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Query remote or in-memory RDF graph databases using SPARQL queries, and import/export RDF data from a variety of RDF formats.
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Interact with relational databases symbolically using RelationalDatabase, integrating out-of-core and in-memory techniques to access terabyte-scale data and automatically generating SQL code for popular databases.Learn a generalized probability distribution from arbitrary data using LearnDistribution, replace missing values in data by generated values using SynthesizeMissingValues and find anomalous examples in data using FindAnomalies.ClassifierMeasurements can now handle uncertainties and multi-class averaging, and the "NeuralNetwork" method for Classify has been vastly improved using a self-normalizing net.The neural network framework has been enhanced with additional pre-trained models, new layers, new encoders and decoders, multi-GPU support and automatic early stopping of training to prevent overfitting.ShortTimeFourier for computing and storing properties of short-time Fourier transforms, and InverseSpectrogram for approximating a signal from a magnitude spectrogram.Multi-language support for SpeechSynthesize, as well as improved discovery and searching of available voices through VoiceStyleData.Performance improvements in audio analysis functions such as AudioIntervals and windowing functions such as HannWindow, and a new AudioAnnotate framework for annotating audio objects.High-level recognition functions such as ImageCases, FacialFeatures, AudioIdentify and SpeechRecognize, and performance enhancements to FindFaces, FeatureSpacePlot, AudioMFCC, etc.Color-processing functions such as FindMatchingColor, ImageRecolor and ColorDetect, all powered by the new ColorsNear wrapper to represent a color neighborhood.Updated default appearance for GraphPlot visualizations, as well as new plot themes and updated properties.Generate randomly distributed geo positions in any region using RandomGeoPosition, and analyze distance, area and angular distortion of geo projections using GeoGridUnitDistance, GeoGridUnitArea and GeoGridDirectionDifference.Represent geodetic vectors with GeoVector, and visualize geodetic vector fields using GeoVectorPlot and GeoStreamPlot.
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Optimization solvers such as LinearOptimization, QuadraticOptimization, SemidefiniteOptimization, etc.
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Major OS integration updates to Mac and Linux notebook interfaces using the 64-bit Cocoa API and Qt 5, respectively, with the Linux interface no longer requiring a supporting X server.MIT, Cambridge, MA, USA Simon Fraser University, B.C. MARWAN, Morocco Stellenbosch University, South Africa Tertiary Education Network, Johannesburg, South Africa University of Cape Town, South Africa University of the Free State, South Africa Please select a download server close to your location below.