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Machine Learning

Topic
Overview »

Data-driven applications are ubiquitous (market analysis, agriculture, healthcare, transport networks, ...) and machine learning algorithms have been developed with the specific purpose of analyzing patterns and leveraging correlation within real-world measurements in order to turn data into applications.The Wolfram Language offers fully automated and highly customizable machine learning functions to perform classification, regression, clustering and many other operations. Classical methods are complemented by powerful, symbolic deep-learning frameworks and specialized pipelines for diverse data types such as image, video, text and audio.

Supervised Machine Learning »

Predict predict values from data

Classify classify data into categories

ActivePrediction   SequencePredict   Nearest   FindFit   ...

Unsupervised Machine Learning »

FindClusters partition data into clusters

FeatureExtraction find how to extract features from data

FeatureSpacePlot visualize data in a dimension-reduced feature space

FeatureImpactPlot visualize the impact of the input features on a model result

AnomalyDetection   DimensionReduction   MissingValueSynthesis   ...

LLM Functionality »

LLMFunction represents a template for an large language model prompt

LLMSynthesize generate text following instructions

ImageSynthesize generate an image from a textual prompt

ChatObject   LLMPrompt   LLMTool   LLMConfiguration   ...

Neural Networks »

NetModel access trained and untrained models from the Wolfram Neural Net Repository

NetTrain train any neural network on CPUs, GPUs, etc.

NetGraph   LinearLayer   ConvolutionLayer   AttentionLayer   ...

Computer Vision »

ImageIdentify recognize objects in images

ImageCases   FindFaces   TextRecognize   ImageGraphics   ...

Natural Language Processing »

TextSummarize automatically produce different types of summarization

LanguageIdentify   TextStructure   TextCases   ...

Speech Computation »

SpeechRecognize speech to text

AudioIdentify   SpeechCases   SpeakerMatchQ   PitchRecognize

Related Workflow Guides

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