png
- File:Convolutional-neural-network-polyanalyst-flowchart-example.svg
- File:ConvolutionAndPooling.svg
- File:CorteX Carte Predpol.jpg
- File:CRAIYON-REALESRGAN-Dalmatian bench.jpg
- File:Data Augmentation of rock images revised.jpg
- File:Data Augmentation of rock images.jpg
- File:Data Demystified Summit 2024.jpg
- File:DatasetSample.png
- File:David Weinberger with blue checks - 2019.png
- File:Dean Weber.png
- File:Decaying Sine Unit (DSU).png
- File:Deep learning fait parti de l'IA.png
- File:DeepInsight method to transform non-image data to 2D image for convolutional neural network architecture.pdf
- File:DeepLearningReconstruction.png
- File:DeepMoji examples histogram.png
- File:Denoising-autoencoder.png
- File:DenseCap (Johnson et al., 2016) (cropped).png
- File:DenseCap (Johnson et al., 2016).png
- File:Developing a machine learning clustering-based workflow for automated image deconvolution.webp
- File:Diagram of the mountain car problem.png
- File:Discussionreport-collage2 (cropped).png
- File:Discussionreport-collage2.png
- File:DoitasunaEstaldura.svg
- File:Dragonfly-Trainable-segmentation-workspace.png
- File:Duplication attributs.png
- File:Edge approximation.svg
- File:EfficientNetB3V2.jpg
- File:EfficientNetB4.jpg
- File:EfficientNetB7.jpg
- File:Elementary starts with trigonometry.jpg
- File:Employee Attrition Prediction.pdf
- File:En low bias low variance.png
- File:EncoderDecoder.pdf
- File:Entropy illustration.png
- File:Entropy-illustration.png
- File:Enwiki editquality data revision contributions by month.png
- File:Enwiki editquality years since account creation histogram.png
- File:Esquema 1.svg
- File:Esquema 2.svg
- File:Esquema aprendizaje.jpg
- File:Esquema castellà.jpg
- File:EsquemaAA.jpg
- File:Esssssa1.png
- File:EVA Lernen Training.svg
- File:Example for Adjusted Rand index.svg
- File:Feature Learning Diagram.png
- File:Feature selection Embedded Method.png
- File:Feature selection Wrapper Method.png
- File:FeatureSelectionToolbox1 screenshot.png
- File:Federated learning (centralized vs decentralized).png
- File:Federated learning (horizontal vs. vertical.png
- File:Federated learning process central case.png
- File:Filter Methode uk.png
- File:Filter Methode.png
- File:Flores de Íris.png
- File:Flowchart of the spatio-temporal action localization detector Segment-tube.png
- File:FreqGenSchema.png
- File:Frequency distribution of pre-processing techniques.jpg
- File:Frequency experiment two dimension.png
- File:FullSLAM.png
- File:Gaussian process draws from prior distribution.png
- File:Gaussian Process Regression.png
- File:Gaussian training data.png
- File:GaussianScatterPCA.svg
- File:Gcp docai platform.1000064920000870.max-2000x2000 (2).png
- File:Geometryczna wizualizacja indeksu jaccarda.png
- File:Glue Ontologie Beispiel.png
- File:Glue-Architektur.png
- File:GMilovanovic eRum2018.pdf
- File:GNN building blocks.png
- File:GNN representational limits.png
- File:Gradient descent with momentum.svg
- File:Gradio example.png
- File:Growing Cosine Unit (GCU) activation function.png
- File:Hazardconf.png
- File:HDLTex.jpg
- File:Hinge loss variants.svg
- File:Hinge loss vs zero one loss.svg
- File:Hitchhiking worldwide 2024.png
- File:Idistance.jpg
- File:Illustration of imperceptible adversarial pertubation.png
- File:Image Content filtration - Outreachy.pdf
- File:Info Gain Root Split Example.png
- File:Info Gain Splitting the Child Node(s) Example.png
- File:Instance-based learning.jpg
- File:Integrated-stacking.png
- File:Intersection over Union - object detection bounding boxes.jpg
- File:Intersection over Union - poor, good and excellent score.png
- File:Intersection over Union - visual equation.png
- File:Iris Flowers Clustering kMeans de.svg
- File:Iris Flowers Clustering kMeans ru.svg
- File:Iris Flowers Clustering kMeans.svg
- File:K-fold cross validation EN.svg
- File:K-fold cross validation UK.svg
- File:K-Fold Cross-Validation.png
