Functional Programming »

Failsafe — create a version of a function protected against bad input

Discard — delete elements not obeying a criterion function

Select (updated) — report positions of selected elements

AssociationComap — create an association by applying a list of functions to a value

Groupings (updated) — construct groupings containing unary functions

Counts (updated) — specify the elements to count in the list

Order Functions »

MinimalBy (updated), MaximalBy (updated) — new ordering function argument

TakeLargest  (updated)   ▪  TakeSmallest  (updated)   ▪  TakeLargestBy  (updated)   ▪  TakeSmallestBy  (updated) 

Evaluation Control »

HoldCompleteForm — display an expression completely shielded from evaluation

ReleaseHold (updated) — support added for HoldCompleteForm

Parallel Computation

LaunchKernels (updated) — faster launching of kernels on multiple hosts

ParallelTable — deep parallelization of nested tables

ParallelSelect  ▪  ParallelCases

Tabular Objects »

Tabular — column oriented tabular data with different types, missing values, etc.

ToTabular — converting to Tabular with detailed control

TabularStructure  ▪  ColumnKeys  ▪  ColumnTypes

FromTabular  ▪  ColumnKeyExistsQ  ▪  TabularQ  ▪  TabularColumn  ▪  TabularColumnQ  ▪  TabularRow  ▪  TabularRowQ  ▪  TabularSchema

Part  (updated)   ▪  Take  (updated)   ▪  Drop  (updated)   ▪  TakeDrop  (updated)   ▪  Key  (updated)   ▪  ExtendedKey  ▪  RowKey  ▪  KeyDrop  (updated)   ▪  KeyTake  (updated)   ▪  Select  (updated)   ▪  Discard  ▪  TakeSmallestBy  (updated)   ▪  TakeLargestBy  (updated)   ▪  MaximalBy  (updated)   ▪  MinimalBy  (updated) 

Tabular Data Sources »

Import (updated) — fast, scalable and robust import of tabular data

"CSV"  (updated)   ▪  "XLSX"  (updated)   ▪  "XLS"  (updated)   ▪  "ODS"  (updated)   ▪  "SXC"  (updated)   ▪  "TSV"  (updated)   ▪  "Table"  (updated)   ▪  "Parquet"  ▪  "ArrowIPC"  ▪  "ORC"  ▪  "ArrowDataset"  ▪  "SAV"  (updated)   ▪  "SAS7BDAT"  (updated)   ▪  "DTA"  (updated)   ▪  "POR"  (updated)   ▪  "XPORT"  (updated)   ▪  "RData"  (updated)   ▪  "RDS"  (updated)   ▪  "DIF"  (updated) 

DataConnectionObject — connection to data stores (with authentication, queries, etc.)

"AmazonS3"  ▪  "AzureBlobStorage"  ▪  "Dropbox"  ▪  "IPFS"

EntityValue (updated) — can now return Tabular objects for large-scale processing

EntityClass  (updated)   ▪  EntityType  (updated) 

DatabaseReference (updated) — relational databases can be used as out-of-core backends for Tabular

"SQLite"  ▪  "PostgreSQL"  ▪  "MySQL"  ▪  "MicrosoftSQL"  ▪  "Oracle"

ToMemory — return an in-memory version of an out-of-core object

Tabular Data Cleaning »

TransformMissing — handle missing values

TransformAnomalies — handle outlier values

RenameColumns  ▪  CastColumns  ▪  DeleteColumns  ▪  InsertColumns

PivotToColumns — spreading values from single columns into several columns

PivotFromColumns — gathering values from several columns into one column

Tabular Transformation »

TransformColumns — compute columns from values in each row

ConstructColumns  ▪  SortBy  (updated)   ▪  ReverseSortBy  (updated)   ▪  NumericalSort  (updated)   ▪  ...

AggregateRows — simple or grouped aggregation

PivotTable — compute a pivot table with multiple row and column pivots and aggregation

IncludeGroupAggregates

Tabular Visualization »

BarChart (updated) — plot values from a column as discrete bars

PieChart  (updated)   ▪  BubbleChart  (updated)   ▪  BarChart3D  (updated)   ▪  PieChart3D  (updated)   ▪  BubbleChart3D  (updated)   ▪  RectangleChart  (updated)   ▪  RectangleChart3D  (updated)   ▪  SectorChart  (updated)   ▪  SectorChart3D  (updated)   ▪  PairedBarChart  (updated)   ▪  TradingChart  (updated) 

Histogram (updated) — show the distribution of values in a tabular column using discrete bars

SmoothHistogram (updated) — show the distribution of values in a tabular column as a smooth density

DateHistogram  (updated)   ▪  DensityHistogram  (updated)   ▪  BoxWhiskerChart  (updated)   ▪  DistributionChart  (updated)   ▪  QuantilePlot  (updated)   ▪  PairwiseDensityHistogram  (updated)   ▪  PairwiseSmoothDensityHistogram  (updated)   ▪  PairwiseQuantilePlot  (updated)   ▪  PairwiseProbabilityPlot  (updated)   ▪  ...

