Data-driven discovery of models (D3M) program index
A list of D3M-related tools and their repository URLs
Pipeline infrastructure and tools
TA1 Components
BYU-DML machine learning algorithms or primitives created for DARPA's D3M project. These primitives are wrapped to fit within the D3M ecosystem.
A collection of primitives and pipelines from multiple teams.
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.
A collection of JHU Python interfaces for TA1 primitives in the D3M project.
RPI primitives for D3M project. Executable pipelines are included.
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 and pipelines for D3M project.
CMU Find Projections Primitives, CMU Fastlvm Primitives, CMU AutonBox Primitives
A collection of CMU primitives for D3M project.
Perspecta Labs primitives and pipelines for D3M project.
Wrapper around the Featuretools library for automated feature engineering for D3M project.
Developed and maintained by UCSC. Here is a website with more details: PSL (https://psl.linqs.org)
A collection of University of Michigan primitives, with executable pipelines for many.
TA2 Systems
ISI's template-based automated machine learning system.
SRI's fork of the TPOT system which has been made compliant with D3M primitives.
TAMU's automated machine learning system.
A framework to enable reproducible AutoML research. (TBD)
CMU's TA2 system for DARPA D3M program
Alpine Meadow: Brown/MIT TA2 System (TBU)
NYU's AlphaAutoML and TA2 Systems
Stanford TA2 system for DARPA D3M Program
MIT's AutoML and TA2 Systems
Uncharted/Qntfy TA2 System
TA3 Systems
Named as Snowcat, written in VueJS.
Vizdom: Brown/MIT TA3 System (TBU)
NYU's TA3 system written in TypeScript, using Express and React.
Uncharted's Mixed-Initiative Model Discovery System for Subject Matter Experts.
Purdue's Model Evaluation User Interface
CMU's Tigris Workflow tool components developed as for use as TA3 system
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
- Publicly-accessible address
- Source code
- Data augmentation examples through the API
- Python packages: datamart, datamart-profiler, datamart-materialize, datamart-augmentation