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
PMCID: PMC10688639
Funding: - National Institute of General Medical Sciences: R15 GM102755
Links
Repository
https://github.com/btjaden/MLpronto