List of data science software

This is a list of data science software and platforms used in data science, which includes programming languages, programming environments, machine learning frameworks, data engineering tools, statistical software, data analysis, plotting, MLOps systems, and more.

Programming languages

Cassandra Query Language Data Analysis Expressions FreeMat GAUSS GNU Octave IDL Java JavaScript Julia MATLAB O-Matrix PL/SQL PV-WAVE Python R S Scilab language SAS language Scala SPARQL Speakeasy SQL Stata programming language Wolfram Language

Development environments These interactive notebooks, IDEs, and platforms provide specialised development environments. Apache Zeppelin Architect — Eclipse (software) CoCalc Dataiku Data Science Studio FreeMat GNU Octave Google Colab DataSpell Jupyter Notebook / JupyterLab Kaggle Notebooks MATLAB O-Matrix PyCharm RStudio SAS (software) and SAS Studio Spyder Visual Studio Code

Machine and deep learning software The Machine learning / deep learning tools support development in those fields.

Apache Mahout Apache MXNet Apache SINGA BigDL Caffe CatBoost Chainer Data Analytics Acceleration Library Deeplearning4j Dlib Encog Flux Google JAX Keras LIBSVM LightGBM MATLAB + Deep Learning Toolbox Microsoft Cognitive Toolkit MindsDB MindSpore ML.NET Neural Designer Neural Network Intelligence oneAPI OpenNN PlaidML PyTorch QLattice Scikit-learn Shogun (toolbox) TensorFlow Theano Torch Tree-based pipeline optimization tool XGBoost Weka Wolfram Mathematica

Data engineering Examples of Data engineering tools.

Apache Airflow Apache Flink Apache Hadoop Apache Kafka Apache NiFi Apache Spark Dask Data build tool (dbt)

Data mining Examples of Data mining tools.

Data mining

Carrot2 ELKI FrontlineSMS General Architecture for Text Engineering (GATE) KNIME mlpack MOA NLTK OpenNN Orange R RapidMiner scikit-learn Scriptella UIMA Weka

Proprietary

Amazon SageMaker Angoss Google Cloud Platform LIONsolver Microsoft Analysis Services NetOwl Oracle Data Mining PSeven PolyAnalyst Qlucore RapidMiner SAS Enterprise Miner SPSS Modeler STATISTICA Tanagra Vertica

Database management

List of RDBMS

Open source Apache Derby Apache Ignite ClickHouse CUBRID DuckDB Firebird FoundationDB Greenplum H2 HSQLDB Infobright Ingres MariaDB MonetDB MySQL OpenLink Virtuoso Percona Server for MySQL Percona XtraDB Cluster PostgreSQL RethinkDB SQLite TiDB TimescaleDB Trafodion YDB YugabyteDB

Proprietary

4th Dimension Access Database Engine Actian Zen Adabas D Airtable Altibase Amazon Aurora Aster Data Systems CA Datacom CA IDMS Clarion Clustrix CockroachDB DataEase DataFlex Dataphor dBase Empress Embedded Database EnterpriseDB eXtremeDB Exasol Extensible Storage Engine FileMaker Pro FrontBase Google Cloud Spanner Helix IBM Db2 IBM Lotus Approach Informix InterBase InterSystems Caché InterSystems IRIS Data Platform Linter SQL RDBMS MaxDB Microsoft SQL Server Microsoft SQL Server Express Microsoft Visual FoxPro Mimer SQL mSQL Netezza NexusDB NonStop SQL NuoDB Omnis Studio OpenLink Virtuoso Universal Server Oracle database Oracle Rdb Panorama Paradox Polyhedra Postgres Plus Advanced Server Progress Software R:Base SAND CDBMS SAP HANA SAP Adaptive Server Enterprise SAP IQ SingleStore Snowflake Cloud Data Warehouse solidDB SQL Anywhere SQL Azure SQLBase SQream DB SAP Advantage Database Server Teradata TimesTen Transbase Unisys RDMS 2200 UniData UniVerse Vectorwise Vertica VoltDB

Data warehouses Data warehouse environments include: Amazon Redshift Snowflake Google BigQuery Microsoft Azure Synapse Teradata Vertica

Data lakes Data lake environments include: Apache Hadoop Cloudera Databricks Delta Lake Amazon S3 Google Cloud Storage Azure Data Lake

Algorithms

Apriori algorithm – frequent itemset mining and association rule learning in market basket analysis Backpropagation – algorithm for training artificial neural networks using gradient descent Decision Trees – tree-based algorithm for classification and regression Expectation–maximization algorithm – iterative procedure for maximum likelihood estimation with latent variables Gradient descent – iterative optimization algorithm for minimizing a loss function ID3 algorithm – used to generate a decision tree from a dataset K-Means – clustering algorithm based on minimizing within-cluster distances K-Nearest Neighbors (KNN) – instance-based learning and classification method Linear regression – estimation method for predicting a dependent variable based on independent variables Logistic regression – classification algorithm for predicting a binary outcome Naive Bayes – probabilistic classifier based on Bayes' theorem Ordinary least squares – estimation method for parameters in linear regression PageRank – graph-based algorithm for link analysis and search ranking Principal component analysis – technique to reduce high-dimensional data while preserving variance Q-learning – reinforcement learning algorithm for learning optimal actions Random forest – ensemble of decision trees for improved classification or regression Sequential minimal optimization – solver for training support vector machines Stochastic gradient descent – randomized variant of gradient descent for large-scale machine learning Support Vector Machines (SVM) – algorithm for finding a hyperplane to separate classes