ListPlot (updated) — plot columns from tabular data against each other

ListLinePlot  (updated)   ▪  ListPlot3D  (updated)   ▪  ListContourPlot  (updated)   ▪  ListDensityPlot  (updated)   ▪  ListPointPlot3D  (updated)   ▪  ListLinePlot3D  (updated)   ▪  ListStepPlot  (updated)   ▪  StackedListPlot  (updated)   ▪  ListLogPlot  (updated)   ▪  ListContourPlot3D  (updated)   ▪  ListDensityPlot3D  (updated)   ▪  ListSliceContourPlot3D  (updated)   ▪  ListSliceDensityPlot3D  (updated)   ▪  DateListPlot  (updated)   ▪  RadialAxisPlot  (updated)   ▪  ParallelAxisPlot  (updated)   ▪  PairwiseListPlot  (updated)   ▪  ...

LLM-Related Functionality »

LLMSynthesizeSubmit, ChatSubmit — asynchronous LLM generation

ImageSynthesize (updated) — added support for LLMConfiguration

Tabular Support in Automated Machine Learning

Classify  (updated)   ▪  Predict  (updated)   ▪  ClassifierFunction  (updated)   ▪  PredictorFunction  (updated)   ▪  ClassifierMeasurements  (updated)   ▪  PredictorMeasurements  (updated)   ▪  ClusterClassify  (updated)   ▪  FindClusters  (updated)   ▪  LearnDistribution  (updated)   ▪  FeatureExtraction  (updated)   ▪  SynthesizeMissingValues  (updated)   ▪  DimensionReduce  (updated)   ▪  DimensionReduction  (updated)   ▪  AnomalyDetection  (updated)   ▪  FindAnomalies  (updated)   ▪  FeatureSpacePlot  (updated)   ▪  FeatureSpacePlot3D  (updated)   ▪  FeatureImpactPlot  (updated)   ▪  CumulativeFeatureImpactPlot  (updated)   ▪  FeatureValueImpactPlot  (updated)   ▪  FeatureValueDependencyPlot  (updated) 

Neural Networks »

NetTrain (updated), NetMeasurements (updated) — added support for Tabular input

NetUnfold (updated) — added support for ReshapeLayer, FlattenLayer and ReplicateLayer

NormalizationLayer (updated) — added new normalization method

ReshapeLayer (updated) — added support for array-based shape specification

Matrix Games (aka Simultaneous Games, Normal Form Games)

MatrixGame — represents a simultaneous game specified by payoff matrices or arrays

FindMatrixGameStrategies — find Nash equilibria

MatrixGamePlot — visualize matrix games and strategies

VerifyMatrixGameStrategy  ▪  MatrixGamePayoff

Tree Games (aka Sequential Games, Extensive Form Games)

TreeGame — represents a sequential game specified by a game tree

FindTreeGameStrategies — find subgame perfect equilibria (SPE)

TreeGamePlot — visualize tree games and strategies

VerifyTreeGameStrategy  ▪  TreeGamePayoff

Game Options

GameActionLabels  ▪  GamePlayerLabels

Standard Games

GameTheoryData — predefined standard games

Symbolic Array Transformations

ArraySimplify — simplify symbolic array expressions

ArrayExpand — expand symbolic array expressions

ComponentExpand — expand symbolic array expression into its component parts

Symbolic Arrays in Calculus

LineIntegrate (updated), SurfaceIntegrate (updated) — integrate using symbolic vector variables

NLineIntegrate  (updated)   ▪  NSurfaceIntegrate  (updated) 

DSolve (updated) — solve differential equations with symbolic array variables

RSolve (updated) — solve difference equations with symbolic array variables

DSolveValue  (updated)   ▪  RSolveValue  (updated)   ▪  AsymptoticDSolveValue  (updated)   ▪  AsymptoticRSolveValue  (updated) 

Fourier Analysis

FourierTransform (updated) — improved numerical evaluation and documentation

FourierCosTransform  (updated)   ▪  FourierSinTransform  (updated)   ▪  InverseFourierTransform  (updated)   ▪  InverseFourierSinTransform  (updated)    ▪  InverseFourierCosTransform  (updated) 

Discrete Calculus

SumConvergence (updated) — support for specifying the summation interval in the input

DigitCount (updated) — specify the total number of digits to count

Astronomical Events

FindAstroEvent — find the instant of relevant astronomical events

"MarchEquinox"  ▪  "Conjunction"  ▪  "Periapsis"  ▪  "Appulse"  ▪  ...