- File:Keras model inner2 epochs10000.svg
- File:Keras model inner32 epochs500.svg
- File:Kernel trick idea.svg
- File:Kmedoid2.jpg
- File:Kmedoid3.jpg
- File:Kmedoidt3.jpg
- File:Knowledge Graph Embedding.pdf
- File:KnowledgeGraphEmbedding.png
- File:Kompromis między obciążeniem a wariancją – dekompozycja.svg
- File:L1-PCA.png
- File:Labelled points in feature space.jpg
- File:Language model in Deepmind's 2021 Retro for RAG.svg
- File:Large-scale AI training compute (FLOP) vs Publication date (2017-2024).svg
- File:Lasso Regression.png
- File:Lasso regularization.png
- File:Latent Dirichlet allocation.svg
- File:Learn gate concept.png
- File:Learners.jpg
- File:Learning Curves (Naive Bayes).png
- File:Least Squares Policy Iteration.svg
- File:Leave-one-out.jpg
- File:LinearneSeparovatelne.png
- File:Lle hlle swissroll.png
- File:LLM emergent benchmarks.png
- File:Log-loss-curve.png
- File:Logistic regression model space.png
- File:Logo alebia.png
- File:Loss function surrogates.svg
- File:Loss Functions for training ANNs.png
- File:Lstm block.svg
- File:LSTM Cell.svg
- File:Machine Learning cookies.jpg
- File:Machine Learning Icon.jpg
- File:Machine learning in astronomy (HJK 2599).jpg
- File:Machine learning in astronomy (HJK 2685).jpg
- File:Machine learning workflow de.svg
- File:Machine learning workflow diagram.png
- File:Machine learning.jpg
- File:Machine Learning.pdf
- File:MachineLearningForKidsAddestra.png
- File:MachineLearningForKidsAddestramento.png
- File:MachineLearningForKidsEtichetta.png
- File:MachineLearningForKidsHome.png
- File:MachineLearningForKidsImparaAddestraModelli.png
- File:MachineLearningForKidsImparaFineAddestramento.png
- File:MachineLearningForKidsImparaProgramma.png
- File:MachineLearningForKidsImparaSceltaProgramma.png
- File:MachineLearningForKidsImparaScratchInfo.png
- File:MachineLearningForKidsImparaTesta.png
- File:MachineLearningForKidsNuovoProgetto.png
- File:MachineLearningForKidsProgetti.png
- File:MachineLearningForKidsProvaSubito.png
- File:MachineLearningForKidsRaccoltaImmagini.png
- File:MachineLearningForKidsRaccoltaImmaginiCategorie.png
- File:MachineLearningForKidsScratchBloccoAI.png
- File:MachineLearningForKidsScratchCostumi.png
- File:MachineLearningForKidsScratchCostumiImmagini.png
- File:MachineLearningForKidsScratchCostumiImmaginiPronto.png
- File:MachineLearningForKidsScratchImmaginiSlideShow.png
- File:MachineLearningForKidsScrstchCodice.png
- File:MachineLearningForKidsScrstchStage.png
- File:MachineLearningForKidsTestAddestramento.png
- File:MachineLearningPanelDiscussionAtIEEETechIgnite2017.jpg
- File:MarketingMLTaxonomy.png
- File:MarkovBlanket.png
- File:Matrice de donnees.png
- File:Matriz confusion binaria.jpg
- File:Max pooling uk.png
- File:Max x 5 vs softmax.jpg
- File:MENACE example.svg
- File:Message Passing Neural Network.pdf
- File:Message Passing Neural Network.png
- File:Mesterségesnyelvtan-elsajátítás.jpg
- File:Metodo de retención.jpg
- File:Michie-MENACE-graph.png
- File:MIL diagram.png
- File:Mildiag.jpg
- File:MindSpore-logo.png
- File:ML and AI overlapping.png
- File:ML Ops Venn Diagram.svg
- File:Mldemo sous WSL.png
- File:MLdemos.png
- File:MLdemos2.png
- File:Mldemos3.png
- File:MLOps venn diagram.png
- File:MLTransformer-Decoder.svg
- File:MLTransformer-Encoder.svg
- File:MLTransformerOverview.svg
- File:MMLU performance vs AI scale.png
- File:MnistExamples.png
- File:MnistExamplesModified.png
- File:Model Collapse in Generative Models Can Be Avoided By Accumulating Data.png
- File:ModelOps.png
- File:ModelOpsFlow.png
- File:Mpi1.jpg
- File:Mpi1.png
- File:MscaleDNN.png
- File:Mscroggs-MENACE-cropped.jpg
- File:Mscroggs-MENACE.jpg
- File:Multiclass classification.png
- File:Multilayer Perceptron with one hidden layer.svg
- File:Multilinear projection for dimension reduction of tensor.png
- File:Multimodal Compact Multilinear Pooling.png
- File:Multiple attention heads.png
- File:Naive corral.png
