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Data-driven discovery of models (D3M) program index

A list of D3M-related tools and their repository URLs

Pipeline infrastructure and tools

d3m core package

TA3-TA2 API

simple-TA3

D3M dashboard

TA1 Components

BYU Primitives

BYU-DML machine learning algorithms or primitives created for DARPA's D3M project. These primitives are wrapped to fit within the D3M ecosystem.

Common Primitives

A collection of primitives and pipelines from multiple teams.

Cornell Primitives

A collection of Cornell primitives with executable examples.

Distil (New Knowledge/Uncharted TA1)

A collection of TA1 d3m-wrappers around New Knowledge base libraries for the D3M program.

JHU Primitives

A collection of JHU Python interfaces for TA1 primitives in the D3M project.

RPI Primitives

RPI primitives for D3M project. Executable pipelines are included.

ICSI Primitives

ICSI kernel learning and matrix primitives for the D3M project.

ISI Data Cleaning Primitives, ISI Featurization Primitives, ISI Information Regularization Primitives

A collection of ISI primitives for data cleaning and featurization.

BBN Primitives

BBN primitives and pipelines for D3M project.

CMU Find Projections Primitives, CMU Fastlvm Primitives

A collection of CMU primitives for D3M project.

Perspecta Labs Primitives

Perspecta Labs primitives and pipelines for D3M project.

MIT Primitives

Wrapper around the Featuretools library for automated feature engineering for D3M project.

SRI Primitives backend

Developed and maintained by UCSC. Here is a website with more details: PSL (https://psl.linqs.org)

Michigan Primitives

A collection of University of Michigan primitives, with executable pipelines for many.

TA2 Systems

ISI DSBox System

ISI's template-based automated machine learning system.

SRI TPOT System

SRI's fork of the TPOT system which has been made compliant with D3M primitives.

TAMU System

TAMU's automated machine learning system.

UC Berkeley Aika

A framework to enable reproducible AutoML research. (TBD)

CMU TA2 System

CMU's TA2 system for DARPA D3M program

Brown/MIT TA2 System

Alpine Meadow: Brown/MIT TA2 System (TBU)

AlphaAutoML, TA2

NYU's AlphaAutoML and TA2 Systems

Stanford TA2 System

Stanford TA2 system for DARPA D3M Program

BTB, TA2

MIT's AutoML and TA2 Systems

TA3 Systems

Tufts TA3 System

Named as Snowcat, written in VueJS.

Brown/MIT TA3 System

Vizdom: Brown/MIT TA3 System (TBU)

NYU's TA3 System

NYU's TA3 system written in TypeScript, using Express and React.

Uncharted Distil

Uncharted's Mixed-Initiative Model Discovery System for Subject Matter Experts.

Purdue ModSquad

Purdue's Model Evaluation User Interface

Carnegie Mellon's TA3 System

CMU's Tigris Workflow tool components developed as for use as TA3 system

Harvard/UT Dallas TA3

TwoRavens: Harvard/UT Dallas TA3 system. Live demo at 2ravens.org.

DataMart

DataMarts are data search engines. Given a problem and an dataset, those system can provide additional, relevant data and augment the initial dataset to enable the construction of a better model.

NYU's DataMart system

USC ISI's DataMart system

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