MoonPhase (updated) — use different definitions of moon phases

NewMoon  (updated)   ▪  FullMoon  (updated)   ▪  MoonPhaseDate  (updated) 

Date & Time

MidDate — midpoint date of a granular date or list of dates

Updated biomolecular import formats:

MoleculeMesh — 3D boundary mesh representation of a molecule or biomolecule

"RCSBProteinDataBank" — service connection to the RCSB Protein Data Bank

"ESMAtlas" — service connection to the ESM Metagenomic Atlas, a database of protein structures predicted by ESMFold

"PDB" (updated), "MMCIF" (updated), "MMJSON" (updated) — added support for Molecule and BioMolecule

Arrays

GPUArray — store data in memory accessible for GPU accelerated computation

GPUArrayQ  ▪  Normal  ▪  ArrayQ  ▪  VectorQ  ▪  MatrixQ  ▪  ArrayDepth  ▪  Dimensions  ▪  Length  ▪  Part  ▪  First  ▪  Last  ▪  ByteCount

Linear Algebra

Dot — matrix operations

Transpose  ▪  ConjugateTranspose  ▪  Diagonal  ▪  Tr

LinearSolve — solve linear systems

Discrete Fourier Analysis

Fourier — find the discrete Fourier transform

InverseFourier — find the discrete inverse Fourier transform

Random Number Generation

SeedRandom — use the GPUArrayRandom method for pseudorandom number generation

RandomInteger  ▪  RandomReal  ▪  RandomComplex

Statistics

Mean — descriptive statistics

GeometricMean  ▪  Variance  ▪  Skewness  ▪  StandardDeviation  ▪  RootMeanSquare  ▪  Kurtosis

Sort — order statistics

Min  ▪  Max  ▪  MinMax  ▪  Ordering

Mathematical Functions

Plus, Times — arithmetic functions

Subtract  ▪  Divide  ▪  Total  ▪  Mean  ▪  Accumulate  ▪  Differences  ▪  Ratios

Sin, Cos — trigonometric functions

Tan  ▪  ArcSin  ▪  ArcCos  ▪  ArcTan

Exp, Log — transcendental functions

Log2  ▪  Log10  ▪  Power  ▪  Sqrt  ▪  CubeRoot

Sinh, Cosh — hyperbolic functions

Tanh  ▪  Csch  ▪  Sech  ▪  Coth  ▪  ArcSinh  ▪  ArcCosh  ▪  ArcTanh

Ceiling, Floor — integer functions

Round  ▪  IntegerPart  ▪  FractionalPart

Abs, Sign — absolute values and signs

RealAbs  ▪  RealSign  ▪  Re  ▪  Im  ▪  Arg  ▪  Conjugate

Geometric Computation »

JoinedCurve (updated), FilledCurve (updated) — now geometric regions

RegionQ  (updated)   ▪  RegionDimension  (updated)   ▪  RegionEmbeddingDimension  (updated)   ▪  ArcLength  (updated)   ▪  RegionMember  (updated)   ▪  RegionDistance  (updated)   ▪  BoundingRegion  (updated)   ▪  RandomPoint  (updated)   ▪  ...

Constructive Solid Geometry Modeling »

CSGRegion (updated) — now support annotations

Annotation  (updated)   ▪  Annotate  (updated)   ▪  AnnotationKeys  (updated)   ▪  AnnotationValue  (updated)   ▪  AnnotationDelete  (updated)   ▪  AnnotationRules  (updated)   ▪  Style  (updated) 