- File:NASA ARSET- Data Preparation of Imagery for Large-Scale ML Modeling, Part 1-3 (wwhb14hDhEQ).webm
- File:NeedForDeeperLayers.svg
- File:New Instance.jpg
- File:Niestabilny progres modelu c51 w środowisku CartPole-v1.png
- File:Nlwiki.article quality.audit.png
- File:Non-monotonic Cubic Unit (NCU).png
- File:Nonlinear SVM example illustration.svg
- File:Normalized Anomaly Scores of Isolation Forest.png
- File:Not a w candidate.jpg
- File:Nsynth-super.jpg
- File:Numpy sort function.jpg
- File:OnlineSLAM.png
- File:Optimal ratio of training tokens to model parameters for Chinchilla scaling law.png
- File:Orange Machine Learning - import heartrate data.png
- File:Orange Machine Learning - open file dialogue - iris dataset.png
- File:Orange Machine Learning -heartrate histogram.png
- File:Orange-2.0.png
- File:Orange-data-mining-hierarchical-clustering.png
- File:Overfitting show case for polynomial model and linear model.png
- File:Overfitting svg.svg
- File:Overfitting.png
- File:OverView.jpg
- File:Ozone.png
- File:Parabola on line.png
- File:Patent families and scientif publi related to machine learning sub categories.png
- File:Patent families and scientif public related to AI techniques.png
- File:PatternRecognitionSystem de.svg
- File:PatternRecognitionSystem.svg
- File:Peephole Long Short-Term Memory.svg
- File:Perceptron rede neural simples.svg
- File:Perceptron.png
- File:PerceptronOverview.svg
- File:Perceptualapplications.png
- File:Performance of AI models on various benchmarks from 1998 to 2024.png
- File:Physics-informed nerural networks.png
- File:PhyzBatch-9000 Production Model Machine.png
- File:Plot of Loss Functions.png
- File:Plot of noisy data + Gaussian fit + plot ressduals.svg
- File:Plusieurs separatrice lineaire.svg
- File:Pole-swing-balanced.png
- File:Pole-swing-initial.png
- File:Postal automation using machine learning techniques developed at UB.png
- File:Predição de grupos com K-means (k=10).svg
- File:Preventive Medicine - Statistics Sensitivity TPR, Specificity TNR, PPV, NPV, FDR, FOR, ACCuracy, Likelihood Ratio, Diagnostic Odds Ratio 2 Final wiki.png
- File:Preventive Medicine Statistics Sensitivity TPR, Specificity TNR, PPV, NPV, FDR, FOR, ACCuracy, Likelihood Ratio, Diagnostic Odds Ratio 2 Final.png
- File:Primer Quicksilver research presentation at Wikimedia Aug 2018.pdf
- File:Principal tree for Iris data set.png
- File:Principles of machine learning.webp
- File:Proactive arms race.jpg
- File:Prof Spiegelhalter-Venice Architecture Biennale ECC 2023 2.jpg
- File:Prozess der Automatisierten Schmerzerkennung.png
- File:Pseudo-algorithm comparison for my slides on machine learning ethics.svg
- File:Pseudorecurrentnetwork.jpg
- File:Python Powered.png
- File:Q-Learning Matrix Initialized and After Training.png
- File:QLearning World.png
- File:QLearning+.png
- File:Qml approaches.svg
- File:Rag-doc-styles.png
- File:Rag-scheme.png
- File:Random almost orthogonal sets.png
- File:Random cross validation.jpg
- File:Random Multimodel Deep Learning (RMDL).png
- File:Random sampling method for training and testing dataset.png
- File:Reactive arms race.jpg
- File:Reddit data engineering pipeline.jpg
- File:RegressionOverfitting.png
- File:Regularization.svg
- File:RelacionesEsp.jpg
- File:ReseauBayesien Fig1.jpg
- File:ReseauBayesien Fig2.jpg
- File:ResNet50.png
- File:ResNet50V1.jpg
- File:ResNet50V2.jpg
- File:Ridge regression.png
- File:RingStructure1.svg
- File:Rnn-software-screenshot-2.png
- File:Rnn-software-screenshot.png
- File:ROC curve example highlighting sub-area with low sensitivity and low specificity.png
- File:ROC curve of the maxent model of Jeffrey pine trees in relation to annual precipitation.png
- File:ROC-Charakteristik eines Klassifikators.PNG
- File:S42256-021-00307-0.pdf
- File:ScalabilityOfAnnoyIndex.jpg
- File:Schedule1.jpg
- File:Schematische Einordnung der Überbegriffe von künstlicher Intelligenz (KI).webp
