SapientML
verifiedFreemiumsapientml.io
Open-source Python AutoML library that quickly generates machine learning pipelines by learning from human-written solutions.
What it does
SapientML is an open-source AutoML tool, installable via pip, that generates high-quality machine learning pipelines for a new dataset by learning from a corpus of existing datasets and their human-written pipelines. It focuses on speed by evaluating only the most plausible pipeline candidates rather than exhaustive search.
Core features
Pip-installable Python package
Pipeline generation learned from prior human-written solutions
Fast generation by pruning implausible pipeline combinations
Transparent, human-readable generated code with explanations
Based on peer-reviewed ICSE 2022 research
Best for
→Quickly building a baseline ML pipeline for a new dataset
→Automating pipeline selection without manual trial-and-error
→Learning how a generated model pipeline works via readable code
Pricing
Free