Graph Drawing

"SymmetricLayeredEmbedding" — place vertices symmetrically on parallel lines

"Rotation" — rotation option for graph embeddings

"BipartiteEmbedding"  (updated)   ▪  "CircularEmbedding"  (updated)   ▪  "CircularMultipartiteEmbedding"  (updated)   ▪  "DiscreteSpiralEmbedding"  (updated)   ▪  "GridEmbedding"  (updated)   ▪  "LinearEmbedding"  (updated)   ▪  "MultipartiteEmbedding"  (updated)   ▪  "SpiralEmbedding"  (updated)   ▪  "StarEmbedding"  (updated)   ▪  "BalloonEmbedding"  (updated)   ▪  "RadialEmbedding"  (updated)   ▪  "LayeredDigraphEmbedding"  (updated)   ▪  "LayeredEmbedding"  (updated)   ▪  "GravityEmbedding"  (updated)   ▪  "HighDimensionalEmbedding"  (updated)   ▪  "PlanarEmbedding"  (updated)   ▪  "SpectralEmbedding"  (updated)   ▪  "SphericalEmbedding"  (updated)   ▪  "SymmetricLayeredEmbedding"  (updated)   ▪  "TutteEmbedding"  (updated) 

Video Processing & Analysis »

VideoObjectTracking — detect and track objects in a video

ObjectTrackingData — an object storing the tracked object information

HighlightVideo — highlight objects in a video

Image Functions Now Support Video

BarcodeRecognize  (updated)   ▪  TextRecognize  (updated)   ▪  FindFaces  (updated)   ▪  ImageCases  (updated)   ▪  ImageBoundingBoxes  (updated)   ▪  ImagePosition  (updated)   ▪  ImageContents  (updated)   ▪  ImageContainsQ  (updated)   ▪  FindImageShapes  (updated)   ▪  FindImageText  (updated)   ▪  ImageCorners  (updated)   ▪  ImageKeypoints  (updated)   ▪  ImageLines  (updated)   ▪  ImageSegmentationComponents  (updated)   ▪  MorphologicalComponents  (updated)   ▪  WatershedComponents  (updated)   ▪  ImageForestingComponents  (updated) 

Video Editing »

VideoJoin (updated) — now support still images

VideoCombine (updated) — now support subtitle options as well as combining still images

VideoTranscribe (updated) — now accepts the Language and subtitle options

SubtitleStyle — specify style for created subtitle tracks

ShowSubtitles — specify whether to display the subtitles

Video Object

Video (updated) — adding support for in-notebook storage of the videos as well as subtitle options

Electromagnetics »

MagnetostaticPDEComponent — model magnetostatics without currents

MagneticPDEComponent — model quasistatic magnetic fields with currents

ElectricCurrentPDEComponent (updated) — updated model electric currents

ElectrostaticPDEComponent (updated) — updated electrostatic systems

MagneticFluxDensityValue  ▪  MagneticPotentialCondition  ▪  MagneticSymmetryValue

Electromagnetics Overview (updated) — overview monograph about modeling electromagnetics

Magnetostatics for Permanent Magnets — monograph about modeling permanent magnets

Quasistatic Magnetic Fields — monograph about modeling quasistatic magnetic fields

Solid Mechanics »

SolidMechanicsPDEComponent (updated) — support for extended plane strain and stress

SolidMechanicsStrain (updated) — support for extended plane strain and stress

SolidMechanicsStress (updated) — support for extended plane strain and stress

PDE Application Models »

"Inductive Heating"  ▪  "Cerebral Aneurysm"  (updated) 

Tabular Formats »

"CSV" (updated), "TSV" (updated), "Table" (updated) — now support Tabular; significant speed improvements

"Parquet" — Apache Parquet format

"ORC" — Optimized Row Columnar data format

"ArrowIPC" — Arrow IPC columnar data format

"ArrowDataset" — multi-file columnar data format

"XLS"  (updated)   ▪  "XLSX"  (updated)   ▪  "RData"  (updated)   ▪  "RDS"  (updated)   ▪  "SAS7BDAT"  (updated)   ▪  "XPORT"  (updated)   ▪  "DTA"  (updated)   ▪  "SAV"  (updated)   ▪  "POR"  (updated)   ▪  "DIF"  (updated)   ▪  "ODS"  (updated)   ▪  "SXC"  (updated) 

Data Connections

DataConnectionObject — establish a connection to services such as Amazon S3 and Azure

Document Formats »

"PDF" (updated) — import text and images as a mixed list

XML Formats »

"XML" (updated) — more bug fixing, especially in Export

"ExpressionML" (updated) — backend update that gives significant speed improvement and bug fixes

File ▶ New ▶ Notebook (updated) — default new notebooks now support all chat-style cells

LabeledGraphicsBox — is a low-level construct that represents a graphics box with a label attached to it

ThemeColor — represents a color setting from a light/dark-aware notebook rendering theme

LightDark  ▪  LightDarkSwitched

SelectionMove (updated) — now supports a list of cell objects

NotebookCellData (updated) — add elements for serialized cell expression information