- File:Semantic fingerprint comparing the terms "dog" and "car".png
- File:SentinelCircle.png
- File:SentinelEx.png
- File:SentinelSegment.png
- File:Separatrice lineaire avec marges.svg
- File:Separatrice lineaire.svg
- File:Shattering01 uk.png
- File:Shattering01.png
- File:Shattering02.png
- File:Shattering03 uk.png
- File:Shattering03.png
- File:Shattering04 uk.png
- File:Shattering04.png
- File:Shattering05 uk.png
- File:Shattering05.png
- File:Shattering06 uk.png
- File:Shattering06.png
- File:Shifted Quadratic Unit (SQU) activation function.png
- File:Shifted Sinc Unit (SSU) activation function.png
- File:Silhouette-plot-orange.png
- File:Simplified automated pain recognition process.png
- File:Single-layer feedforward artificial neural network.png
- File:Softmax vs max.jpg
- File:Somtraining.svg
- File:Spambase adtree example.png
- File:Spambase adtree.png
- File:Spambase adtree1.png
- File:Sparse Dictionary Learning.png
- File:Stacked Autoencoders.png
- File:Supervised and unsupervised learning.png
- File:Supervised and unsupervised machine learning.webp
- File:Supervised Learning (53354697087).jpg
- File:Supervised machine learning in a nutshell-he.svg
- File:SupervisedRelationExtraction.png
- File:SVD - Decomposição por valores singulares (singular value decomposition).png
- File:SVM - Iris dataset.png
- File:Svm max sep hyperplane with margin.svg
- File:Svm separating hyperplanes.svg
- File:Swissroll manifold unrolled.png
- File:SystemML-Logo-Black.png
- File:Tan corral.png
- File:Tbnl corral.jpg
- File:Testing Info Gain Tree Example.png
- File:The number of papers published per month in the arXiv categories of AI and ML are growing exponentially as of 2023.webp
- File:The relationship and main types of artificial intelligence, machine learning and deep learning.webp
- File:Time Series Downtrand example of suicides in Italy from 1979 to 2015 according to WHO.png
- File:Time Series Uptrand example of suicides in USA from 1979 to 2015 according to WHO.png
- File:TimeLineEmb.pdf
- File:Today is hard, tomorrow is worse, after tomorrow is sun shine.jpg
- File:Trading Off Compute in Training and Inference in the game of Hex for AlphaZero agents.png
- File:Train-Test-Validation.png
- File:Training testing Ku.png
- File:TransE.pdf
- File:Transfer learning and domain adaptation uk.svg
- File:Transfer learning and domain adaptation.png
- File:Transfer learning Domain adaptation.jpg
- File:Trends in AI training FLOP over time (2010-2025).svg
- File:Typical cnn uk.png
- File:Típica rede neural convolucional.png
- File:Uczenie przez wzmanianie wyjaśnienie.png
- File:Unraveling AI Complexity - A Comparative View of AI, Machine Learning, Deep Learning, and Generative AI.jpg
- File:Unraveling AI Complexity - A Comparative View of AI, Machine Learning, Deep Learning, and Generative AI.png
- File:UnsupervisedLearning.jpg
- File:Variance-bias.svg
- File:VGG structure.jpg
- File:VGG16.png
- File:Vicious circle illustration for my slides on machine learning ethics.svg
- File:Video frames of the Parallel Bars action category.png
- File:Video represented as a third-order tensor.jpg
- File:Visual-Dialog.png
- File:Visual-question-answering-based-on-question-attention-model.jpg
- File:Vizwiz-captions.png
- File:Vizwiz-vqa.png
- File:W candidate.jpg
- File:Who Fears 2021.jpg
- File:Wikimania2019 research presentation sockpuppetDetection.pdf
- File:Word embeddings CBOW.svg
- File:Word embeddings Skip-gram.svg
- File:World map of contributions to the enwiki editquality dataset.jpg
- File:Wzordo.gif
- File:Zugehörigkeitsfunktion6.png
- File:Çapraz doğrulama diyagramı.svg
- File:Автоэнкодер.png
- File:Вероятностный латентно-семантический анализ.png
- File:Латентное размещение Дирихле.png
- File:Тематическая модель.png
- File:کاربردهای یادگیری خودران و نظارتشده.png
- File:圖三:醫藥的貝氏網路結構.jpg
- File:圖五.jpg
- File:圖四.jpg
- File:條件機率表.jpg
- File:簡單的貝氏網路例子.jpg
- File:表一.jpg
- File:表三.jpg
- File:表二.jpg
- File:顾凌云.jpg