Statistical software

Open-source

ADaMSoft ADMB Chronux DAP Epi Info Fityk GNU Octave gretl Intrinsic Noise Analyzer jamovi JASP JMulTi Just another Gibbs sampler (JAGS) Mondrian Neurophysiological Biomarker Toolbox OpenBUGS OpenEpi OpenMx Ploticus PSPP Programming with Big Data in R R Commander Rattle GUI Revolution Analytics RStudio Salstat Scilab SciPy Simfit SOCR SOFA Statistics Stan Statistical Lab

Public domain CSPro Dataplot Epi Map X-13ARIMA-SEATS

Freeware BV4.1 MINUIT WinBUGS Winpepi

Proprietary

Analytica ASReml BMDP DB Lytix EViews GAUSS Genedata GenStat GLIM GraphPad Prism Igor Pro IMSL Numerical Libraries JMP LIMDEP LISREL Maple Mathematica MATLAB MedCalc Microfit Minitab MLwiN NAG Numerical Library NCSS NLOGIT nQuery Sample Size Software O-Matrix PASS Sample Size Software Primer-E Primer Qlucore RATS S-PLUS SHAZAM SigmaStat SIMUL SmartPLS Speakeasy SPSS Stata StatCrunch Statgraphics Statistica StatsDirect StatXact SuperCROSS SYSTAT The Unscrambler WarpPLS World Programming System XploRe

Data processing Tools for Data processing and analysis:

AIDA Alteryx Apache Kudu Aphelion ClickHouse Cubes (OLAP server) DADiSP DAP Data Analysis Expressions Databricks Data Discovery and Query Builder Dataiku DIVA Dplyr Easystats EditGrid EgoNet Epi Info EViews Endrov Eye-Sys FlexPro FreeMat Fsc2 GNU Octave ILNumerics Imc FAMOS InfiniteGraph Informatica JMP Kirix Strata KnetMiner LabWindows/CVI LIONsolver MATLAB MagicPlot MetaboAnalyst MEX file Microsoft Analysis Services Monarch Moose (analysis) MountainsMap Natural Language Toolkit NetMiner Nirvana Ocean Data View OpenRefine OpenScientist Origin Pandas Paxata Pipeline Pilot Poimapper Polars PolyAnalyst PowerLab RCFile ROOT RRDtool SAS Seeq Corporation SekChek Local SensoMotoric Instruments Sisense SmartPLS Social network analysis software SolveIT Speakeasy (computational environment) SuperCROSS Tidyverse Trifacta Truviso WarpPLS XLfit

Data and information visualization Software for Data visualization:

Amira AnyChart Apache Superset Avizo Baudline BisQue (Bioimage Analysis and Management Platform) Calligra Sheets Catpac Chart.js Cloudera ColorBrewer COMPLEAT (bioinformatics tool) Creately D3js DataGraph DataScene DataViva Diagrams.net Epi Map Eye-Sys FlexPro FreeMat FusionCharts GeoGebra Gephi ggplot2 Gnuplot Gliffy GRAPE GrADS Grace Grafana GraphPad Prism Graphviz HippoDraw Histcite IBM Cognos Analytics Imc FAMOS Infogram InfoZoom InfiniteGraph IGOR Pro JFreeChart JMP Kig Kitware KnetMiner Kst LabPlot LabVIEW LabWindows/CVI Lavastorm Analytics LibreOffice LIONsolver LiSiCA MagicPlot Maple MathCad Mathematica MATLAB Maxima MedCalc MetaboAnalyst MEX file Microsoft Analysis Services Microsoft Excel Microsoft Power BI MicroStrategy Monarch Moose (analysis) MountainsMap Molecular Evolutionary Genetics Analysis Netvibes Numbers for Mac Ocean Data View OpenOffice.org Calc OpenScientist Origin ParaView PathVisio Perl Data Language PGPLOT ploticus Plotly plotutils Poimapper PolyAnalyst PowerLab Psychometric software Pyramid Analytics QtiPlot Qunb RGraph ROOT RRDtool SAS Seaborn Sisense SmartPLS Social network analysis software TAChart Tableau Teechart Tomviz Trade Space Visualizer Trendalyzer Truviso Vaa3D Visual.ly WarpPLS XLfit

Plotting software Software for plotting data to support processing and visualise results.

Analytica CricketGraph Data Desk DISLIN Earth sciences graphics software Generic Mapping Tools GraphCalc Grapher Gri graphical language Intel Array Visualizer IRows JASP Kst LabPlot MapleSim Mondrian MWorks NuCalc Pipeline Pilot Ploticus PLplot ProStat PSI-Plot Pyxplot SciDAVis TableCurve 2D TableCurve 3D Tecplot TinkerPlots TOPCAT TopoFusion Veusz VisIt Winplot Wolfram Mathematica

Maps and geospatial visualization

ArcGIS Carto Epi Map GeoDA Google Earth Engine Leaflet Mapbox MountainsMap QGIS

Machine learning MLOps and model deployment: BentoML Data Version Control (DVC) Kubeflow MLflow Seldon Core Streamlithttps://docs.streamlit.io TensorFlow Serving Weights & Biases

Data repositories

Kaggle – platform for data science competitions, datasets, and notebooks. OpenML – collaborative platform for sharing datasets, algorithms, and experiments. University of California, Irvine Machine Learning Repositoryhttps://archive.ics.uci.edu Zenodo – open-access repository supported by CERN and the EU.

Educational data science software

Kaggle – online platform for data science education, competitions, datasets, and collaborative learning. KNIME – open-source data analytics platform used for teaching data science, machine learning, and workflow-based analysis. RapidMiner – used in academic research and education for data mining and machine learning. Statistics Online Computational Resource (SOCR) – online tools and instructional resources for statistics education. Tanagra (machine learning) – data mining software developed for research and teaching purposes. TinkerPlots – explore and analyze data through visual modeling.

List of data science software

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