MLpronto

MLpronto performs supervised machine learning analyses and generates corresponding programming code to support rapid exploratory data analysis and reproducible workflows.


Key Features:

  • Rapid Analysis: Produces analysis results within seconds.
  • Code Generation: Generates computer programming code corresponding to executed machine learning algorithms.
  • Supervised Learning Algorithms: Applies selected supervised machine learning algorithms for data processing and prediction.

Scientific Applications:

  • Preliminary Analysis: Performs rapid exploratory analyses for initial data assessment.
  • Hypothesis Testing: Supports data-driven hypothesis evaluation using supervised learning models.
  • Exploratory Data Studies: Enables quick exploratory investigations and generation of reproducible analysis code.

Methodology:

Accepts a data file as input and processes it using selected supervised machine learning algorithms, returning analysis results and generated code.

Topics

Details

License:
MIT
Cost:
Free of charge
Tool Type:
web application
Operating Systems:
Mac, Linux, Windows
Programming Languages:
Python
Added:
4/16/2024
Last Updated:
11/24/2024

Operations

Publications

Tjaden J, Tjaden B. MLpronto: A tool for democratizing machine learning. PLOS ONE. 2023;18(11):e0294924. doi:10.1371/journal.pone.0294924. PMID:38032968. PMCID:PMC10688639.

PMID: 38032968
Funding: - National Institute of General Medical Sciences: R15 GM102755

Links