JAI Tools
Julius AI
A conversational analysis service for working with tabular data, running statistical operations, and producing visualizations.
tabular dataconversational analysis
View entry RESEARCH CATEGORY
Research Data Analysis
Analyze data, run computations, and document workflows. The database currently includes 30 tools, models, databases, or infrastructure entries in this category.
CAI Tools
ChatGPT Data Analysis
A ChatGPT capability that runs code to inspect uploaded data, perform analyses, and produce tables or charts.
code executiondata analysis
View entry WInfrastructure
Wolfram Mathematica
A technical computing system for symbolic mathematics, numerical methods, modeling, and visualization.
symbolic computationscientific computing
View entry MInfrastructure
MATLAB
A programming and numerical-computing environment used for algorithm development, data analysis, simulation, and engineering models.
numerical computingengineering
View entry JInfrastructure
JupyterLab
An open-source interactive computing environment that combines code, data, narrative, and visual output.
notebooksopen source
View entry KInfrastructure
KNIME Analytics Platform
An analytics platform for assembling data access, transformation, modeling, and machine-learning workflows from visual nodes.
visual workflowsdata analysis
View entry OInfrastructure
Orange Data Mining
An open-source visual programming application for data exploration, machine learning, and teaching.
visual programmingmachine learning
View entry DAI Tools
Dataiku
A collaborative data platform for preparation, machine learning, generative-AI projects, deployment, and governance.
data platformgovernance
View entry DAI Tools
DataRobot
An enterprise platform for automated machine learning, model deployment, monitoring, and AI governance.
automated MLmodel governance
View entry AAI Tools
Akkio
A web-based analytics service that combines natural-language interaction with low-code analysis, prediction, and reporting.
low codepredictive analysis
View entry RInfrastructure
RStudio IDE
An integrated development environment for R and selected Python workflows, available in open-source desktop and server editions and commercial variants.
Rintegrated development environment
View entry DInfrastructure
DVC
An open-source data version control tool that records large datasets, models, and machine-learning pipelines alongside Git-managed code.
data version controlreproducible workflows
View entry MInfrastructure
MLflow
An open-source platform for recording machine-learning experiments, managing models and artifacts, and supporting self-hosted collaboration.
experiment trackingmodel management
View entry WInfrastructure
Weights & Biases
A hosted platform and client tools for recording, comparing, and collaboratively managing machine-learning experiments, models, and data artifacts.
experiment trackingML collaboration
View entry AInfrastructure
AiiDA
Open-source Python infrastructure for running computational-science workflows and recording the provenance of their data and processes.
workflow automationdata provenance
View entry NInfrastructure
NumPy
The foundational open-source Python library for multidimensional arrays, vectorized numerical operations, linear algebra, and related numerical routines.
numerical computingarrays
View entry PInfrastructure
pandas
An open-source Python library for reading, cleaning, transforming, joining, and summarizing tabular and time-series data.
tabular datadata processing
View entry SInfrastructure
SciPy
An open-source scientific-computing library built on NumPy, with maintained algorithms for optimization, integration, signals, sparse computation, statistics, and more.
scientific computingnumerical methods
View entry SInfrastructure
scikit-learn
An open-source Python machine-learning library covering supervised and unsupervised estimators, preprocessing, pipelines, model selection, and evaluation.
machine learningmodel evaluation
View entry PInfrastructure
PyMC
An open-source probabilistic-programming library for specifying Bayesian models in Python and fitting them with MCMC or variational inference.
Bayesian modelingprobabilistic programming
View entry SInfrastructure
Stan
An open-source probabilistic-programming language and cross-language toolkit for Bayesian statistical modeling and posterior inference.
Bayesian inferenceprobabilistic programming
View entry SInfrastructure
statsmodels
An open-source Python package for statistical modeling and econometrics, with model estimation, statistical tests, diagnostics, and structured result summaries.
statistical modelingeconometrics
View entry PInfrastructure
Polars
An open-source DataFrame query engine written in Rust, with eager and lazy execution, query optimization, and streaming support.
DataFramesquery engine
View entry DInfrastructure
DuckDB
An open-source in-process analytical SQL database for querying local files, object storage, and in-memory data without a separate database server.
analytical databaseSQL
View entry JInfrastructure
JAX
An open-source Python library for high-performance array computing and composable transformations including automatic differentiation, compilation, batching, and parallelization.
automatic differentiationaccelerated computing
View entry OInfrastructure
Optuna
An open-source framework for automated hyperparameter optimization with dynamic search spaces, trial pruning, parallel execution, and study visualization.
hyperparameter optimizationexperiment search
View entry PInfrastructure
PyTorch
An open-source deep-learning library for tensor computation, automatic differentiation, neural networks, and distributed training on CPUs and supported accelerators.
deep learningtensor computation
View entry TInfrastructure
TensorFlow
An open-source framework for building, training, evaluating, and deploying machine-learning models, with related components for servers, browsers, and mobile devices.
machine learningmodel deployment
View entry KInfrastructure
Kedro
An open-source Python framework for organizing modular, maintainable, and reproducible data-science code through pipelines, configuration, and a data catalog.
data pipelinesreproducible computing
View entry DInfrastructure
DataLad
An open-source distributed data-management tool built on Git and git-annex for versioning, retrieving, and sharing research datasets of any size.
data version controlresearch data management
View entry